tampereen teknillinen yliopisto tampere university of technology

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TAMPEREEN TEKNILLINEN YLIOPISTO
TAMPERE UNIVERSITY OF TECHNOLOGY
Study Guide for Degree Students
2015-2016
ISBN 978-952-15-3551-2
Dear Student,
This Study Guide for Degree Students offers you information about studying at Tampere University of Technology (TUT). The guide consists of general
information about studying at TUT. We hope you will find this guide useful and that it answers questions you may have about studies at TUT.
Course descriptions of the courses offered in English at TUT are available on the student portal POP: www.tut.fi/pop > Study info > Study Guides.
Please, notice also the Practical Matters Guide which includes a lot of useful information on the practicalities of living in Tampere and helps you to prepare
for your stay here. You can find the Practical Matters Guide in the student portal POP: www.tut.fi/pop > Study Info > Study Guides.
You can find both the Degree Regulations and the Regulations on Examinations in the student portal POP: www.tut.fi/pop > Study Info > Regulations.
On behalf of the Student Services, I want to wish success in your studies!
Kirsi Aalto
Head of Student Services
Studying .................................................................................................. 5
TUT Alumni ........................................................................................ 12
Academic Calendar .............................................................................. 5
Assemblies of TUT’s Administrative Bodies ............................................ 13
Enrolment............................................................................................. 5
Structure of the Degree Programmes .................................................. 13
POP Portal ........................................................................................... 5
Study Modules.................................................................................... 14
Personal Study Plan (PSP) ................................................................... 6
Degree Programmes .............................................................................. 16
Methods of Instruction .......................................................................... 6
Architecture............................................................................................ 16
E-learning Platforms ............................................................................. 6
Automation Engineering ......................................................................... 18
Courses................................................................................................ 6
Bioengineering ....................................................................................... 20
Examinations (tentti) ............................................................................. 7
Electrical Engineering............................................................................. 22
Plagiarism ............................................................................................ 8
Industrial Engineering and Management................................................. 24
Finnish Language Courses ................................................................... 8
Information Technology .......................................................................... 26
Studies in Other Finnish Universities..................................................... 9
Materials Engineering............................................................................. 29
Time Limits for Master’s Degree Completion ......................................... 9
Science and Engineering........................................................................ 31
Graduation ........................................................................................... 9
Major Studies ......................................................................................... 33
Regulations .........................................................................................10
Advanced Engineering Physics 30 cr...................................................... 33
Services for Students ..............................................................................10
Bioengineering 30 cr .............................................................................. 34
Student Affairs Office...........................................................................10
Biomedical Engineering 50 cr ................................................................. 35
Faculty Office ......................................................................................10
Biomedical Engineering 30 cr ................................................................. 35
Student Guidance................................................................................10
Communication Systems and Networks 50 cr ......................................... 36
Study Counselling Psychologist ...........................................................10
Communication Systems and Networks 30 cr ......................................... 38
Computer Services ..............................................................................10
Computational Materials Science 30 cr ................................................... 39
Library (kirjasto)...................................................................................11
Data Engineering 30 cr........................................................................... 40
TUT Student Union ..............................................................................11
Electronics 50 cr..................................................................................... 41
TUT Sports Facilities ...........................................................................11
Electronics 30 cr..................................................................................... 43
Finnish Student Health Service ............................................................12
Factory Automation and Industrial Informatics 30 cr................................ 44
Student Financial Aid Office.................................................................12
Fluid Power 30 cr ................................................................................... 45
Career Services...................................................................................12
Intelligent Microsystems 50 cr ................................................................ 46
TALLI – a Meeting Point of Innovations and Entrepreneurship .............12
International Sales and Sourcing 30 cr ................................................... 47
Working in Finland ...............................................................................12
Mathematics 50 cr .................................................................................. 48
Mathematics 30 cr...................................................................................50
Minor in Biomeasurements
Materials Science 30 cr ...........................................................................51
Minor in Biomedical Engineering 25 cr.................................................... 77
Materials Science, Advanced Studies 20 cr .............................................52
Minor in Communications and Networking 25 cr ..................................... 78
Materials Technology 50 cr .....................................................................53
Minor in Computational Biology 25 cr ..................................................... 78
Mechanics of Materials 30 cr ...................................................................54
Minor in Computational Materials Science 25 cr ..................................... 79
Metallic and Ceramic Materials 30 cr .......................................................55
Minor in Health Informatics 25 cr ............................................................ 80
Metallic and Ceramic Materials, Advanced Studies 20 cr .........................56
Minor in Industrial Management 20 cr ..................................................... 81
Microsystems 30 cr .................................................................................56
Minor in Mechanics of Materials
Pervasive Systems 50 cr .........................................................................57
Minor in Smart Grids 25 cr...................................................................... 82
Pervasive SystemS 30 cr ........................................................................58
Minor in User Experience 25 cr............................................................... 82
Polymers and Biomaterials 30 cr .............................................................60
Nanotechnology 25 cr ............................................................................ 83
Polymers and Biomaterials, Advanced Studies 20 cr ...............................61
Physics 25 cr.......................................................................................... 83
Signal Processing 30 cr ..........................................................................61
Signal Processing 25 cr .......................................................................... 84
Smart Grids 50 cr ....................................................................................63
Tissue Engineering 25 cr ........................................................................ 85
Smart Grids 30 cr ....................................................................................64
Theoretical Computer Science 30 cr........................................................65
User Experience 50 cr.............................................................................66
User Experience 30 cr.............................................................................67
Wireless Communications 50 cr ..............................................................68
Wireless Communications 30 cr ..............................................................70
Minor Studies..........................................................................................72
Biomaterials 25 cr ...................................................................................72
Biotechnology 25 cr ................................................................................72
Industrial Internet, minor 31 cr .................................................................73
Information and Communication Technology 25 cr ..................................73
Introduction to Management Studies 24 cr...............................................74
Learning and Intelligent Systems 25 cr ....................................................74
Life-Cycle Management and Engineering 30 cr .......................................75
Mathematics 25 cr...................................................................................76
25 cr ........................................................ 76
24 cr .................................................. 81
STUDYING
Academic Calendar
At TUT, the academic year is divided into two semesters, the autumn
semester and the spring semester. There are four teaching periods during
an academic year and there is an examination week at the end of each
period. The periods 1-2 take place in the autumn semester and the periods
3-4 in the spring semester. The autumn semester begins in late August
and ends at the end of December. The spring semester starts in early
January and ends in mid-May. During the summer period (except for the
month of July) some courses are lectured (mainly in Finnish) and there are
some possibilities to take examinations and do research work at the
departments.
Officially, the autumn semester begins on 1 August and ends on 31
December. The spring semester begins on 1 January and ends on 31 July.
You can check the schedule for each academic year in the student portal
POP www.tut.fi/pop > Study Info > Academic Calendar.
Enrolment
All students studying at TUT are required to enrol for each academic year
either as attending or absent. Enrolment is important since students who
have not enrolled by the given deadline will forfeit their right to study at
TUT.
Enrolment is usually done for an academic year at a time. The deadline for
enrolment for the whole academic year in the academic year 2015-2016 is
2 September 2015. To enrol as attending, new students have to fill in the
Enrolment Form, return it to the International Office and pay the Student
Union membership fee of 111,00 euros for the academic year 2015-2016
(or 55,50 euros for a semester). The Student Union membership fee is
compulsory for all attending students. The Student Union membership fee
is not a tuition fee and it entitles students to many benefits including the
use of the services of Finnish Student Health Service (FSHS, in Finnish
YTHS).
If a student enrols as absent, the student union membership fee is not
required. An absent student cannot study or participate in exams. Students
who accepted their study places in autumn 2014 or earlier may enrol as
absent for a maximum of four semesters during their studies. Those
students who accepted their study places in or after autumn 2015 may
enrol as absent for a maximum of two semesters. For students who have
been admitted in 2015 or later, absence during the first year of studies is
only possible if it results from documented maternal leave, long-term
illness or compulsory Finnish military service.
Students are required to enroll either as attending or absent at the
University. If a student fails to enroll by the given deadline he/she will lose
the study right and will be removed from the TUT study register. Failing to
enroll will be counted to the time limit for degree completion. The student
will be considered absent. Absences that exceed the maximum time limit
will reduce the time left for degree completion. The study right can be
regained by applying for re-enrolment from the University. Students
applying for re-enrolment are charged a re-enrolment fee of 35 euros.
POP Portal
The POP portal (www.tut.fi/pop) is the personalised student portal for TUT
students. You can use the POP portal after having received your TUT user
account. The POP portal is the toolbox and information center for your
studies and student life.
You will find the following sections in the POP portal:
MAIN PAGE: You can read news and announcements as well as your own
reminders and to-do lists. There is also a calendar which includes your
own notes, your course timetable and common activities.
STUDIES: You can, for example, see the course catalogue, see your
course results and sign up for courses and exams.
STUDY INFO: You can find information concerning study practicalities,
planning of your studies, graduation, regulations.
DOCTORAL STUDIES: You can find information on PhD studies at TUT.
MY PROFILE: You can update your personal information here. You can
also enrol for a new academic year and pay the Student Union
membership fee.
PEOPLE SEARCH: You can search for students’ and personnel’s contact
information and add them in your contacts.
Personal Study Plan (PSP)
Course Timetables
All students are required to prepare a personal study plan which will be
accepted by the student’s home Faculty. The personal study plan (in
Finnish HOPS) is made according to the degree programmes’ instructions
with the online PSP tool which can be found from the POP portal. Students
need to use their TUT user account to logon to PSP. More information
about PSP (HOPS) is available in the POP portal.
Timetables for the first year of studies in the international Master’s degree
programmes are available in the POP portal Study info > Planning your
studies > Timetable templates. By signing up for courses in the POP portal
you will get the detailed timetable for each course. You can also see your
timetables in your calendar in the POP portal.
How to Sign up for Courses
Methods of Instruction
Course requirements may vary depending on the course. Some courses
are lecture-based and there is an examination at the end of the course. In
addition to lectures, a course may include problem-solving exercises
(laskuharjoitus), individual or group design work (suunnitteluharjoitus) or
laboratory work (laboratorioharjoitus).
Therefore it is important that you attend the opening lectures to find out
details about course arrangements and requirements for completing the
course (obligatory exercises, assignments, exact timetable, exams and
other details).
All students need to sign up for courses in the personalised student portal
POP (www.tut.fi/pop > In English > Studies > Study Guide and Sign-up).
Please note that you will need your TUT user account to use the POP
portal. Sign-up for courses in the POP portal will close two weeks prior to
the beginning of each teaching period. Students will be given instructions
on how to sign up for courses during the orientation. In case you have
problems with the course sign-up, please contact the course lecturer.
Course Grading
Lectures at TUT usually start quarter past the hour and last for 45 minutes.
Between lectures, there is a 15-minute-break although it is common to skip
it in 2-hour lectures.
Courses will be graded within one month of the date of completing the
course. You can view your grades in the POP portal at www.tut.fi/pop >
Studies > My study records.
If you suspect a mistake in your grading, you can ask for rectification either
orally or in writing from the lecturer who graded the exam. More
information can be found in the Degree Regulations.
E-learning Platforms
Course Feedback
There are different e-learning platforms in use at TUT. The most commonly
used are Moodle, Idle and A&O. More information about the possible use
of an e-learning platform during a course is usually given in the first
lecture.
Courses
The course descriptions are available in the online course catalogue. A link
to the course catalogue (for the courses available in English) can be found
in the POP portal at
www.tut.fi/pop > In English > Studies > Study Guide and Sign-up
Course Codes
Course codes are marked before the name of the course (e.g., TIE-02206
Basic course on programming). If the code ends with the number 0-5, it
means that the course is taught in Finnish. If the code ends with the
number 6, 7, 8 or 9, it means that the course is taught in English.
TUT aims at continuous development of teaching. Feedback is collected
after every course. Students submit feedback on courses through the
Kaiku system that they access via POP > Studies > Studies. The credits
that a student earns for completing a course will be entered into the
student’s academic records only after the student has submitted feedback
through the Kaiku course feedback system.
You can send feedback on the course implementation rounds that you
have signed up for. Kaiku offers students a direct avenue for providing
feedback on both individual courses and course offerings in the
departments. Teachers are also obligated to respond to the feedback they
receive from students. This encourages open dialogue and more active
interaction between teachers and students. For more information, please
go to POP > Study Info > Quality of education > Course feedback.
Grading and Credit System at Tampere University of
Technology
ECTS Grade Definitions
The European Credit Transfer System (ECTS) is based on the student
workload required to achieve the objectives of a programme, objectives
preferably specified in terms of learning outcomes and competences to be
acquired. One TUT credit equals one ECTS credit.
Studies at TUT are evaluated on the scale excellent (5), very good (4),
good (3), very satisfactory (2) and satisfactory or approved (1) and fail (0).
For special reasons studies may be evaluated on a pass/fail basis.
One credit at TUT refers to an input of approximately 27 hours of work
which consists of lecture hours, exercises and other forms of instruction as
well as independent work. Full course load for the whole academic year is
approximately 60 credits and for one semester approximately 30 credits.
Institutional and ECTS evaluation systems:
Registration of Grades and Transcript of Records
All grades will be entered in the TUT study register. Official transcripts (that
bear the university stamp) either in English or Finnish can be obtained at
the Student Affairs office. If needed, you can also get a confirmation of
your attendance, i.e. a certificate of enrolment. The certificate of enrolment
is also available in two languages.
Examinations (tentti)
There are four examination periods during the academic year. A possibility
to take the exam of a certain course will be arranged at least three times.
Students are entitled to attempt an exam forming a part of the same
course no more than three times, regardless of whether earlier attempts
were passes or fails. The highest grade will be considered when giving the
overall grade for the course.
Signing up for the Exams
You are required to sign up for exams through the POP portal at least
seven (7) days beforehand. You cannot participate in exams without a
sign-up. Only the answer papers of those students who have signed up for
the examination will be forwarded to the lecturer for grading. In problem
situations, you need to contact the Faculty arranging the exam. Please see
the contact persons and more information at www.tut.fi/pop > Study info >
Enrolment and sign-ups > Sign up for exams.
answers.
Marking of the Exams
The lecturer in charge of the course is required to forward the results to the
study register within one month of the date of the exam. Students have a
right to get feedback about their exam answers from the lecturer in charge.
Cheating
If you cannot attend an exam you have signed up for, please remember to
cancel your sign-up in time. You will be considered to have taken the exam
if you do not cancel your sign-up at least one day before the exam. Bear in
mind that if you neglect to cancel your exam sign-up, it counts as one
opportunity to take the exam.
Cheating in examinations is strictly forbidden! If an invigilator suspects
cheating s/he may issue the student with a verbal warning which will be
entered on the student’s answer paper for the information of the lecturer.
An examination paper will be disqualified if a student has acted dishonestly
in the examination. Cheating may even result in losing one’s study right.
For more information on regulations on examinations please see
www.tut.fi/pop > Study Info > Regulations > Exam regulations.
Duration of the Exams
Plagiarism
Exams usually last for three hours and start exactly on the hour, not
quarter past. During the first 30 minutes, you are not permitted to leave the
room.
Mentioning the original source of information and ideas for example in
one’s essays, assignments, exercises and thesis is a requirement for all.
Plagiarism is strictly forbidden and is a punishable act! When plagiarism is
discovered, the work (e.g. essay, assignment) itself will be disqualified and
the whole course can be disqualified. Plagiarism may even result in losing
one’s study right. When using some else’s work as a source you should
always make a quotation. Each department at TUT has its own instructions
on how to make quotations. Thus, you should ask your department at TUT
for advice to avoid any misunderstandings.
Cancelling Your Sign-up for an Exam
In the Examination
Students may only take writing utensils (pencils, eraser, ruler, pencil
sharpener) and photo identification to their desk in the examination room.
In many exams, a calculator is also required. In general, the calculator may
not be programmable. Notification of exceptions to this rule will be given
separately. Personal belongings such as bags, jackets, mobile phones
(remember to switch it off!) must be left by the wall of the examination
room.
When you are handed an exam paper and the answer papers, make sure
that the exam paper is the right one as there may be several different
exams at the same time in the same lecture room. You will need to write
your name and student number on every answer paper. Papers without
names will not be marked. If other materials are permitted in the exam, this
will be announced separately.
You will be asked to present a proof of identity (a student card or a pictorial
identity card) when handing in your answer papers. The basic rule is that
nothing may be taken out of the examination room which was not brought
in. You will need to hand in your answer papers even if they contain no
Finnish Language Courses
Adapting to Finnish society and everyday life will be much easier and more
fun if you are prepared to learn some Finnish. Also it is very important to
know some Finnish if you are willing to work in Finland at some point.
International students take at least one Finnish language course at the
TUT Language Centre (Konetalo building, 2nd floor) as a part of their
degree programme. The TUT Language Centre offers a wide variety of
Finnish language courses. Please contact the Language Centre for more
information on courses in the Finnish language.
You can learn some Finnish also outside the Finnish courses with the help
of the following self-study materials on the Internet:
Puhutaan Suomea Magazine: http://www.learn-finnish.net/
Uuno: http://www.uuno.tamk.fi
Easyfinnish: http://oppiminen.yle.fi/suomi-finnish
Supisuomea: http://oppiminen.yle.fi/suomi-finnish/supisuomea
More about internet based Finnish studies:
http://www.livetampere.fi/living/finnish-language-courses/on-internet/
Studies in Other Finnish Universities
In most programmes, it is possible to include one minor (approx. 25
credits) taken in some other Finnish university. The studies must form a
module which can be accepted as a part of student’s personal study plan
(PSP). Final acceptance regarding studies made outside TUT is made by
the Head of the Degree Programme. The JOO-flexible study right
agreement between the Finnish Universities provides students with a
possibility to study courses in some other Finnish University which will be
later included into the Degree that is to be completed at TUT.
Time Limits for Master’s Degree Completion
The Finnish Universities Act (558/2009 and its amendments) imposes time
limits for completing the lower university degree (Bachelor of Science in
Technology) and the higher university degree (Master of Science in
Technology/Architecture). The time limits apply to students who accepted
their place at the University in or after autumn 2005. The time limits do not
apply to students who accepted their place before 1 August 2005.
Students must monitor their progress to ensure that they graduate within
the maximum time limits.
The normative time for completing a Master's degree is two years.
Education at the University must be arranged so as to ensure that students
can complete their degrees within this deadline. If a student already holds
a Bachelor's degree and is admitted to the University to directly pursue the
degree of Master of Science in Technology/Architecture, his/her normative
time-to-degree is two years. However, these students have four years to
complete their degrees without applying for an extension.
For those students who accepted their place at the University in autumn
2015 or later, an absence of no more than two semesters will not count
toward the time-to-degree, if the student has enrolled as absent. Students
can enrol as absent for two semesters without giving a specific reason.
Absence during the first year of studies is only possible if it results from
documented maternal leave, long-term illness or compulsory Finnish
military service. Absence during the first year of studies will always cover
the whole academic year. An absence that exceeds two semesters is
counted toward the student's time-to-degree. This does not, however,
apply to absences resulting from documented maternal leave or
compulsory Finnish military service. Students must enrol as absent and
present a certificate (for example a military passport, child's birth
certificate, decision by the Finnish Social Insurance Institution KELA) if
they are on leave due to the above reasons. The certificate of absence is
submitted to TUT’s Student Affairs Office.
For those students who accepted their place at the University in autumn
2014 or earlier, an absence of no more than four semesters will not count
toward the time-to-degree, if the student has enrolled as absent. Students
can enrol as absent for four semesters without giving a specific reason. An
absence that exceeds four semesters is counted toward the student's timeto-degree. This does not, however, apply to absences prescribed by law,
such as Finnish military service, voluntary military service or maternity,
paternity or parental leave. Students must enrol as absent and present a
certificate (for example, a military passport, child's birth certificate, decision
by the Finnish Social Insurance Institution KELA), if they are on leave due
to the above reasons. The certificate of absence is submitted to TUT’s
Student Services.
Students are required to enrol either as attending or absent at the
University. If a student fails to enrol, he/she will be considered absent.
Absences that exceed the maximum time limit will reduce the time left for
degree completion.
Graduation
After the student has completed all the required studies including the
Master's thesis, s/he can submit an application for the degree certificate
together with the application to have the thesis evaluated by the Faculty
Council. The application for degree certificate and the required
attachments must be delivered to the Faculty Office at least 14 days before
the meeting of the Faculty Council.
The official day of graduation is the day when the dean approves the
degree. Degree certificates are handed out by the President of the
University at a graduation ceremony. Graduation ceremonies are arranged
every month except for the month of July.
Regulations
Teaching in universities in Finland is governed by laws (Universities Act
558/2009, Government Decree on University Degrees 794/2004 and Act
on the Knowledge of Languages Required of Personnel in Public Bodies
(424/2003)). Teaching and studying at TUT are also governed with some
TUT regulations. The most important of these are the Degree Regulations
and Exam Regulations which define TUT’s policies concerning degree
studies. You will find the up-to-date Degree Regulations and Exam
Regulations in POP: www.tut.fi/pop > Study Info > Regulations.
SERVICES FOR STUDENTS
Student Affairs Office
The Student Affairs Office in Campus Arena provides official certificates of
attendance and transcripts of records to students. You can also turn to the
Student Affairs Office with questions about administrative matters or
residence permits.
Student Affairs Office
Campus Arena
Office hours Mon 10.00-16.00, Tue-Thu 10.00-15.00 and Fri 9.00-12.00
[email protected]
Faculty Office
Academic officers at the faculty provide study guidance and assistance
with the personal study plan. You can turn to the academic officer of your
degree programme with degree programme related matters.
Architecture:
Ms Stefanie Kohlhoff, Rakennustalo building, [email protected]
Automation Engineering:
Ms Johanna Heinola-Lepistö,
Konetalo building, [email protected]
Bioengineering:
Ms Piia Asunmaa, Sähkötalo building, [email protected]
Electrical Engineering:
Ms Anna-Mari Viitala, Tietotalo building, [email protected]
Information Technology:
Ms Anna-Mari Viitala, Tietotalo building, [email protected]
Industrial Engineering and Management:
Ms Minna Baggström, Festia building, [email protected]
Materials Engineering:
Ms Outi Väisänen, Konetalo building, [email protected]
Science and Engineering:
Ms Anna Pitkänen, Sähkötalo building, [email protected]
Student Guidance
General student guidance is intended to answer questions related to
starting studies, visiting studies, training and employment, open university
or student admission. If you do not know where to ask, the student
councellor is a good option. Degree-programme-specific guidance is
intended for questions related to studies in the degree programme or
faculty and practical arrangements. Academic officers serve in each
faculty.
Study Counselling Psychologist
A student who wishes to clear his/her study motivation or develop his/her
study skills can seek counselling from the study counselling psychologist.
Please note that the study counselling psychologist cannot help you with
the planning of your studies.
Computer Services
After being registered as a student at TUT, all students are given a TUT
user account which contains a personal email address, some quota for
files and web pages, and access to the personalised student portal POP
and the computers around the university.
All computers have a wide range of software (word processors,
spreadsheets, drawing packages, databases, math software, etc.). Printers
are also available in the computer classrooms. There is at least one
computer classroom with a printer in each building at campus except the
Festia building. All TOAS apartments have an internet connection as well.
You will get your user account from the IT Helpdesk. Your email address
will be of the form [email protected]. All TUT professors
and the Student Services will use this email address when they want to
contact you. That is why it is very important that you check your TUT email
account regularly! Please note that you should use your TUT email
account for any correspondence with TUT staff.
It is also possible to forward your TUT email to some other email address
at http://www.tut.fi/tiha/tunnus/en.
IT-Helpdesk
IT-Helpdesk helps you with questions on TUT user accounts and problems
with using POP. The IT-Helpdesk is located in the Campus Arena.
IT Security
Your TUT user account and its password are your access to the services
TUT offers to you. Your account is personal and you must not let anyone
else use it. You are responsible for everything done with your account.
Thus, it is very important that you keep your password safe. Do not tell
your password to others. To review the rules, regulations and your
responsibilities, go to the POP portal and see STUDY INFO > IT services.
On the same page you can also change your password when needed.
Library (kirjasto)
The University Library is located in the Campus Arena. An introduction to
the library and borrowing items is given during the orientation. TUT
students can use the student card as library card. The student card has to
be activated the first time one wants to borrow a book.
science and technology. The lending collection may be used on the
premises or taken on loan. Borrowing items is free of charge. The loan
period is 5 weeks, or 2 weeks for textbooks marked with a yellow tag. The
loan period for theses and journals published before the previous year is 2
weeks. Journals published this or last year are only for use in the Library.
Loans may be renewed if there are no reservations for that particular item.
In addition, textbooks are available for overnight loans 30 minutes before
the library is closed. They need to be returned the next working day's
morning before 10 o'clock. There is no possibility to reserve overnight
loans.
TUT Library
www.tut.fi/library
Tel: + 358 40 198 1600 (Loan desk)
Opening hours during semesters:
Mon-Fri 8.00-18.00
TUT Student Union
All students at TUT belong to the Student Union (ylioppilaskunta) after
paying the membership fee, which is compulsory for all students except for
post-graduate students for whom it is optional. The purpose of the Student
Union is to act as a link between the university and the students, and take
care of the students’ rights and benefits.
The Student Union also organises many events and activities such as
excursions and parties. These events are advertised in the POP portal.
www.ttyy.fi > in English
Office: Main building, 2nd floor
TUT Sports Facilities
The TUT library brings together library and information services with a
wide range of information resources. The digital sources include electronic
journals, e-books and databases. Currently the library has a collection of
over 25 000 electronic journals including journals from all the well-known
publishers. The library also has over 100 000 e-books, including
handbooks, and dictionaries, encyclopedias, patents and standards from
different fields. The library's digital sources can be accessed via the
University network, http://www.tut.fi/library.
Print collections comprise approximately 125 000 volumes, mainly in
The campus sports hall Tamppi Areena offers students and staff a broad
range of sports opportunities. To use the sports hall, you need to pay a
personal sports fee. By paying the Unipoli Sport fee, you can also use the
sports services at Tampere University of Applied Sciences (TAMK) and the
University of Tampere (UTA). Access rights need to be requested
personally from the university in question.
More information: http://sport.unipolitampere.fi > in English
Finnish Student Health Service
The Finnish Student Health Service (YTHS) provides health care for
university students. A health care fee is included in the Student Union
membership fee, so after having paid the membership fee you are entitled
to use all the health care services provided by YTHS.
www.yths.fi/en
Student Financial Aid Office
For more information on the financial aid for students by KELA please visit:
http://www.kela.fi/web/en/students
There is also a student financial aid office at TUT.
Campus Arena, email: [email protected]
Career Services
TUT Career Services offer information and services related to finding
employment and working in Finland. In its section in POP (POP > Study
Info > Working in Finland), links to open positions, work-related services
and information on living and working life in Finland are available to assist
students in career planning and finding work. Teekkarin työkirja
(http://www.teekkarintyokirja.fi/en) is an annually published job hunting and
career guide for technology students which includes for example tips on
building a CV and writing a cover letter.
Unipoli Tampere offers a lot of useful information on job hunting, a
mentoring programme, career events and a Working in Finland lecture
series for international students: www.unipolitampere.fi
TALLI – a Meeting
Entrepreneurship
Point
of
Innovations
and
Do you have an idea that has commercial potential? TALLI offers support
for developing your business ideas and establishing a company. TALLI
also organises events and workshops, and promotes entrepreneurship as
a potential career option for students and researchers of TUT. For more
information, please see Tutka > Research > Commercialization and
Facebook TUT:TALLI.
Working in Finland
In most jobs, a good command of the Finnish language is required. To
increase your possibilities of finding a job or a traineeship in Finland, it is a
good idea to start learning Finnish as early as possible. The TUT
Language Centre offers Finnish language courses for international
students.
If you would like to find e.g. a summer job or a traineeship in Finland, you
can start by visiting the following links for further information:
http://www.tut.fi/pop > Study Info > Working in Finland
http://www.unipolitampere.fi/working
http://www.teekkarintyokirja.fi/en
http://www.te-services.fi/te/en/jobseekers/work_finland
http://www.livetampere.fi/working
http://www.infopankki.fi
http://www.suomi.fi/suomifi/english
Talent Tampere is a meeting place for international talents and employers
where you can look for a job and build professional contacts. Join the
Talent
Tampere
group
in
LinkedIn
at:
http://www.linkedin.com/groups/TALENT-TAMPERE-Linking-BrightBusiness-4703673.
TUT Alumni
The TUT Alumni Society works for maintaining interactive cooperation
between alumni and the university. TUT alumni are former students of
TUT. TUT alumni activity is interaction between research and industry,
active sharing of knowledge and experience for the success of mutual
development. Through the alumni society, the former students of TUT will
keep their contacts to the world of science and to each other. By becoming
a member of the alumni society, you will keep your contacts to the
University also after graduation. Contact: www.tut.fi/en > Alumni or
[email protected].
ASSEMBLIES OF TUT’S ADMINISTRATIVE
BODIES
Rectors
Markku Kivikoski, President
Mika Hannula, Vice President
Ulla Ruotsalainen, Vice President
appointment of lecturers and docents.
Science Council (tiedeneuvosto)
The Science Council fosters and evaluates the quality of research and
Doctoral dissertations at the University and submits proposals to the
Academic Board concerning their development and the focal areas of
research and processes matters assigned to it.
Doctoral Education Council (jatko-opintoneuvosto)
Board of the Foundation (säätiön hallitus)
The Board shall decide on the strategy of the Foundation, on matters
concerning the operations and economy of the Foundation and on other
far-reaching plans. The Board shall nominate the President to manage the
operations of the Foundation and the scientific and artistic community that
it constitutes.
The Doctoral Education Council prepares general educational regulations
and consistent guidelines that govern degree and non-degree education
for consideration by the Academic Board and promote collaboration across
doctoral programmes. It also prepares matters that come before the
Academic Board or President regarding the management, development
and quality of doctoral education.
Academic Board (konsistori)
Structure of the Degree Programmes
Academic Board is a multi-member body that represents the entire
university community. The Academic Board’s term of office is three
calendar years. Two permanent subordinate bodies, the Education Council
and the Science Council, operate under the Academic Board. The two
councils prepare matters that come before the Academic Board. Academic
Board decides e.g. on curricula and degree requirements, student
admission criteria, degree regulations and other general rules related to
teaching and research and submits statements to the Board regarding the
establishment and discontinuation of teaching.
The Education Council (opetusneuvosto)
The task of the Education Council is to monitor and develop the quality of
education and research. In addition, the Council’s tasks include: monitoring
and evaluating the quality of teaching and scientific work, making decisions
concerning general guidelines for the education provided at the University
and acting as the degree board of the University. The First Vice Rector
acts as a chairman of the Council.
Faculty Council (tiedekuntaneuvosto)
A Faculty Council makes proposals for the development of the faculty, new
professorships and the allocation of appropriations. It approves the
curricula, appoints the examiners for doctor’s dissertations and licentiate
and master’s theses, and approves these dissertations and theses. A
Faculty Council also approves degrees taken in the faculty, appoints senior
assistants, assistants and researchers and makes proposals for the
Extent of the Degree Programmes
The extent of the degree programmes taken by students is given in credits
(in Finnish opintopiste, op). 1 TUT credit equals to 1 ECTS credit. One
credit at TUT refers to approximately 27 hours of effective work which, in
practice, comprises lectures, exercises and independent work.
Bachelor of Science in Technology
At TUT Bachelor of Science in Technology degree was introduced August
1, 2005. Extent of a BSc degree is 180 credits and it takes about three
years to complete it. At TUT there are 13 bachelor’s degree programmes
which are currently offered only in Finnish. After obtaining BSc diploma
Finnish students continue to pursue MSc in the chosen field.
Master of Science in Technology
The graduate degree awarded by TUT is the Master of Science in
Technology. It is estimated that the studies can be completed in two years
by taking 60 credits a year, giving a total of 120 credits. The degree
consists of studies in general subjects (such as Natural Sciences,
Languages and Economics), professional engineering subjects and a
Master’s thesis.
Doctor of Science in Technology/Architecture
Postgraduate studies (i.e. post MSc) for the Doctor of Science in
Technology / Architecture degree require 40 credits plus a dissertation and
its presentation for public examination and criticism. The Finnish Doctor of
Science degree is equivalent to a PhD in many other countries.
Master of Science in Architecture
Study Modules
The graduate degree awarded in the Master's Degree Programme in
Architecture corresponds to the Finnish degree of "Arkkitehti" and confers
eligibility to work as an architect in Finland and other EU countries
(according to the 2005/36/EC EU Directive) or to apply for admission to
doctoral studies. The degree prepares graduates to pursue a wide range of
career opportunities as professional architects and in research. The
studies consist of professional architecture studies, major studies oriented
towards sustainable architecture and a Master's thesis.
The Master’s degree programmes consist of the following study modules.
Common Core Studies
Typically the module provides an introduction to the field as well as
necessary theoretical skills to follow the courses in the degree programme.
The content and extent of common core studies module varies between
the degree programmes.
Major Studies
Students address a major upon their admission. The major studies give
student a wide knowledge on the subject. The Master’s thesis is written on
the field of the major.
Minor Studies
Students select a subject study module (minor) from among the
alternatives offered on their own degree programmes.
Elective Studies
Elective studies is not a compulsory degree module as such but a label for
courses, which cannot be included into any other degree module, or
prerequisite studies, the knowledge of which is required or recommended
to have before taking a more advanced course.
Numbering After the Name of the Course
The numbers I-V refer to the recommended year of studies for completing
the course (IV = 1st year of Master's, V = 2nd year of Master's).
Master’s Thesis
The Master’s thesis is an extensive treatise, which trains the student for
independent study and research, mastery of scientific methods, the
convention of references, and the scientific mode of presentation in a good
literary form. The thesis is conducted and written independently, yet under
the supervision of a professor from the same discipline. The Master’s
thesis is a research project which requires approximately 6 months of work
and it is worth 30 ECTS credits.
The MSc thesis assessment criteria are consistent across the University.
The examiner assesses the components listed below and provides written
feedback on all the components and, where applicable, a numerical grade
(on a scale of 1-5).
- Research questions, goals, the scope and difficulty level of the thesis
- Theoretical background
- Methodology and research methods
- Analysis and results
- Conclusions, the significance of the results and the achievement of the
goals
- Use of source materials
- Writing style, language, structure and readability
- The student’s ability to carry out the thesis project and work
independently
In connection with the thesis, the student has to write a proficiency test,
which is an essay written on a topic related to the thesis. The test
demonstrates the student's command of the thesis topic. The guide for
thesis writing contains instructions for students writing their Master´s
thesis. The guide can be found form http://www.tut.fi/pop > Study Info >
Master’s Thesis. The Master's thesis and proficiency test will be entered
into students’ academic records using the following codes: OPN-9000
Master’s thesis (30 cr) and TUT-8930 Proficiency test (0 cr).
More information: http://www.tut.fi/pop > Study Info > Master's Thesis.
Additional Information
If two degree study modules contain common compulsory courses, these
courses are included in both modules but the credits are counted only
once. However, common elective studies of different modules can be
included in one of them only.
As there may be annual changes in the curriculum requirements, students
are not allowed to mix the requirements from different years.
DEGREE PROGRAMMES
Total
52 cr
1 International students must complete at least 3 credits in Finnish
language courses (KIE-10016 Starting Finnish is recommended).
ARCHITECTURE
Persons responsible of the degree programme: Olli-Paavo Koponen
Faculty Secretary: Pirkko Lehtonen
Academic Officer: Stefanie Kohlhoff
Master of Science (Architecture)
Major Studies, 30 cr
Compulsory Courses
ARK-53506 Sustainable Renovation and Redevelopment
ARK-53706 Negotiating and Designing Sustainable Change
ARK-53806 Sustainable Design Studio
ARK-54208 Digital Design in Urban Environments
Total
5 cr
5 cr
15 cr
3-5 cr
28 cr
1
Learning Outcomes
- Students are able to apply the knowledge acquired during the Degree
programmes of Architecture and a artistic and scientific approach to topical
and concrete tasks.
- Students are able to operate independently in different design tasks and
in different expert, development and management positions in working life.
- Students are able to participate in societal debate pertaining to
architecture.
- Students have the competence to use their language, communication
and cooperation skills in working life and to apply them to artistic and
scientific activities and societal debate.
- Students are able to work as an architect and have the abilities stated for
architects in the directive of the European Parliament and council
2005/36/EC.
- After achieving the learning outcomes, students will meet the
prerequisites for pursuing a postgraduate degree and continuous learning.
Structure
Professional Studies, 52 cr
Compulsory Courses
ARK-41006 Introduction to Graduate Studies
1 cr
ARK-42006 History of Architecture, Professional Course
12 cr
ARK-43106 Architectural Design, Professional Course
12 cr
ARK-43206 Housing Design, Professional Course
12 cr
ARK-44006 Urban Planning and Design, Professional Course 12 cr
Student must select foreign language studies (of at least CEFR level A1)
3 cr
1
1 Students who are not taking ARK-53656 Professional Practice should
complete the course with 5 credits.
Optional Compulsory Courses
The course Professional Practice is compulsory for students who have not
completed their Bachelor's degree in Finland. Students who are not taking
this course should complete ARK-54207 with 5 credits.
ARK-53656 Professional Practice
2 cr
The major subject (30 cr) is completed during the autumn semester of the
second study year.
Elective Studies, 8 cr
Complementary Courses
Please select at least 8 credits of courses
ARK-24106 Landscape Architecture
ARK-42506 Contemporary Finnish Architecture
ARK-42516 Spaces in Finnish Nature
ARK-43000 Ammattiharjoittelu
ARK-43706 Finnish Wood Architecture
ARK-44116 Introduction to Finnish Planning
ARK-45007 Computer Aided Architectural Design
ARK-45107 Revit Architecture Basics
ARK-45207 Visualizing Architecture
ARK-45306 Free Form Modelling in Architecture
ARK-81006 School of Architecture's Varying Topics Course
7 cr
3 cr
3 cr
4 cr
8 cr
2 cr
4 cr
4 cr
4 cr
3 cr
1-10 cr
Master's Thesis, 30 cr
Compulsory Courses
OPN-9006 Master's Thesis
TUT-8930 Proficiency Test
Total
30 cr
0 cr
30 cr
The thesis has to be presented at the School of Architecture's master's
thesis seminar. Separate instructions for the thesis can be found on POP
(POP > Master's thesis > Master's thesis Guidelines). A proficiency test
has to be written in connection with the thesis.
Other Studies
Complementary Studies in Architecture, 0 cr
AUTOM ATION ENGINEERING
Persons responsible of the degree programme: Seppo Tikkanen
Faculty Secretary: Kaisa Närvänen, Leila Holmström
Academic Officer: Johanna Heinola-Lepistö
Master of Science (Technology)
Learning Outcomes
- Studies in the International Master's Degree Programme in Automation
Engineering, leading to the degree of Master of Science in Technology, will
provide students with:
- the competence to apply the knowledge acquired during advanced
studies and a scientific approach to topical and concrete tasks
- the competence to operate in different expert, development and
management positions in working life
- the competence to participate in societal debate pertaining to
technology
- the competence to use English language, communication and
cooperation skills in working life and to apply them to scientific activities
and societal debate in their field
- After achieving the previous mentioned learning outcomes, students will
meet the prerequisites for pursuing a PhD / Doctoral degree and
continuous learning
Structure
Common Core Studies, 17 cr
Learning Outcomes
- To gain an extensive prerequisite knowledge for pursuing subject
studies in the field of automation engineering.
- To gain adequate language, communication and cooperation skills and
readiness to cooperate in a multidisciplinary community.
Compulsory Courses
ASE-1257 Introduction to Control
KIE-10016 Suomi-startti
KIE-34156 Thesis Writing
TTI-50006 Introduction to Graduate Studies
Total
4 cr
3 cr
3 cr
1 cr
11 cr
ASE-2316 Introduction to Microsystem Technology
ASE-7010 Systeemitekniikan diplomityöseminaari
IHA-1956 Master's Seminar for Hydraulics and Automation
IHA-2308 Hydraulic Machines
MEI-11000 Diplomityökurssi
MEI-23016 Introduction to Robotics and Automation
5 cr
1 cr
1 cr
5 cr
1 cr
5 cr
2
1
1
2
1
2
1 You must choose 1 course, Student has to choose master's seminar of
the major's department.
2 You must choose 5 credits, Student has to choose at least one course
according to their major: Microsystems: ASE-2316, Fluid Power: IHA-2308,
Factory Automation and Industrial Informatics: MEI-23016. Courses serve
as prerequisites for major studies.
Major Studies
Factory Automation and Industrial Informatics
Fluid Power
Intelligent Microsystems
Microsystems
30 cr
30 cr
50 cr
30 cr
Minor Studies
Minor can be freely selected from the TUT modules offered in English. If
the scope of a student's major is 50-60 credits, a minor subject is not
required.
A student can freely select the courses which he/she wants to study.
Finnish language studies are suggested as elective studies. A student
doesn't have to include elective studies in to the degree as long as the
extent of the degree meets the minimum requirement of 120 cr.
Learning Outcomes
- To demonstrate maturity required for a university degree.
- To demonstrate professional skills in the field of the student's major
subject.
- To carry out and document independently a study using scientific
methods.
- To gather systematically knowledge related to the chosen field of
specialty, combine different sets of data and analyse information.
- To know how to apply good scientific principles within thesis area.
Compulsory Courses
Total
30 cr
0 cr
30 cr
Completion and reporting of a large independent scientific assignment.
Student gains ability to understand the scientific and professional concepts
of the major.In connection with the thesis, the student has to write a
proficiency test, which is an essay on a topic related to the thesis.
BIOENGINEERING
Persons responsible of the degree programme: Matti Karp
Faculty Secretary: Minna Uusitalo
Academic Officer: Piia Asunmaa
Learning Outcomes
- In addition to general learning outcomes obtained in Bachelor of Science
in Technology, after completing the degree of Master of Science in
Technology
the
student:
- attains competence to follow the development of bioengineering field and
to improve their expertise.
- attains competence to use their language, communication and
and societal debate,
- attains competence to operate in expert, development and managerial
positions in the area of bioengineering,
- attains competence to participate in societal debate pertaining to
technology,
- attains competence to apply the knowledge acquired during advanced
studies and a scientific approach to topical and concrete tasks,
- has ability for international activity and co-operation
prerequisites for pursuing a postgraduate degree.
Structure
Learning Outcomes
- Common programme studies complement mathematical skills required in
the field of bioengineering.
- After completing the common programme studies students will have
prerequisite knowledge to succeed in the advanced studies.
- Students learn Finnish academic study methods and basics of Finnish
language.
Compulsory Courses
ELT-62406 Small Samples Data Analysis
LTT-31006 Introduction to Graduate Studies
Total
3 cr
1 cr
4 cr
KEB-62100 Orgaaninen kemia 1
5 cr
2
KIE-10006 Finnish 1
3 cr
1
3 cr
1
1 You must choose 1 course
2 KEB-62100 is compulsory, if student has not studied organic chemistry in
BSc degree. The course is lectured in Finnish, exam can be done in
English. Contact the teacher.
Should be completed to the minimum study module extent of 10 ETCS
FYS-7106 Introduction to Soft Matter Physics
3-5 cr
FYS-7206 Biological Physics
3-5 cr
3 cr
MAT-60006 Matrix Algebra
5 cr
MAT-60156 Differential Equations
5 cr
SGN-51006 Biology of the Cell
3 cr
YHTTAY-22087 Bioinformatics tools
3 cr
Major Studies
Bioengineering
30 cr
Minor Studies
Student can freely select the minor. Suggested minors are Biomaterials,
Biomeasurements, Computational Biology, Industrial Management,
Nanotechnology and Signal Processing.
The master's degree is extended to 120 credits with elective studies after
the requirements for the degree are met. The requirements for the degree
are: 1) common programme studies 2) major and minor, and 3) master's
thesis. No minor subject studies shall be required, if the major subject
studies count for at least 50 credits. The student can freely select courses
which he/she wants to study.
Learning Outcomes
- Students demonstrate the following abilities by completing a master’s
thesis: The ability to analyse, evaluate and use scientific publications.
- The ability to select appropriate research methods and, if necessary,
consider the need for cross-disciplinary research.
- The ability to independently apply their knowledge to answer the research
questions they want to investigate.
- The ability to apply the principles of academic integrity and research
ethics when conducting and reporting research.
- The ability to interpret research findings and understand experimental
uncertainties and where they come from.
- The ability to define and narrow down a research topic and write a
scientific report.
Compulsory Courses
Total
30 cr
0 cr
30 cr
The Master's thesis is an extensive treatise, which trains the student for
the supervision of a professor or a doctorate in the field of the student's
major subject. It is suggested that before starting the Master's thesis
student has completed at least 20 credits from his/her major studies and
60 credits of his/her Maste's degree. In addition, the student has to have
an approved PSP. In connection with the thesis, the students have to write
a proficiency test, which is an essay written on a topic related to the thesis.
The proficiency test demonstrates the students' command of the thesis
topic.
ELECTRICAL ENGINEERING
Persons responsible of the degree programme: Jari Nurmi, Enrique
Acha Daza
Faculty Secretary: Sari Salo, Anna-Maria Syrjämäki
Academic Officer: Anna-Mari Viitala
Learning Outcomes
- After completing the degree the student: is capable of working as an
expert and developer in the field of his/her major subject
- has diverse, in-depth knowledge of the major subject and knows the
basics of his/her minor subjects' fields
- is familiar with the basics of scientific information and methods and
knows how to apply them in relevant, concrete tasks
- has sufficient communication and co-operation skills required for work,
scientific activities and public social discussion, as well as facilities to
participate in public discussion on issues concerning his/her field of
expertise
- has prerequisites for scientific post-graduate training and continuous
professional development
- has advanced prerequisites for research and development tasks in the
major subject field, as well as basic prerequisites for international tasks in
his/her field of expertise
- has basic knowledge of scientific technical innovation processes and
entrepreneurship
Structure
Learning Outcomes
- After completing the study block the student: is able to apply the
language, communication and co-operation skills required for work,
scientific activities and public social discussion
- has an extensive prerequisite knowledge for pursuing subject studies in
the field of his/her major.
Compulsory Courses
TST-01906 Master's Thesis Seminar
TST-41006 Introduction to Graduate Studies
Total
1 cr
1 cr
2 cr
Courses worth at least 10 credits must be selected
KIE-08006 Intercultural Communication Skills
KIE-10006 Finnish 1
KIE-10100 Suomi 2
KIE-34106 Academic Writing in English
KIE-34606 International Negotiations
MAT-63506 Scientific Computing
TIE-02206 Basic Course on Programming
TTA-12016 Speech Communication and Negotiation Skills
TTA-21016 Organisations and Leadership
TTA-71016 Project Management
3 cr
3 cr
3 cr
3 cr
3 cr
3 cr
4 cr
5 cr
5 cr
3 cr
4 cr
4 cr
2
3
3
2
2
2
2
1
1
2
1
1
1 Choose at least one course.
3 You must choose one course.
If your major is Smart Grids, DEE-23106 and DEE-23116 are compulsory
and you must include them in common core studies. Students, whose
major is Biomedical Engineering, Electronics or Wireless Communication
can also include possible prerequisite courses demanded by the major
studies in this part of common core studies. The prerequisite courses of
each major can be seen in the major study block.
DEE-23106 Fundamentals of Electrical and Power Engineering 5 cr
DEE-23116 Introduction to Smart Grids
3 cr
Common core studies are partly common to all students in the Degree
Programme in Electrical Engineering and partly defined by the student's
major. Common core studies aim at offering the students a common
ground in their studies and orienting them towards other degree modules,
which concentrate on more specialized professional skills. These studies
ensure that students will have the necessary skills to follow courses in
each major.
Major Studies
Biomedical Engineering
30 cr
50 cr
Electronics
50 cr
Electronics
30 cr
Smart Grids
50 cr
Smart Grids
30 cr
Wireless Communications
50 cr
Wireless Communications
30 cr
The degree includes major subject studies (minimum scope 50 credits) or
major subject studies (minimum scope 30 credits) and minor subject
studies (minimum scope 20 credits). The topic of the master’s thesis shall
be chosen from the field of the major subject.
Minor Studies
Students may select a subject study module from among the alternatives
offered in English. If the scope of a student's major subject is 50-60 credits,
a minor subject is not required.
Elective Studies
"Elective studies" is not a compulsory degree module as such but a label
for courses, for instance, which can't be included into any other degree
module, or prerequisite studies, the knowledge of which is required or
recommended to have before taking a more advanced course. Amount of
courses in "Elective studies" can also be zero as long as minimum of the
degree (120 cr.) is done.
Learning Outcomes
- After the completion of the thesis the student: knows how to define the
contents and scope of a relatively extensive technical document and
produce scientific text
- can search for information from different sources and apply it with due
criticism to the technical report
- knows how to structure available information
- is able to describe and compare technical phenomena, devices or
systems, design a technical device/system, or describe or design the
acquisition, testing and maintenance of a technical device/system
- can analyse the operation of technical devices/systems and their
suitability for various purposes, and explain the backgrounds of
conclusions made with regard to their design, acquisition and maintenance
Compulsory Courses
Total
30 cr
0 cr
30 cr
literary form. Master's Thesis is written at the final stage of studies. The
thesis must form a self-standing entity that can be understood by an expert
of the field without any supporting material. The thesis is conducted and
written independently, yet under the supervision of a professor from the
same discipline. The thesis-writing process includes a Master's Thesis
seminar, which supports the preparation of the thesis. Master's Thesis
seminar is competed as determined by the department of the major
subject. In connection with the thesis, the student must also write a
proficiency test, which is an essay written on a topic related to the thesis.
The test demonstrates the student's command of the thesis topic. Each
faculty issues detailed Master's thesis instructions.
INDUSTRIAL ENGINEERING AND
MANAGEMENT
Persons responsible of the degree programme: Miia Martinsuo
Faculty Secretary: Lea Rantatupa-Vähälä
Academic Officer: Minna Baggström
Learning Outcomes
- After completing the programme the students will be able to work as
professionals in global sales and sourcing networks.
- The students are competent with business development in international
business-to-business markets.
- The students have the ability to grow into professional and management
positions in their business field.
- The students learn analytical, holistic and conceptual thinking. They learn
to gather, classify, interpret and apply information systematically and
critically.
- The students are capable of solving problems in business development in
an innovative manner. They are able to apply the solutions in a goaloriented and responsible manner.
- The students are able to analyze and develop organizations coherently
(technology, business, human resources) with an academic approach.
- The students are able to interpret problems in industrial management,
and communicate them fluently in international working environment both
orally and in written form.
- The students understand the challenges in business development in
multicultural organizations. They learn communication and cooperation
skills required in multicultural working environment.
- The students learn to participate in societal debate related to industrial
management.
- After completing the programme the students have the competency for
continuous learning and scientific postgraduate studies.
The International MSc degree programme in Industrial Engineering and
Management focuses on business development and management of
customer-supplier relationships in global, technology-driven industries. In
the programme students with B. Sc. in engineering or technology will
achieve the skills and competencies needed for management and
business development of global sales and sourcing practices.
Structure
Learning Outcomes
- The module trains students to international business environment and
academic work. In this module the students learn to identify and explain
business concepts and terminology in practice.
- The students also learn business communication.
- Furthermore, an important part of the common core studies is that the
students learn academic, conceptual thinking and scientific research
methods.
Compulsory Courses
Please note that there are two implementations of TTA-11016 Basics of
Industrial Management. Choose the implementation for the degree
students.
KIE-10006 Finnish 1
3 cr
TRT-21016 Introduction to Graduate Studies
1 cr
TTA-11016 Basics of Industrial Management
4 cr
3 cr
TTA-15066 Business Management Cases
6 cr
TTA-15106 Literature Study in Business and Technology
3 cr
Total
20 cr
This study module is only for the international degree students in Industrial
Engineering and Management.
Major Studies
International Sales and Sourcing
30 cr
Minor Studies
Introduction to Management Studies
24 cr
The student can freely select courses which (s)he wants to study. Courses
from the departments of Industrial Management and Information
Management and Logistics; and the course on Business English are highly
recommended.
Learning Outcomes
- The programme culminates in a Master's Thesis, which is a large
independent scientific assignment. It is written independently by each
student. The students gain ability to understand the scientific and
professional concepts of the major. With the thesis the students
demonstrate that they know how to analyze big entities, use relevant
literature, gather appropriate empirical data, write research reports in a
creative manner, and deduce relevant conclusions. With the help of the
thesis, the students show their capability to understand the big picture. In
connection with the thesis, the students have to write a proficiency test,
which is an essay written on a topic related to the thesis. The proficiency
test demonstrates the students' command of the thesis topic.
Compulsory Courses
Total
30 cr
0 cr
30 cr
Possible complementary studies are specified for each student based on
the previous degree, if they are required. The maximum amount is 60 cr. If
complementary studies are required, the required courses are specified
case by case.
Additional Information Related to the Degree
The international degree students in Industrial Engineering and
Management will be provided with personal study plans which are based
on the students' backgrounds and previous studies. Students with
technical background will study the minor Introduction to Management
Studies. Students with previous studies in Industrial Management will
study a technical minor.
INFORM ATION TECHNOLOGY
Persons responsible of the degree programme: Jarmo Harju, Ioan
Tabus
Faculty Secretary: Sari Salo, Anna-Maria Syrjämäki
Academic Officer: Anna-Mari Viitala
Learning Outcomes
- After completing the degree the student: has advanced prerequisites for
research and development tasks in the major subject field, as well as basic
prerequisites for international tasks in his/her field of expertise
- has diverse, in-depth knowledge of the major subject and knows the
basics of his/her minor subjects' fields
- student is familiar with the basics of scientific information and methods
and knows how to apply them in relevant, concrete tasks
- student has prerequisites for scientific post-graduate training and
continuous professional development
- student has basic knowledge of scientific technical innovation processes
and entrepreneurship
- student has sufficient communication and co-operation skills required for
work, scientific activities and public social discussion, as well as facilities to
participate in public discussion on issues concerning his/her field of
expertise
- student is capable of working as an expert and developer in the field of
his/her major subject
Structure
Learning Outcomes
- After completing the study block the student: is able to apply the
language, communication and co-operation skills required for work,
scientific activities and public social discussion
- has an extensive prerequisite knowledge for pursuing subject studies in
the field of his/her major
Compulsory Courses
TST-01906 Master's Thesis Seminar
TST-41006 Introduction to Graduate Studies
Total
1 cr
1 cr
2 cr
Courses worth at least 10 credits of courses
KIE-08006 Intercultural Communication Skills
KIE-10006 Finnish 1
KIE-10100 Suomi 2
KIE-34606 International Negotiations
3 cr
3 cr
3 cr
3 cr
3 cr
3 cr
4 cr
3 cr
4 cr
4 cr
2
3
3
2
2
2
2
2
1
1
3 You must choose 1 course.
If your major is Signal Processing, SGN-11006 is compulsory and you
must include it in common core studies. If your major is User Experience,
TIE-41106 is compulsory and you must include it in common core studies.
Students, whose major is Communication Networks and Protocols or Data
Engineering can also include possible prerequisite courses demanded by
the major studies in this part of common core studies. The prerequisite
courses can be seen in the major study block.
SGN-11006 Basic Course in Signal Processing
5 cr
TIE-41106 User Interface Design
5 cr
Common core studies are partly common to all students in the Degree
Programme in Information Technology and partly defined by the student's
major. Common core studies aim at offering the students a common
ground in their studies and orienting them towards other degree modules,
which concentrate on more specialized professional skills. These studies
provide a broad view of information and ensure that students will have the
necessary skills to follow courses in each branch of information
technology.
Major Studies
Communication Systems and Networks
Communication Systems and Networks
Data Engineering
Pervasive Systems
Pervasive Systems
Signal Processing
User Experience
User Experience
50 cr
30 cr
30 cr
30 cr
50 cr
30 cr
30 cr
50 cr
The degree includes major subject studies (minimum scope 50 credits) or
major subject studies (minimum scope 30 credits) and minor subject
studies (minimum scope 20 credits). The topic of the master’s thesis shall
be chosen from the field of the major subject. In Signal Processing and
Data Engineering, the student may choose only the major subject studies
of 30 credits.
Minor Studies
Students may select a subject study module from among the alternatives
offered in English. If the scope of a student's major subject is 50-60 credits,
a minor subject is not required.
Elective Studies
"Elective studies" is not a compulsory degree module as such but a label
for courses, for instance, which can't be included into any other degree
module, or prerequisite studies, the knowledge of which is required or
recommended to have before taking a more advanced course. Amount of
courses in "Elective studies" can also be zero as long as minimum of the
degree (120 cr.) is done.
Learning Outcomes
- After the completion of the thesis the student : knows how to define the
contents and scope of a relatively extensive technical document and
produce scientific text
- can search for information from different sources and apply it with due
criticism to the technical report
- is able to describe and compare technical phenomena, devices or
systems, design a technical device/system, or describe or design the
acquisition, testing and maintenance of a technical device/system
- can analyse the operation of technical devices/systems and their
suitability for various purposes, and explain the backgrounds of
conclusions made with regard to their design, acquisition and maintenance
Compulsory Courses
Total
30 cr
0 cr
30 cr
literary form.
Master's Thesis is written at the final stage of studies. The thesis must
form a self-standing entity that can be understood by an expert of the field
without any supporting material. The thesis is conducted and written
independently, yet under the supervision of a professor from the same
discipline.
The thesis-writing process includes a Master's Thesis seminar, which
supports the preparation of the thesis. Master's Thesis seminar is
competed as determined by the department of the major subject. In
connection with the thesis, the student must also write a proficiency test,
which is an essay written on a topic related to the thesis. The test
demonstrates the student's command of the thesis topic. Each faculty
issues detailed Master's thesis instructions.
MATERIALS ENGINEERING
Persons responsible of the degree programme: Petri Vuoristo
Faculty Secretary: Leila Holmström, Kaisa Närvänen
Academic Coordinator: Outi Väisänen
Learning Outcomes
- Studies in the International Master's Degree Programme in Materials
Engineering, leading to the degree of Master of Science in Technology, will
provide students with:
- the competence to apply the knowledge acquired during advanced
- the competence to operate in different expert, development and
management positions in working life
- the competence to participate in societal debate pertaining to technology
- the competence to use English language, communication and
and societal debate in their field
- After achieving the previous mentioned learning outcomes, students will
meet the prerequisites for pursuing a PhD / Doctoral degree and
continuous learning
Structure
Learning Outcomes
- To gain an extensive prerequisite knowledge for pursuing subject studies
in the field of materials engineering.
- To gain adequate language, communication and cooperation skills and
readiness to cooperate in a multidisciplinary community.
Compulsory Courses
MOL-11216 Structure and Properties of Crystalline Materials
MOL-12216 Materials and Environment
MOL-12286 Master's Thesis Seminar
TTI-50006 Introduction to Graduate Studies
Total
3 cr
3 cr
6 cr
5 cr
1 cr
1 cr
19 cr
Complementary training in addition to compulsory training can be included
at most 3 cr.
Major Studies
Computational Materials Science
Materials Science
Materials Science, Advanced Studies
Materials Technology
Mechanics of Materials
Metallic and Ceramic Materials
Metallic and Ceramic Materials, Advanced Studies
Polymers and Biomaterials
Polymers and Biomaterials, Advanced Studies
30 cr
30 cr
20 cr
50 cr
30 cr
30 cr
20 cr
30 cr
20 cr
Minor Studies
Minor can be freely selected from the TUT modules offered in English.
A student can freely select the courses which (s)he wants to study. A
student doesn't have to include elective studies in to degree if the extent of
the degree meets the minimum requirement of 120 cr without them.
Learning Outcomes
- To demonstrate maturity required for a university degree.
- To demonstrate professional skills in the field of the student's major
subject.
- To carry out and document independently a study using scientific
methods.
- To gather systematically knowledge related to the chosen field of
specialty, combine different sets of data and analyse information.
- To know how to apply good scientific principles within thesis area.
Compulsory Courses
Total
30 cr
0 cr
30 cr
Completion and reporting of a large independent scientific assignment.
Student gains ability to understand the scientific and professional concepts
of the major.In connection with the thesis, the student has to write a
proficiency test, which is an essay on a topic related to the thesis.
SCIENCE AND ENGINEERING
Persons responsible of the degree programme: Jorma Keskinen
Faculty Secretary: Minna Uusitalo
Study Coordinator: Anna Pitkänen
Learning Outcomes
- In addition to general learning outcomes obtained in Bachelor of Science
in Technology, after completing the degree of Master of Science in
Technology the student:
- attains competence to follow the development of scientific engineering
field and to improve their expertise.
- attains competence to use their language, communication and
and societal debate.
- attains competence to operate in expert, development and managerial
positions in the area of science and engineering
- attains competence to apply the knowledge acquired during advanced
prerequisites for pursuing a postgraduate degree.
Structure
Learning Outcomes
- Students learn Finnish academic study methods and basics of Finnish
language.
Compulsory Courses
LTT-31006 Introduction to Graduate Studies
Total
1 cr
1 cr
Finnish courses may also be replaced with more advanced studies in
Finnish language.
Courses worth at least 3 credits must be selected.
KIE-10006 Finnish 1
3 cr
3 cr
Students are encouraged to include writing skills in their common core
studies.
3 cr
3 cr
Major Studies
Advanced Engineering Physics
Mathematics
Mathematics
Theoretical Computer Science
30 cr
30 cr
50 cr
30 cr
Minor Studies
Suggestions for minors: Advanced Engineering Physics: Mathematics;
Minor in Biomedical Engineering; Minor in Information Technology;
Nanotechnology Mathematics with applications: Communication Systems
and Networks; Information Technology for Health and Biology; Signal
Processing; Theoretical Computer Science Theoretical computer science:
Communication Networks and Programming; Computational Biology;
Information Technology; Mathematics (subject-related or advanced
studies); Pervasive Systems
The master's degree is extended to 120 credits with elective studies after
the requirements for the degree are met. The requirements for the degree
are: 1) common programme studies 2) major and minor, and 3) master's
thesis. No minor subject studies shall be required, if the major subject
studies count for at least 50 credits. The student can freely select courses
which he/she wants to study.
Learning Outcomes
- Students demonstrate the following abilities by completing a master’s
thesis: The ability to analyse, evaluate and use scientific publications.
- The ability to select appropriate research methods and, if necessary,
consider the need for cross-disciplinary research.
- The ability to independently apply their knowledge to answer the research
questions they want to investigate.
- The ability to apply the principles of academic integrity and research
ethics when conducting and reporting research.
- The ability to interpret research findings and understand experimental
uncertainties and where they come from.
- The ability to define and narrow down a research topic and write a
scientific report.
Compulsory Courses
Total
30 cr
0 cr
30 cr
the supervision of a professor or a doctorate in the field of the student's
major subject. It is suggested that before starting the Master's thesis
student has completed at least 20 credits from his/her major studies and
60 credits of his/her Master's degree. In addition, the student has to have
an approved PSP. In connection with the thesis, the students have to write
a proficiency test, which is an essay written on a topic related to the thesis.
The proficiency test demonstrates the students' command of the thesis
topic.
MAJOR STUDIES
ADVANCED ENGINEERING PHYSICS 30 CR
Person Responsible: Ilpo Vattulainen, Jyrki Mäkelä, Jorma Keskinen
Learning Outcomes
- After completing the study module the student: can analyze and assess
the contents of scientific publications in physics;
- is able to plan, develop, and execute high level research in physics and
can communicate it orally and in writing;
- is able to develop research methods in her/his own area;
- is able to choose appropriate methods to solve specific research
questions, taking into account cross-disciplinary approaches;
- is able to act as an expert in her/his discipline for the society at large.
Content
Compulsory Courses
FYS-1376 Statistical Physics
FYS-1556 Physics Seminar
FYS-1626 Solid-State Physics
FYS-1826 Master's Thesis Seminar on Physics
FYS-6306 Quantum Theory of Molecules and Nanostructures
Total
3 cr
1-2 cr
3 cr
1 cr
6 cr
14 cr
The module must contain courses of one focus area from the following five
focus areas: 1 Aerosol Physics, contact Professor Jyrki Mäkelä; 2
Computational Physics, contact Professor Jorma Keskinen 3) Optics;
contact Professor Martti Kauranen; 4) Photonics; contact Professor Mika
Valden (ORC); 5) Medical Physics; contact Professor Hannu Eskola (ELT).
ELT-64206
ELT-64256
ELT-64406
FYS-3106
FYS-3206
FYS-4096
FYS-4406
FYS-5106
FYS-5206
FYS-6106
FYS-6606
1
2
3
4
5
Magnetic Resonance and Ultrasound Imaging
Medical Ionizing Imaging Methods
Methods of Radiotherapy
Aerosol Physics
Aerosol Measurement Techniques
Computational Physics
Analytical Mechanics
Optics II
Optical Spectroscopy
Basic Semiconductor Technology
Photonics
4 cr
4 cr
4 cr
5 cr
5 cr
5 cr
5 cr
6 cr
5 cr
5 cr
5 cr
You must choose 2 courses, Aerosol Physics
You must choose 2 courses, Computational Physics
You must choose 2 courses, Optics
You must choose 2 courses, Photonics
You must choose 3 courses, Medical Physics
FYS-2106
FYS-2306
FYS-2406
FYS-3106
FYS-3206
FYS-4096
FYS-4406
FYS-5106
FYS-5206
FYS-5416
FYS-5426
FYS-5516
FYS-5526
FYS-5606
FYS-6106
FYS-6216
Introduction to Surface Science
6 cr
Electron Spectroscopy
5 cr
Nanostructures and Elementary Surface Processes 5 cr
Aerosol Physics
5 cr
5 cr
5 cr
5 cr
Optics II
6 cr
5 cr
Laser Physics I
4 cr
Laser Physics II
4 cr
Nonlinear Optics I
4 cr
Nonlinear Optics II
4 cr
Semiclassical Light-Matter Interaction
6 cr
5 cr
Semiconductor Physics I
4 cr
5
5
5
1
1
2
2
3
3
4
4
FYS-6226
FYS-6306
FYS-6406
FYS-6606
FYS-7106
FYS-7206
FYS-7306
Semiconductor Physics II
Quantum Theory of Molecules and Nanostructures
Advanced Compound Semiconductor Technology
Photonics
Introduction to Soft Matter Physics
Biological Physics
Molecular Modeling of Bio- and Nanosystems
3 cr
6 cr
5 cr
5 cr
3-5 cr
3-5 cr
5-8 cr
Content
Compulsory Courses
KEB-23006 Industrial Bioengineering and Biotechnology
KEB-23206 Biocatalysis and Enzymology
KEB-23306 Laboratory Course in Bioengineering
KEB-23756 Trends in Bioengineering
Total
KEB-14006 can be taken during two study years in a row.
BIOENGINEERING 30 CR
Person Responsible: Jukka Rintala, Matti Karp
Courses worth at least 5 credits of courses
Learning Outcomes
KEB-14006
KEB-23106
KEB-23736
KEB-24306
- The student achieves a good knowledge of different aspects of
biotechnology and bioengineering.
- The student understands the importance of biodiversity and is able to
exploit it in a sustainable way in genetic level as well as in broader
environmental application level.
- The student achieves the readiness to work as an expert in the fields of
research, development, teaching or leadership for the economic life or for
the public sector.
- The student has readiness to participate in the national and
international multidisciplinary discussions and cooperations in the fields of
biotechnology and bioengineering.
- The student is capable of undertaking post-graduate studies in
bioengineering.
Prerequisites
Bio- ja ympäristötekniikka
Advisable
27 cr
Research Seminar
Industrial Microbiology
Industrial and Molecular Biotechnology
Remediation of Contaminated Environment
2 cr
3 cr
8 cr
3 cr
2
1
1
2
1 You must choose 2 courses, Recommended to Biotechnology students
2 You must choose 2 courses, Recommended to Environmental and
Energy Technology students
KEB-23406 Metabolic Engineering
4 cr
KEB-23606 Biogas Technology for Material Flow Management and
Energy Production
4 cr
KEB-23786 Pilot Project in Biotechnology
5 cr
KEB-23796 Synthetic Biology: Design of a New Device
2 cr
KEB-26106 Special project in Bioengineering
2-8 cr
Corresponds to previous study modules Ympäristöbiotekniikka (B) and
Ympäristöbiotekniikka (Y).
- Or other corresponding studies
Further Opportunities
Industrial Biotechnology
4 cr
3 cr
5 cr
4 cr
16 cr
26 cr
BIOMEDICAL ENGINEERING 50 CR
Person Responsible: Hannu Eskola, Pasi Kallio, Jukka Lekkala, Jari
Hyttinen, Jari Viik
Learning Outcomes
- Students are able to work as members of multidisciplinary teams and to
apply advanced methodologies at the interface between engineering and
health sciences. Students are able to apply engineering expertise to the
design of devices, systems, algorithms, software, models, materials,
methods or processes in order to meet the desired functional and
regulatory requirements for the commercialization of medical products.
Students are able to design and carry out a research plan to test
hypotheses, to analyze and interpret the results in the context of the
research, and to report the results according to scientific principles.
Prerequisites
Minor in Biomedical Engineering
25 cr Mandatory 1
1. Alternative to the the subject-related module on Biomedical Engineering
can be the major in the field of BME of the BSc degree or other equivalent
studies.
Content
Compulsory Courses
ELT-61236 Biomedical Engineering: Research and Productization 3 cr
ELT-63306 Modelling of Physiological Systems
5 cr
Total
8 cr
ASE-3036
ASE-7116
ASE-7816
ELT-62306
ELT-63106
ELT-64206
ELT-64256
Microsensors
Project Study in Automation Science and Engineering
Biosensors
Research Project in Biomedical Engineering
Measurements of Physiological Systems
5 cr
2-8 cr 1
5 cr
5 cr 1
5 cr
4 cr
4 cr
1 You must choose 1 course, Only either one can be included into the
module.
ASE-3016
ASE-3036
ASE-3076
ASE-7816
ASE-7836
ELT-61306
ELT-61406
ELT-62356
ELT-62406
ELT-63106
ELT-63206
ELT-63256
ELT-64206
ELT-64256
ELT-64406
ELT-72106
ELT-74106
FYS-5206
FYS-5416
FYS-7106
FYS-7206
SGN-31006
SGN-41006
SGN-52606
SGN-53206
SGN-55006
Microactuators and Active Actuator Materials
5 cr
Microsensors
5 cr
Microfluidics
5 cr
Biosensors
5 cr
Optical Methods in Bioanalytics
4 cr
Basics of Medical Electronics
3 cr
Radiation Physics
3 cr
Product Development of Biomedical Devices
5 cr
Small Samples Data Analysis
3 cr
5 cr
Bioelectronics
4 cr
Bio-Optoelectronic Instrumentation
5 cr
4 cr
4 cr
4 cr
Cellular Interactions
5 cr
Tissue Engineering
3 cr
5 cr
Laser Physics I
4 cr
3-5 cr
Biological Physics
3-5 cr
Image and Video Processing Techniques
6 cr
Signal Interpretation Methods
4 cr
Processing of Biosignals
5 cr
Cell Culturing, Microscopy and Cell Image Analysis 3 cr
Introduction to Medical Image Processing
5 cr
BIOMEDICAL ENGINEERING 30 CR
Person Responsible: Hannu Eskola, Pasi Kallio, Jukka Lekkala, Jari
Hyttinen, Jari Viik
Learning Outcomes
- Students are able to work as members of multidisciplinary teams and to
apply advanced methodologies at the interface between engineering and
health sciences. Students are able to apply engineering expertise to the
design of devices, systems, algorithms, software, models, materials,
methods or processes in order to meet the desired functional and
regulatory requirements for the commercialization of medical products.
Students are able to design and carry out a research plan to test
hypotheses, to analyze and interpret the results in the context of the
research, and to report the results according to scientific principles.
Prerequisites
Minor in Biomedical Engineering
Mandatory 1
25 cr
1. Alternative to the the subject-related module on Biomedical Engineering
can be the major in the field of BME of the BSc degree or other equivalent
studies.
ASE-3016
ASE-3036
ASE-3076
ASE-7116
ASE-7816
ASE-7836
ELT-61406
ELT-62306
ELT-62356
ELT-62406
ELT-63106
ELT-63206
ELT-63256
ELT-64206
ELT-64256
ELT-64406
ELT-72106
5 cr
Microsensors
5 cr
Microfluidics
5 cr
Project Study in Automation Science and Engineering 2-8 cr 1
Biosensors
5 cr
4 cr
Radiation Physics
3 cr
5 cr
1
5 cr
Small Samples Data Analysis
3 cr
5 cr
Bioelectronics
4 cr
Bio-Optoelectronic Instrumentation
5 cr
4 cr
4 cr
4 cr
Cellular Interactions
5 cr
1 Only either one can be included into the module.
Content
Compulsory Courses
ELT-63306 Modelling of Physiological Systems
5 cr
Total
8 cr
COMMUNICATION SYSTEMS AND
NETWORKS 50 CR
Person Responsible: Mikko Valkama, Evgeny Kucheryavy, Markku
Renfors
Learning Outcomes
ASE-3036
ASE-7816
ELT-63106
ELT-64206
ELT-64256
Microsensors
Biosensors
5 cr
5 cr
5 cr
4 cr
4 cr
- The student attains capabilities to understand, analyze and apply the key
techniques of the chosen focus area as used in today's and future
communication systems, together with related design methodologies and
design tools. On top of this the student develops sufficient background for
doctoral studies in the field of communications engineering. For a chosen
focus area this includes: - advanced practical skills in the chosen focus
area; - good theoretical knowledge of various aspects of the chosen area; advanced knowledge of modern wireless systems and networks; advanced understanding of modern subjects and trends; - wireless/wired
network analysis and dimensioning; - open problems in the chosen area.
- Networking focus area: This area covers various aspects of wired and
wireless packet switched networks. The compulsory courses focus on
various aspects of local and wide area wireless and wired networks
providing an in-depth knowledge of concepts like TCP/IP protocols suite,
MAC-level algorithms and methods, networking paradigms (e.g. peer-topeer networking). Optional courses cover various advanced subject
including the network planning and dimensioning, traffic modeling,
performance analysis and simulation of wireless networks.
Research areas include development of concepts and technologies for the
future evolution of cellular systems (beyond LTE), internet of things,
nanonetworking. Special courses are tageted on covering this research
areas.
- Radio Systems and Networks focus area: This focus area develops skills
for theoretical understanding and practical optimization and planning of
wireless radio communication systems and networks, like 3GPP HSPA,
LTE, and LTE-Advanced as well as IEEE 802.11 type WiFi system, based
on deep understanding of radio communications, radio propagation and
system-level RF issues. It introduces the fundamental aspect of optimizing
the radio access system performance through the modulation, detection
and coding techniques and through the design of the radio network
topology and radio resource management functions. In-depth
understanding of waveform, modulation and coding related aspects is also
developed during the studies.
This advanced module can be studied either with 30cp or 50cp. In
the 50cp version, student can still deepen his understanding within the
selected focus area or then combine widescale understanding of the two
focus areas or also partially complement his/her backround knowledge in
the area of communications systems and networks.
Prerequisites
Tietoliikennetekniikan sivuaine
Advisable 1
Tietoliikennetekniikka
Advisable 1
25 cr
25 cr
1. Alternative recommended prerequisite modules. BSc-level prerequisite
courses may be included in this extended module.
Content
Compulsory Courses
ELT-41206 Basic Course on Wireless Communications
ELT-41306 Communication Theory
ELT-51106 Computer Networking I
ELT-53306 Wireless Networking
Total
5 cr
5-7 cr
4-6 cr
3-5 cr
17 cr
In addition to the Compulsory Courses, you must select one focus area
and follow the corresponding requirements when selecting the Optional
Compulsory Courses and Complementary Courses.
ELT-43006
ELT-43106
ELT-43506
ELT-45206
ELT-51006
ELT-53006
ELT-53106
ELT-53206
ELT-53606
Digital Transmission
Multicarrier and Multiantenna Techniques
Communication Systems Laboratory Course
Radio Network Planning
Networking Laboratory I
Networking Laboratory II
Computer Networking II
Peer-to-Peer Networks
Network Analysis and Dimensioning I
7 cr
5 cr
5-9 cr
6-9 cr
4-5 cr
3-5 cr
4-6 cr
3-5 cr
4-7 cr
2
2
2
2
1
1
1
1
1
1 You must choose 5 courses, for Networking focus area (all marked
courses should be taken)
2 You must choose 3 courses, for Radio Systems and Networks focus
area. Choose ELT-43106, ELT-43506 and either/both of ELT-43006 and
ELT-45206.
Also unused alternative courses from Compulsory and Optional course
lists may be included. Notes on Networking focus area: - ELT-53656:
provides specialists knowledge in networking and is recommended for
those aiming at post-doc studies; - ELT-53506: development of sceintific
presentation, spoken, and discussion skills in English; covers modern
topics in networking presented by peers; - ELT: 53406: covers a selected
"hot" topics in networking.
ELT-43206
ELT-43306
ELT-44006
ELT-45006
ELT-45106
ELT-45306
ELT-46006
ELT-46106
ELT-47606
ELT-53406
ELT-53506
ELT-53656
SGN-21006
TIE-31106
TIE-52106
Spread Spectrum Techniques
Advanced Course in Digital Transmission
Receiver Architectures and Signal Processing
Radio Propagation in Wireless Networks
RF Equipment for Wireless Networks
Advanced Course on Wireless Communications
Introduction to Satellite Positioning
Satellite Navigation Receivers
Radio Frequency Identification Technology
Special Course on Networking
Seminars Course on Networking
Network Analysis and Dimensioning II
Advanced Signal Processing
Cryptography Engineering
Wireless Sensor Networks and Applications
5-7 cr
5-7 cr
5-7 cr
3 cr
3 cr
5 cr
5 cr
5 cr
5 cr
3-6 cr
3-6 cr
4-7 cr
5 cr
5 cr
5 cr
2
2
2
2
2
1
1
1
1 You must choose at least 7 credits from the marked ones for the
Networking focus area
2 You must choose at least 8 credits from the marked ones for Radio
Systems and Networks focus area
COMMUNICATION SYSTEMS AND
NETWORKS 30 CR
Person Responsible: Mikko Valkama, Evgeny Kucheryavy, Markku
Renfors
Learning Outcomes
- The student attains capabilities to understand, analyze and apply the key
techniques of the chosen focus area as used in today's and future
communication systems, together with related design methodologies and
design tools. On top of this the student develops sufficient background for
doctoral studies in the field of communications engineering. For a chosen
focus area this includes: - advanced practical skills in the chosen focus
area; - good theoretical knowledge of various aspects of the chosen area; advanced knowledge of modern wireless systems and networks; advanced understanding of modern subjects and trends; - wireless/wired
network analysis and dimensioning; - open problems in the chosen area.
- Networking focus area: This area covers various aspects of wired and
wireless packet switched networks. The compulsory courses focus on
various aspects of local and wide area wireless and wired networks
providing an in-depth knowledge of concepts like TCP/IP protocols suite,
MAC-level algorithms and methods, networking paradigms (e.g. peer-topeer networking). Optional courses cover various advanced subject
including the network planning and dimensioning, traffic modeling,
performance analysis and simulation of wireless networks. Research areas
development of concepts and technologies for the future evolution of
cellular systems (beyond LTE), internet of things, nanonetworking. Special
courses are tageted on covering this research areas.
- Radio Systems and Networks focus area: This focus area develops skills
for theoretical understanding and practical optimization and planning of
wireless radio communication systems and networks, like 3GPP HSPA,
LTE, and LTE-Advanced as well as IEEE 802.11 type WiFi system, based
on deep understanding of radio communications, radio propagation and
system-level RF issues. It introduces the fundamental aspect of optimizing
the radio access system performance through the modulation, detection
and coding techniques and through the design of the radio network
topology and radio resource management functions. In-depth
understanding of waveform, modulation and coding related aspects is also
developed during the studies.
- This advanced module can be studied either with 30cp or 50cp. In the
50cp version, student can still deepen his understanding within the
selected focus area or then combine widescale understanding of the two
focus areas.
Prerequisites
Mandatory 1
Mandatory 1
25 cr
25 cr
1. Alternative mandatory modules. ELT-41306 Communication Theory
and ELT-41206 Basic Course on Wireless Communications are mandatory
prerequisite courses for Radio Systems and Networks focus area. ELT41206 Basic Course on Wireless Communications and ELT-51106
Computer Networking I are recommended prerequisite courses for
Networking focus area.
Content
Compulsory Courses
ELT-53306 Wireless Networking is mandatory for all.
Total
3-5 cr
3 cr
In addition to the Compulsory course, you must select one focus area and
follow the corresponding requirements when selecting the Optional
Compulsory Courses and Complementary Courses.
ELT-43006
ELT-43506
ELT-45206
ELT-51006
ELT-53106
7 cr
5-9 cr
6-9 cr
4-5 cr
4-6 cr
2
2
2
1
1
ELT-43106
ELT-43206
ELT-43306
ELT-44006
ELT-45006
ELT-45106
ELT-45306
ELT-46006
ELT-46106
ELT-47606
ELT-53006
ELT-53206
ELT-53406
ELT-53506
ELT-53606
ELT-53656
TIE-31106
TIE-52106
Networking Laboratory II
5 cr
5-7 cr
5-7 cr
5-7 cr
3 cr
3 cr
5 cr
5 cr
5 cr
5 cr
3-5 cr
3-5 cr
3-6 cr
3-6 cr
4-7 cr
4-7 cr
5 cr
5 cr
2
2
2
2
2
1
1
1
1
1
1
1 Networking focus area: You must choose at least 14 credits from this set.
2 Radio Systems and Networks focus area: You must choose at least 12
credits from this set.
COMPU TATIONAL MATERIALS SCIENCE 30
CR
1 You must choose 2 courses, Networking focus area
Person Responsible: Juha Nykänen, Mikko Hokka, Veli-Tapani
Kuokkala
2 You must choose 2 courses, Radio Systems and Networks focus area:
choose ELT-43506 and either/both of ELT-43006 and ELT-45206.
Learning Outcomes
Also unused alternative courses from Compulsory and Optional course
lists may be included.
- The students completing this module will have good basic knowledge on
simulation sciences, especially those relevant to materials science and
engineering. Depending on the selection of the complementary courses,
students can choose to be more specialized in materials science or in
structural engineering. This module will prepare the student for both basic
academic career in material science and material physics as well as for
applied mechanical engineering.
Prerequisites
Materials Science
Mandatory 1
Mandatory 1
Mandatory 1
30 cr
30 cr
Learning Outcomes
- Students in data engineering will have: - good understanding on data
engineering and data science - the ability to analyse big data - ability to
design data mining applications. - knowledge of relevant computer
systems and programming techniques
Prerequisites
1 One of the mandatory modules must be completed.
The students should pay attention to the prerequisite requirements of the
courses they select to their Data Engineering module. For example, the
basic signal processing, programming or pattern recognition courses are
prerequisites to some of the courses in the module. (Advisable)
Content
Content
30 cr
Compulsory Courses
YHTDE-10126 Numerical Methods for Partial Differential Equations 8 cr
YHTDE-10136 From Molecular to Continuum Physics I
6 cr
Total
14 cr
MOL-92236 Special Treatise on Materials Science
YHTDE-10156 From Molecular to Continuum Physics II
YHTDE-10166 Nonlinear Structural Mechanics
YHTDE-10176 Finite Element Technology
YHTDE-10186 Plasticity and Fracture Mechanics
3-8 cr
5 cr
5 cr
6 cr
6 cr
This module consists of studies performed at RWTH Aachen during one
academic year. There are no classes at TUT. To apply for these studies
you need to apply for exchange student scholarship and explain in the
application what module you are planning to study. Ask for more
information from the persons responsible for the module.
DATA ENGINEERING 30 CR
Person Responsible: Timo Aaltonen, Alpo Värri, Juho Kanniainen, Ari
Visa, Serkan Kiranyaz, Ireneusz Defee
Compulsory Courses
SGN-42006 Machine Learning
SGN-43006 Knowledge Mining and Big Data
TIE-22306 Data-intensive Programming
Total
5 cr
5 cr
3 cr
13 cr
SGN-41006
SGN-81006
TIE-13106
TIE-20100
TIE-20106
TIE-23406
TST-01606
Signal Processing Innovation Project
Project Work on Pervasive Systems
Tietorakenteet ja algoritmit
Data Structures and Algorithms
Distributed Systems
Demola Project Work
4 cr
5-8 cr
5-10 cr
5 cr
5 cr
5 cr
5-10 cr
3
1
1
2
2
3
1
1 You must choose 1 course, Choose one of the project courses
2 You must choose 1 course, Choose one of the courses
3 You must choose 1 course, Choose at least one of the courses
The students should acquire knowledge and skills to work with databases
either by taking the 1-2 database courses offered or by self-studying them.
ASE-7516
ASE-7716
MAT-64500
MAT-65000
MAT-82106
SGN-31006
SGN-41006
SGN-53007
SGN-54006
SGN-83006
TIE-22100
TIE-22200
TIE-23406
TLO-11016
TLO-35256
TTA-32010
TTA-35020
TTA-45010
TTA-72030
Dynamic Planning with Incomplete Information
Predictive and Fuzzy Control
Datan analyysimenetelmät mallinnuksessa
Tilastolliset mallit
Semantic Modeling
Image and Video Processing Techniques
Computational Diagnostics
Introduction to Neuroinformatics
External Network Course in Signal Processing
Johdatus tietokantoihin
Tietokantojen suunnittelu
Distributed Systems
Management Information Systems
Data and Information Management
Johdon laskentatoimi
Laskentatoimi johtamisen tukena
Yritysrahoitus ja rahoitusmarkkinat
Toiminnanohjaus
5 cr
5 cr
4 cr
4 cr
4 cr
6 cr
4 cr
5 cr
5 cr
1-8 cr
4 cr
6 cr
5 cr
4 cr
4 cr
5 cr
4 cr
5 cr
4 cr
ELECTRONICS 50 CR
Person Responsible:
Sydänheimo
Donald
Lupo,
Leena
Korpinen,
Lauri
Learning Outcomes
1
1 This course offers a possibility to the student to include an external
MOOC course to this module if the course topic is relevant to data
engineering and it has been discussed in advance with the teacher.
Data engineering concerns gathering, analysing and management of huge
data sets available in the networked world from the Web, sensors, social
media. Data engineering includes thus: text, web, media mining, temporal,
spatial, scientific, statistical, financial and biological databases. Data
engineering involves also management by metadata and XML,
heterogeneous, and distributed databases and data warehouses and
systems including security and integrity control.
- After completing advanced studies in Electronics student has achieved
good knowledge of electronics device design and product development. In
electronics design it is important to take into account not only the device
design but also electronics development, new electronics materials and
manufacturing and radio frequency electronics. The student can thus
choose Electronics Device Design, New Electronics Materials and
Manufacturing or RF Engineering as his/her focus area. It is also possible
to combine the focus areas.
- After completing advanced studies in the focus area of Electronics Device
Design the student can logically analyse and design electronic circuits and
explain their operation. The student is also able to act as an expert in
electronic device design projects.
- After completing advanced studies in the focus area of New Electronics
Materials and Manufacturing the student can compare and analyse
electronics materials and devices, processes, and circuits for current
electronics and the electronics of the future. In addition, the student will
understand how to evaluate the reliability of electronic components and
devices.
- After completing advanced studies in the focus area of RF Engineering
the student can analyse, design, and test basic building blocks of radio
frequency systems. These building blocks are active and passive
components, circuits and structures operating at high frequencies, e.g.
transistors, amplifiers, and antennas.
Prerequisites
Elektroniikka
Mandatory 1
25 cr
1. Subject-related studies in Electronics or equivalent knowledge is
required as a prerequisite.
Content
If the student does his/her Master's thesis in Electronics, the course TST01906 Master's Thesis Seminar with the Electronics implementation round
is compulsory.
ELT-22100
ELT-22106
ELT-22126
ELT-23050
ELT-62356
Elektroniikan tuotesuunnittelun työkurssi
Laboratory of Electronics Device Design
Electronics Design
Sulautettujen järjestelmien tuotteistaminen
6-8 cr
6-8 cr
7 cr
5 cr
5 cr
1
1
2
2
2
1 You must choose 1 course, ELT-22100 and ELT-22106 are equivalent
courses. The student chooses one of these courses.
Advanced Studies in Electronics can be focused on Electronics Device
Design, New Electronics Materials and Manufacturing or RF Engineering.
More information regarding course selections of these focus areas can be
found from the document Electronics_2015-2016_FocusAreas.pdf
DEE-13200
DEE-54000
ELT-22110
ELT-22130
ELT-22206
ELT-22216
ELT-22226
ELT-22236
ELT-22246
ELT-22256
ELT-23100
Sähkömateriaalioppi
Sähkömagneettisten järjestelmien lämmönsiirto
EMC-suunnittelu
Sovelletun elektroniikan erityiskysymyksiä
Electronics Reliability
Electronics Materials
Advanced Electronics Production Technologies
Electronics Miniaturisation
Semiconductor Device Physics
Fundamentals of Organic Electronics
Verkotetut sulautetut järjestelmät
5 cr
5 cr
5 cr
5-6 cr
5 cr
5 cr
4 cr
5 cr
5 cr
6 cr
5 cr
ELT-23150 Sulautetut käyttöliittymät
5 cr
ELT-23200 Näyttöjärjestelmät
5 cr
ELT-41727 Practical RF Electronics: First Principles Applied 5 cr
ELT-41746 Antenna Basics
2 cr
ELT-45006 Radio Propagation in Wireless Networks
3 cr
ELT-45106 RF Equipment for Wireless Networks
3 cr
ELT-47206 Basics of RF Engineering
5 cr
ELT-47226 Basic RF Measurements
4 cr
ELT-47246 Passive RF Circuits
5 cr
ELT-47266 Active RF Circuits
5 cr
ELT-47286 RF Project
10-11 cr
ELT-47426 Transmission Lines and Waveguides
5 cr
ELT-47446 Antennas
8 cr
ELT-47466 Antenna Project
4-6 cr
ELT-47606 Radio Frequency Identification Technology
5 cr
ELT-47626 Wireless Solutions in Intelligent Environments
5-15 cr
ELT-47646 Special Topics in RFID Applications
5-15 cr
ELT-48006 Integrated Circuits CAD
6 cr
ELT-48106 RF Integrated Circuits Architectures
9 cr
ELT-48156 RF Integrated Circuits Design
9 cr
ELT-48206 Battery and Power Management RFIC
6 cr
ELT-61226 Biomedical Engineering: Biomaterials
3 cr
ELT-62100 Viranomaisvaatimukset lääkinnällisten laitteiden suunnittelulle
ja valmistukselle
3 cr
ELT-81000 WWW-kurssi: Sähkö, elektroniikka ja ympäristö
2 cr
ELT-82050 Tekniikan kehitykseen liittyvät terveyskysymykset 5 cr
ELT-82200 Tekniikan kehitys eettisenä kysymyksenä
5 cr
FYS-6106 Basic Semiconductor Technology
5 cr
MOL-11230 Materiaalitieteen tutkimusmenetelmät
5 cr
TST-01606 Demola Project Work
5-10 cr
If the study module is carried out with 50 cr, the Minor subject is not
required. Lecturer Katja Laine can also be contacted regarding questions
and enquiries of the study module.
Content
ELECTRONICS 30 CR
Person Responsible:
Sydänheimo
Donald
Lupo,
Leena
Korpinen,
Lauri
Learning Outcomes
- After completing advanced studies in Electronics student has achieved
good knowledge of electronics device design and product development. In
electronics design it is important to take into account not only the device
design but also electronics development, new electronics materials and
manufacturing and radio frequency electronics. The student can thus
choose Electronics Device Design, New Electronics Materials and
Manufacturing or RF Engineering as his/her focus area. It is also possible
to combine the focus areas.
- After completing advanced studies in the focus area of Electronics Device
Design the student can logically analyse and design electronic circuits and
explain their operation. The student is also able to act as an expert in
electronic device design projects.
- After completing advanced studies in the focus area of New Electronics
Materials and Manufacturing the student can compare and analyse
electronics materials and devices, processes, and circuits for current
electronics and the electronics of the future. In addition, the student will
understand how to evaluate the reliability of electronic components and
devices.
- After completing advanced studies in the focus area of RF Engineering
the student can analyse, design, and test basic building blocks of radio
frequency systems. These building blocks are active and passive
components, circuits and structures operating at high frequencies, e.g.
transistors, amplifiers, and antennas.
Prerequisites
Elektroniikka
Mandatory 1
25 cr
1. Subject-related studies in Electronics or equivalent knowledge is
required as a prerequisite.
If the student does his/her Master's thesis in Electronics, the course TST01906 Master's Thesis Seminar with the Electronics implementation round
is compulsory.
ELT-22100
ELT-22106
ELT-22126
ELT-23050
ELT-62356
Elektroniikan tuotesuunnittelun työkurssi
Laboratory of Electronics Device Design
Electronics Design
6-8 cr
6-8 cr
7 cr
5 cr
5 cr
1
1
2
2
2
1 You must choose 1 course. ELT-22100 and ELT-22106 are equivalent
courses. The student chooses one of these courses.
Advanced Studies in Electronics can be focused on Electronics Device
Design, New Electronics Materials and Manufacturing or RF Engineering.
More information regarding course selections of these focus areas can be
found from the document Electronics_2015-2016_FocusAreas.pdf.
DEE-13200
DEE-54000
ELT-22110
ELT-22130
ELT-22206
ELT-22216
ELT-22226
ELT-22236
ELT-22246
ELT-22256
ELT-23100
Sähkömateriaalioppi
Sähkömagneettisten järjestelmien lämmönsiirto
EMC-suunnittelu
Sovelletun elektroniikan erityiskysymyksiä
Electronics Reliability
Electronics Materials
Advanced Electronics Production Technologies
Electronics Miniaturisation
Semiconductor Device Physics
Fundamentals of Organic Electronics
Verkotetut sulautetut järjestelmät
5 cr
5 cr
5 cr
5-6 cr
5 cr
5 cr
4 cr
5 cr
5 cr
6 cr
5 cr
ELT-23150
ELT-23200
ELT-41727
ELT-41746
ELT-45006
ELT-45106
ELT-47206
ELT-47226
ELT-47246
ELT-47266
ELT-47286
ELT-47426
ELT-47446
ELT-47466
ELT-47606
ELT-47626
ELT-47646
ELT-48006
ELT-48106
ELT-48156
ELT-48206
ELT-61226
ELT-61236
Sulautetut käyttöliittymät
5 cr
Näyttöjärjestelmät
5 cr
Practical RF Electronics: First Principles Applied 5 cr
Antenna Basics
2 cr
3 cr
3 cr
Basics of RF Engineering
5 cr
Basic RF Measurements
4 cr
Passive RF Circuits
5 cr
Active RF Circuits
5 cr
RF Project
10-11 cr
Transmission Lines and Waveguides
5 cr
Antennas
8 cr
Antenna Project
4-6 cr
5 cr
Wireless Solutions in Intelligent Environments 5-15 cr
Special Topics in RFID Applications
5-15 cr
Integrated Circuits CAD
6 cr
RF Integrated Circuits Architectures
9 cr
RF Integrated Circuits Design
9 cr
Battery and Power Management RFIC
6 cr
Biomedical Engineering: Biomaterials
3 cr
Biomedical Engineering: Research and Productization
3 cr
ja valmistukselle
3 cr
ELT-81000 WWW-kurssi: Sähkö, elektroniikka ja ympäristö 2 cr
ELT-82050 Tekniikan kehitykseen liittyvät terveyskysymykset 5 cr
ELT-82200 Tekniikan kehitys eettisenä kysymyksenä
5 cr
FYS-6106 Basic Semiconductor Technology
5 cr
MOL-11230 Materiaalitieteen tutkimusmenetelmät
5 cr
5-10 cr
Lecturer Katja Laine can also be contacted regarding questions and
enquiries of the study module.
FACTORY AUTOMATION AND INDUSTRIAL
INFORM ATICS 30 CR
Person Responsible: Jose Martinez Lastra, Andrei Lobov
Learning Outcomes
- The graduated with major in Factory Automation and Industrial
Informatics is capable to apply "system thinking" to: design, develop and
integrate factory automation and information systems.
- The graduate is able to identify, model, program, control, optimize,
validate, verify, orchestrate, choreograph and architect factory automation
systems. Furthermore, s/he has acquired skills for integrating factory
automation systems with building and energy automation systems in order
to provide a holistic solution.
- S/he is able to identify and apply standards and technologies to vertically
and horizontally integrate industrial system components considering
mechanical, electrical and information interfaces.
- The graduate has developed skills for selecting and applying knowledge
languages and associated standards to model systems and in order to
achieve automated reasoning at runtime.
- S/he has acquired knowledge in the field of industrial informatics in order
to develop and manage large software-intensive automation systems.
Prerequisites
Factory Automation
Advisable 1
Hydrauliikka ja automatiikka
Advisable 1
24
cr
25
cr
Systeemitekniikka
Advisable 1
29
cr
1. Mandatory: student must have studied one of the major blocks of BSc
in Automation Engineering.
Content
Compulsory Courses
If MEI-21506 Systems Engineering in Factory Automation is done as a part
of BSc studies, MEI-23106 is replaced with MEI-24306 or MEI-24406.
MEI-23106
MEI-24026
MEI-24036
MEI-24046
MEI-24206
Total
Introduction to Industrial Informatics
Robot Modelling, Control and Programming
Discrete Automation Systems
Distributed Automation Systems Design
Factory Communication Systems
5 cr
4 cr
4 cr
5 cr
6 cr
24 cr
1 These courses are mandatory for Extended Major in Factory Automation
and Industrial Informatics.
The module provides Fundamental, Professional, and Technological Skills
in the multidisciplinary process of Designing, Developing, Deploying and
Monitoring of Software-Intensive Automation Systems in Factories, with
special attention to the Automatic Gathering, Processing, and Integration
of Information from Sensors and Actuators to Enterprise Information
Systems. The studies are targeting graduates who will work for any of the
Automation Value Chain Stakeholders, including: providers of Run-Time
packages, Devices and Automation Suppliers, Machine Builders, System
Integrators, and End-users. The studies in addition to provide the student
with knowledge on the latest emerging and disruptive technologies within
the field, also present the latest societal challenges affecting the field such
as the aging of the population, the need for energy efficient Factories, and
the integration of Factories in the Future Smart Cities. Contact person for
the study module is professor Jose L. Martinez Lastra.
MEI-24306 Advanced Course in Factory Communication Systems 6 cr
MEI-24406 Factory Information Systems
6 cr
FLUID POWER 30 CR
The courses listed here are the ones for Extended Major in Factory
Automation and Industrial Informatics. The Extension of Major should be in
total 30 cr. Twenty credit units are compulsory courses, while 10 cr should
be received as optional compulsory courses that have to be selected from
the non-basic courses from departments of TTI or TST faculties (courses
starting with MEI, MOL, IHA, ASE, DEE, SGN, ELT or TIE.)
Learning Outcomes
Person Responsible: Erno Keskinen, Kalevi Huhtala
- After completed the study module student is able to design, model and
simulate fluid power systems.
- After completed the study module student is able to do master’s thesis.
- After completed the study module student has deepen knowledge of the
fluid power and the control possibilities of it.
Please select at least 30 credits of courses.
MEI-25006 Demo Factory
MEI-25016 Special Assignment in Factory Automation
MEI-25106 Special Assignment in Industrial Informatics
6 cr
7 cr
7 cr
1
1
1
- After completed the study module student is able to apply knowledge to
stationary and mobile hydraulic components and systems and to
electrohydraulic components and systems.
- After completed the study module student has ability to start postgraduate studies.
- After completed the study module student is familiar with different
applications where fluid power is used.
Prerequisites
Hydrauliikka ja automatiikka
Mandatory
25 cr
Content
Compulsory Courses
IHA-2306 Mobilehydraulics
5 cr
IHA-2576 Digital Hydraulics
5 cr
IHA-2706 Modelling and Real Time Simulation in Machine Automation
5 cr
IHA-2807 Project Work in Fluid Power Automation
5-7 cr
Total
20 cr
IHA-1701
IHA-2240
IHA-2350
IHA-2377
IHA-2506
IHA-2580
Hydrauliikan ja koneautomaation mittaukset ja analysointi
5 cr
Teholähteet
3 cr
Hydrauliset konemekanismit
5 cr
Simulation of Machine Systems
5 cr
Electrohydraulic Servo Systems
5 cr
Digitaalihydrauliikan jatkokurssi
6 cr
Fluid power study module gives the advanced knowledge of fluid power
and gives readiness to design, model and simulate these systems. The
studies introduce student to digital hydraulics, off-road vehicle hydraulics
and hydraulic servo systems.
INTELLIGENT MICROSYSTEMS 50 CR
Person Responsible: Pasi Kallio, Jukka Lekkala
Learning Outcomes
- The aim of the major in Intelligent Microsystems is to provide students
with a competitive advantage in their careers by providing them knowledge
on a field of new technology (microsystems) together with algorithmic
know-how (machine intelligence). The goal is that students can provide
added value in their future careers by being able to design intelligent
systems which utilize microsystem technologies. After completing the
study module, a student
- is able to design, model, simulate, test and apply microsensors,
microactuators and microfluidic structures and understands their physical
principles and the specifications of corresponding commercial products,
- is familiar with the concept of scaling effect and understands the
consequences in different microtechnology domains,
- is familiar with the basic principles of microfabrication, understands the
potential and limitations of the different methods and can design simple
fabrication processes,
- is familiar with the characterization methods of microscale components
and is able to use basic devices,
- is able to combine know-how on measurement data analysis methods or
modern control methods with know-how on microsystems,
- is able to write technical reports and scientific publications and give
technical presentations in English,
- is able to start doctoral studies in microsystems or an R&D career in
industry.
Prerequisites
Systeemitekniikka
Mandatory 1
1. Not mandatory for international students
29 cr
ASE-2316 Introduction to Microsystem Technology; if the course does not
belong to prerequisite studies of the student, the course must be included
in the study module. (Mandatory)
ASE-7716
ASE-7816
ASE-7836
MEI-56606
Predictive and Fuzzy Control
Biosensors
Machine Vision
5 cr
5 cr
4 cr
5 cr
2
2
2
Content
Compulsory Courses
ASE-7010 Master's Thesis Seminar in Automation
Engineering is linked up with this study module
ASE-3016
ASE-3036
ASE-3056
ASE-3076
ASE-7116
Total
Science
and
5 cr
Microsensors
5 cr
Design of Microsensors
5 cr
Microfluidics
5 cr
Project Study in Automation Science and Engineering 2-8 cr 1
22 cr
1 Project study must be oriented to microsystem technology
5 cr
1
ASE-5036
ASE-5056
ASE-6030
ASE-7410
ASE-7516
2 Only two of the courses ASE-7816, ASE-7836 and MEI-56606 can be
included into the study module
INTERNATIONAL SALES AND SOURCING
30 CR
Person Responsible: Miia Martinsuo
Learning Outcomes
1 If ASE-2316 Introduction to Microsystem Technology belongs to
prerequisites, it cannot be included into the study module.
ASE-2116
ASE-2410
ASE-2510
ASE-2610
ASE-5016
1 Only one of the courses ASE-2410, ASE-2510 and ASE-2610 can be
Systems and Control
5 cr
Johdatus prosessien hallintaan
5 cr
Johdatus systeemien analysointiin
5 cr
Johdatus automaation tietotekniikkaan
5 cr
Advanced Methods of Data-driven Modelling and Analysis
5 cr
Optimal Estimation and Prediction Based on Models 7 cr
Optimal and Robust Control with Matlab
8 cr
Automaation reaaliaikajärjestelmät
5 cr
Kuvaan perustuvat mittaukset
5 cr
Dynamic Planning with Incomplete Information
5 cr
- After completing the study block the students are able to apply global
sales and sourcing strategies, concepts and management tools.
- The students learn how to apply various management concepts in
business development, operation management and in business to
business practices.
- The students learn how to operate especially in technical sales and
sourcing practices in global business environment.
1
1
1
Content
Compulsory Courses
TLO-25466 Logistics Strategies and Outsourcing
3 cr
TTA-15076 Managing Operative Sales and Sourcing in Global B2B
Markets
4 cr
TTA-15086 Managerial Finance for Sales and Sourcing
4 cr
TTA-15166 Business Model Development in Technical Systems 4 cr
TTA-15186 Business Development in Sales and Sourcing
5 cr
Total
20 cr
TLO-11016
TLO-35236
TLO-35246
TLO-35256
TRT-25006
TTA-15156
TTA-55016
TTA-65026
TTA-65066
TTA-75036
TTA-75056
Management Information Systems
4 cr
Information Security Management
4 cr
Software Business
4 cr
Data and Information Management
4 cr
Demola Project Work
5 cr
Changing Subject Course of Industrial Management 2-6 cr
Management of Innovation
4 cr
Technology Strategy
4 cr
Strategic Thinking
5 cr
Management of Project Business
4 cr
Industrial Service Systems
4 cr
This study module is one of the Major options for the Finnish degree
students in Industrial Engineering and Management; and this is the Major
for the international degree students in Industrial Engineering and
Management. The Major is conducted entirely in English.
Mathematics is mainly mathematics needed in modelling algorithmics, data
communication, and symbolical calculation. Applications of the old areas of
number theory, logic and algebra will be included, too. The focus area
aims at a comprehensive overview. By proper choice of courses any one
of these areas may be emphasized. Mathematical and Semantic
Modelling, together with various computational methods (e.g. simulation,
optimization and visualization) has a central role in the investigation of
many fields of science, and also in high-tech product development. The
goal of modelling is to build a sufficiently detailed mathematical model, the
solution of which then usually requires heavy numerical computation.
Studies in this focus area provide the student with a broad mathematical
know-how for modelling incoming multi-discipline phenomena, and
developing advanced solution methods.
Prerequisites
Matematiikka
Mandatory
25 cr
- Or a corresponding prerequisite module of sufficient mathematical
content.
Content
MATHEMATICS 50 CR
Person Responsible: Seppo Pohjolainen, Martti Lehto
Learning Outcomes
- The extended advanced study module in Mathematics is intended to give
the student an exceptionally solid knowledge of the foundations of
mathematics for research, post-graduate studies and other further training,
and especially applications in industry and elsewhere. The studies
therefore should be focused on at least two of the main three areas:
Analysis, Discrete Mathematics, and Mathematical and Semantic
Modelling. Studies in the Analysis focus area mainly deal with functional
analysis and its applications, and measure and integration theory. This
area lends itself nicely to mathematics itself and the more theoretical
engineering sciences. The main topics then are measure and integration,
functional analysis and its applications, and geometric algebra. Discrete
Each of the three focus areas has its own compulsory course and a
recommended set of choices for the complementary courses which are
listed in a separate table. For the extended study module the compulsory
courses of at least two of the focus areas should be chosen.
MAT-60206
MAT-61006
MAT-62756
MAT-63506
Mathematical Analysis
Introduction to Functional Analysis
Graph Theory
Scientific Computing
5 cr
7 cr
7 cr
5 cr
1
1
1
1
1 You must choose 2 courses, Graph Theory is compulsory for the
Discrete Mathematics focus area; Mathematical Analysis and Introduction
to Functional Analysis for the Analysis focus area; and Scientific
Computation is compulsory for the Mathematical and Semantic Modelling
focus area.
The complementary courses should be chosen mainly according to the
recommendation of the department. Choice of some courses may have an
extra proviso. All these are given in a separate document as an attachment
in the POP study-guide description of the module. Including other courses
and courses of other universities is possible with prior permission.
MAT-60206
MAT-60250
MAT-60350
MAT-60406
MAT-60456
MAT-60506
MAT-60556
MAT-61006
MAT-61256
MAT-61506
MAT-61756
MAT-62006
MAT-62256
MAT-62506
MAT-62756
MAT-63506
MAT-63806
MAT-63856
MAT-64000
MAT-64250
MAT-64500
MAT-64750
MAT-65000
MAT-65250
MAT-67500
MAT-67506
MAT-67756
5 cr
Matemaattisen mallinnuksen peruskurssi
5 cr
9
Tilastolliset monimuuttujamenetelmät
5 cr
4
Stochastic Processes
5 cr
4
Optimization Methods
5 cr
6
Vector Fields
5 cr
4
Mathematical Logic
5 cr
7
7 cr
Geometric Analysis
7 cr
3
Dynamical Systems and Chaos
7 cr
4
Measure and Integration
7 cr
3
Inverse Problems
7 cr
4
Advanced Functional Analysis
7 cr
3
Linear Systems
5-7 cr
4
Graph Theory
7 cr
9
5 cr
5
Introduction to data mining: The B-course and GUHA-method
4 cr
8
Advanced Applied Logics
4 cr
8
Jatkuvat mallit
4 cr
9
Satunnaisuus mallintamisessa
4 cr
9
4 cr
9
Mallinnus ja optimointi
4 cr
9
4 cr
9
Osittaisdifferentiaaliyhtälöt mallinnuksessa
4 cr
9
Matematiikan projektityö
2-10 cr 6
Mathematics Project Work
2-10 cr 6
Post-Graduate Seminar in Mathematics
2-10 cr 6
MAT-68256
MAT-71506
MAT-72006
MAT-72306
MAT-72606
MAT-73006
MAT-74006
MAT-75006
MAT-82106
MAT-82200
MAT-82306
Mathematics Literature
Program Verification
Advanced Algorithms and Data Structures
Randomized Algorithms
Approximation Algorithms
Concurrency Theory
Artificial Intelligence
Semantic Modeling
Kvalitatiiviset tutkimusmenetelmät
Scientific Visualization
0-10 cr 6
5 cr 10
7 cr 11
4 cr 11
4 cr 11
7 cr 12
7 cr 10
7 cr 11
4 cr
8
5 cr
9
4 cr
8
3 Recommended for the Analysis focus area.
4 Recommended for the Analysis focus area and for the Mathematical and
Semantic Modelling focus area.
5 Recommended for the Analysis focus area and for the Discrete
Mathematics focus area.
6 Recommended for the Analysis focus area, for the Discrete Mathematics
focus area and for the Mathematical and Semantic Modelling focus area.
7 Recommended for the Discrete Mathematics focus area.
8 Recommended for the Discrete Mathematics focus area and for the
Mathematical and Semantic Modelling focus area.
9 Recommended for the Mathematical and Semantic Modelling focus area.
10 Recommended for the Discrete Mathematics focus area, at most one
course per each 25 cr.
Mathematical and Semantic Modelling focus area, at most one course per
each 25 cr.
Recommended for the Mathematical and Semantic Modelling focus area,
at most one course per each 25 cr.
The student is recommended to have major or minor in Mathematics in
their BSc or corresponding amount of mathematics. (Advisable)
Content
Each of the three focus areas has its own compulsory course and a
recommended set of choices for the complementary courses which are
listed in a separate table. The focus areas are Analysis (A), Discrete
Mathematics (DM) and Mathematical and Semantic Modelling (MM).
MATHEMATICS 30 CR
Learning Outcomes
- The advanced study module in Mathematics is intended to give the
student a solid knowledge of the foundations of mathematics for research,
post-graduate studies and other further training, and especially
applications in industry and elsewhere. The studies may be focused on
one of the main three areas: Analysis, Discrete Mathematics, and
Mathematical and Semantic Modelling. Studies in the Analysis focus area
mainly deal with functional analysis and its applications, and measure and
integration theory. This area lends itself nicely to mathematics itself and
the more theoretical engineering sciences. The main topics then are
measure and integration, functional analysis and its applications, and
geometric algebra. Discrete Mathematics is mainly mathematics needed in
modelling algorithmics, data communication, and symbolical calculation.
Applications of the old areas of number theory, logic and algebra will be
included, too. The focus area aims at a comprehensive overview. By
proper choice of courses any one of these areas may be emphasized.
Mathematical and Semantic Modelling, together with various computational
methods (e.g. simulation, optimization and visualization) has a central role
in the investigation of many fields of science, and also in high-tech product
development. The goal of modelling is to build a sufficiently detailed
mathematical model, the solution of which then usually requires heavy
numerical computation. Studies in this focus area provide the student with
a broad mathematical know-how for modelling incoming multidisciplinary
phenomena, and developing advanced solution methods
Prerequisites
Matematiikka
Advisable
25 cr
MAT-60206
MAT-61006
MAT-62756
MAT-63506
Graph Theory
5 cr
7 cr
7 cr
5 cr
1
1
1
1
1 You must choose 1 course, Graph Theory is compulsory for the
Discrete Mathematics (DM) focus area; Mathematical Analysis and
Introduction to Functional Analysis for the Analysis (A) focus area; and
Scientific Computation is compulsory for the Mathematical and Semantic
Modelling focus area (MM).
The complementary courses should be chosen mainly according to the
recommendation of the department. Choice of some courses may have an
extra proviso. All these are given in a separate document as an attachment
in the POP study-guide description of the module. Including other courses
and courses of other universities is possible with prior permission.
MAT-60206
MAT-60250
MAT-60350
MAT-60406
MAT-60456
MAT-60506
MAT-60556
MAT-61006
Matemaattisen mallinnuksen peruskurssi
Tilastolliset monimuuttujamenetelmät
Stochastic Processes
Optimization Methods
Vector Fields
Mathematical Logic
5 cr
5 cr
5 cr
5 cr
5 cr
5 cr
5 cr
7 cr
8
3
3
5
3
6
MAT-61256
MAT-61506
MAT-61756
MAT-62006
MAT-62256
MAT-62506
MAT-62756
MAT-63506
MAT-63806
MAT-63856
MAT-64000
MAT-64250
MAT-64500
MAT-64750
MAT-65000
MAT-65250
MAT-67500
MAT-67506
MAT-67756
MAT-68256
MAT-71506
MAT-72006
MAT-72306
MAT-72606
MAT-73006
MAT-74006
MAT-75006
MAT-82106
MAT-82200
MAT-82306
Geometric Analysis
7 cr
Dynamical Systems and Chaos
7 cr
3
Measure and Integration
7 cr
Inverse Problems
7 cr
3
Advanced Functional Analysis
7 cr
Linear Systems
5-7 cr
3
Graph Theory
7 cr
8
5 cr
4
Introduction to data mining: The B-course and GUHA-method
4 cr
7
Advanced Applied Logics
4 cr
7
Jatkuvat mallit
4 cr
8
Satunnaisuus mallintamisessa
4 cr
8
4 cr
8
Mallinnus ja optimointi
4 cr
8
4 cr
8
Osittaisdifferentiaaliyhtälöt mallinnuksessa
4 cr
8
Matematiikan projektityö
2-10 cr
Mathematics Project Work
2-10 cr 5
Post-Graduate Seminar in Mathematics
2-10 cr 5
Mathematics Literature
0-10 cr 5
5 cr
9
Advanced Algorithms and Data Structures
7 cr 10
4 cr 10
4 cr 10
7 cr
Concurrency Theory
7 cr
9
7 cr 10
Semantic Modeling
4 cr
7
Kvalitatiiviset tutkimusmenetelmät
5 cr
8
Scientific Visualization
4 cr
7
5 Recommended for the Analysis focus area and for the Discrete
Mathematics focus area.
6 Recommended for the Analysis focus area, for the Discrete
Mathematics focus area and for the Mathematical and Semantic Modelling
focus area.
Mathematical and Semantic Modelling focus area.
9 Recommended for the Mathematical and Semantic Modelling focus
area.
10 Recommended for the Discrete Mathematics focus area, at most one
course per each 25 cr.
Mathematical and Semantic Modelling focus area, at most one course per
each 25 cr.
Recommended for the Mathematical and Semantic Modelling focus area,
at most one course per each 25 cr.
MATERIALS SCIENCE 30 CR
Person Responsible: Minnamari Vippola, Veli-Tapani Kuokkala
Learning Outcomes
- After completing this module the student knows how to analyze and to
evaluate results obtained with the research methods and techniques most
commonly used in materials research.
3 Recommended for the Analysis focus area.
4 Recommended for the Analysis focus area and for the Mathematical
and Semantic Modelling focus area.
- S/he can design and perform high level materials research and present
the results and conclusions both verbally and in writing.
- S/he can select the most suitable research methods for various problems
and recognizes also the needs for possible interdisciplinary research.
1 You must choose 15 credits, Materials
2 You must choose 14 credits, Physics
- S/he can work as an expert in materials research, and can work with the
scientific and societal problems in materials science.
Primary responsible person: Veli-Tapani Kuokkala
Prerequisites
Materiaalitekniikan sivuaine, TTI
Mandatory 1
Materiaalitekniikan sivuaine, yleinen
Mandatory 1
Materiaalitekniikka
Mandatory 1
24 cr
MATERIALS SCIENCE, ADVANC ED
STUDIES 20 CR
24 cr
Person Responsible: Minnamari Vippola, Veli-Tapani Kuokkala
26 cr
Learning Outcomes
- After completing the module the student can
1. One of three
- Analyze and evaluate the results obtained with the research methods in
materials science
Materials Science, Advanced Studies
30 cr
20 cr
30 cr
- Design, develop, and implement materials characterization and
communicate verbally and in writing about materials science and materials
characterization
Content
Compulsory Courses
MOL-32216 Thermal Analysis of Materials
MOL-32226 Electron Microscopy
MOL-33236 X-ray Diffraction
Total
FYS-1620 Kiinteän olomuodon fysiikka
FYS-2106 Introduction to Surface Science
FYS-2306 Electron Spectroscopy
MOL-32246 Introduction to NDT Techniques
MOL-32256 Wear of Materials
MOL-32266 Failure Analysis
MOL-33286 Transmission Electron Microscopy
- Choose the right characterization methods for the research problem.
5 cr
5 cr
5 cr
15 cr
Prerequisites
Materials Science 30 cr Mandatory
Content
3 cr
6 cr
5 cr
3 cr
6 cr
5 cr
5 cr
3-8 cr
2
2
2
1
1
1
1
1
FYS-1350
FYS-2406
FYS-6106
MOL-22216
Nanofysiikka
3 cr
Nanostructures and Elementary Surface Processes 5 cr
5 cr
Phase Transformations and Heat Treatments of Metals
5 cr
MOL-33296 Plastic Deformation and Fatigue of Metals
6 cr
MOL-42060
MOL-42096
MOL-52226
MOL-53236
MOL-62324
MOL-92236
Polymeerien reologia
Degradation of Polymers
Functional Materials
Corrosion and its Prevention
Tekstiilien tutkimusmenetelmät
Special Treatise on Materials Science
5 cr
5 cr
5 cr
6 cr
5 cr
3-8 cr
Prerequisites
Mandatory 1
Mandatory 1
Materiaalitekniikka
Mandatory 1
24 cr
24 cr
26 cr
Primary responsible person: Veli-Tapani Kuokkala
1. One of three
Content
MATERIALS TECHNOLOGY 50 CR
Person Responsible: Jurkka Kuusipalo, Petri Vuoristo
Learning Outcomes
- The students completing this major will know the processing and
manufacturing methods of a broad range of materials.
- The student will understand the effects of process parameters to the
micro and macroscopic structures, technical properties, functionality, and
durability in various different applications.
- The students will obtain a good overall knowledge of the material group
that s/he chooses.
- The materials include biomaterials, ceramics, composites, fiber, medical
materials, metals, paper and packaging, coatings, and polymers and
elastomers.
- The student can analyze and evaluate material properties, and to choose
the right material solutions for each application.
- The students will be able to apply the newly acquired knowledge in
materials research and development, education, and industrial product
development tasks.
Compulsory Courses
MOL-12226 Materials Processing 1
Total
5 cr
5 cr
10 cr
MOL-12206 Materials for Energy Technologies
5 cr
4
MOL-22216 Phase Transformations and Heat Treatments of Metals
5 cr
3
MOL-22226 Joining Methods for Metals
5 cr
3
MOL-22246 Construction Design of Cast Components. Sand Moulds
5 cr
3
6 cr
1
MOL-42027 Polymer Composites
5 cr
5
MOL-42037 Elastomeric Materials
5 cr
5
MOL-42060 Polymeerien reologia
5 cr
5
MOL-42076 Processing of Plastics 1
6 cr
5
6 cr
5
MOL-52016 Processing of Ceramics
5 cr
4
MOL-52206 Engineering Ceramics
5 cr
4
MOL-52226 Functional Materials
5 cr
4
MOL-53236 Corrosion and its Prevention
6 cr
1
MOL-53246 Coatings and Surface Treatments
6 cr
1
MOL-53257 Thin Film Technologies
4 cr
1
MOL-62316 Fibre Materials
5 cr
2
MOL-62324 Tekstiilien tutkimusmenetelmät
5 cr
2
MOL-62336
MOL-62346
MOL-62356
MOL-62366
MOL-72216
MOL-72226
MOL-72236
MOL-81016
MOL-82036
MOL-82056
MOL-82076
MOL-82096
Clothing Physiology
Processing of Textiles and Garments
Technical Fibres and Textiles
Intelligent Textiles and Smart Garments
Paper and Board Making
Coating and Lamination Technology
Packaging Processes
Introduction to Tribology
Advanced Tribology
Dimensioning of Machine Elements
Machinery Monitoring
Machinery Diagnostics
3 cr
6 cr
6 cr
5 cr
3 cr
6 cr
6 cr
3 cr
5 cr
5 cr
5 cr
5 cr
2
2
2
2
6
6
6
7
7
7
7
7
1 You must choose 21 credits, Surface Engineering
Polymeerikemia
Polymeerikemian työt
Materiaalien mekaniikka
Koneensuunnittelu ja CAD-mallinnuksen perusteet
Johdanto tuotantotekniikkaan
5 cr
5 cr
4 cr
5 cr
5 cr
Primary responsible person: Petri Vuoristo
MECHANICS OF MATERIALS 30 CR
Kuokkala
Learning Outcomes
- The students completing this module will have strong knowledge in
materials engineering. After completing the module, students will have a
deep understanding of plastic and elastic behavior of materials, and their
numerical and constitutive modeling. The students can work in several
industrial and academic positions requiring understanding of mechanical
engineering and engineering of materials.
2 You must choose 21 credits, Fibre and Textile Engineering
3 You must choose 14 credits, Metals Technology
4 You must choose 20 credits, Ceramics Technology
5 You must choose 17 credits, Polymer Technology
6 You must choose 15 credits, Paper Converting and Packaging
Technology
7 You must choose 18 credits, Tribology and Machine Elements
The module is completed to full size of 50 credit points from suitable
courses offered by the Department of Materials Science and the courses
listed as complementary. The students are adviced to ask the professors
for help with the selecting suitable courses.
ELT-73206 Biodegradable Polymers
KEB-63100
KEB-63150
MEI-30610
MEI-40500
MEI-50400
5 cr
6 cr
6 cr
Prerequisites
Materials Science
Mandatory 1
Mandatory 1
Mandatory 1
30 cr
30 cr
30 cr
1. One of the modules must be completed.
Content
Compulsory Courses
YHTES-10016 Mechanical Behaviour of Materials III
YHTES-10026 Mechanical Behaviour of Materials IV
YHTES-10036 Numerical Simulation
Total
6 cr
6 cr
6 cr
18 cr
Materiaalitekniikka
Mandatory 1
YHTES-10056 Recycling of Materials
YHTES-10066 Composite Materials
YHTES-10076 Properties of Materials II
YHTES-10086 Research Credits
1. One of three.
3-8 cr
6 cr
6 cr
6 cr
1-10 cr
26 cr
Metallic and Ceramic Materials, Advanced Studies
30 cr
30 cr
20 cr
This module consists of studies performed at the Universidad Politécnica
de Madrid (UPM) during one academic year. There are no classes at TUT.
To apply for these studies you need to apply for exchange student
scholarship and explain in the application what module you are planning to
study. Ask for more information from the persons responsible for the
module.
METALLIC AND CERAMIC MATERIALS 30
CR
Person Responsible: Pasi Peura, Erkki Levänen
Learning Outcomes
- After completing this module the student is able to apply thermodynamics
and kinetics in controlling the microstructures of metals and ceramics.
- S/he knows the microstructures and the properties of metals and
ceramics, and is able to estimate the suitability of different metallic and
ceramic material in technical applications.
- The student will be able to work as an expert in research and
development of metallic and ceramic materials.
Content
Compulsory Courses
5 cr
MOL-22216 Phase Transformations and Heat Treatments of Metals
5 cr
MOL-52206 Engineering Ceramics
5 cr
Total
15 cr
MOL-22226 Joining Methods for Metals
5 cr
MOL-22246 Construction Design of Cast Components. Sand Moulds
5 cr
6 cr
MOL-52016 Processing of Ceramics
5 cr
MOL-52226 Functional Materials
5 cr
MOL-81016 Introduction to Tribology
3 cr
1 You must choose 10 credits, Focusing more on metals
2 You must choose 10 credits, Focusing more on ceramics
Prerequisites
Mandatory 1
Mandatory 1
Primary responsible person: Pasi Peura
24 cr
24 cr
1
1
1
2
2
1
METALLIC AND CERAMIC MATERIALS,
ADVANCED STUDIES 20 CR
Person Responsible: Pasi Peura, Erkki Levänen
MICROSYSTEMS 30 CR
Learning Outcomes
Learning Outcomes
- After completing this module the student is able to apply thermodynamics
and kinetics in controlling the microstructures of metals and ceramics.
- S/he knows the microstructures and the properties of metals and
ceramics, and is able to estimate the suitability of different metallic and
ceramic material in technical applications.
- The student will be able to work as an expert in research and
development of metallic and ceramic materials.
- The aim of the major in Microsystems is to provide students with a
competitive advantage in their careers by introducing them into this rapidly
growing field. The goal is that students will be able to recognize the new
opportunities provided by microsystems and understand the current limits
such that they can bring added value with this new technology in their
future careers for example in product development. After completing the
study module, a student
- is able to design, model, simulate, test and apply microsensors,
microactuators and microfluidic structures and understands their physical
principles and the specifications of corresponding commercial products,
Prerequisites
Metallic and Ceramic Materials 30 cr Mandatory
Content
- is familiar with the concept of scaling effect and understands the
consequences in different microtechnology domains,
ELT-73106
MOL-12206
MOL-22256
MOL-32226
MOL-32246
MOL-32266
MOL-33236
MOL-33286
MOL-33296
MOL-53236
MOL-53246
MOL-53257
MOL-82036
MOL-82096
MOL-92000
MOL-92236
- is familiar with the basic principles of microfabrication, understands the
potential and limitations of the different methods and can design simple
fabrication processes,
Bioceramics and their Clinical Applications
Materials for Energy Technologies
Design of Die Castings
Electron Microscopy
Introduction to NDT Techniques
Failure Analysis
X-ray Diffraction
Transmission Electron Microscopy
Plastic Deformation and Fatigue of Metals
Corrosion and its Prevention
Coatings and Surface Treatments
Thin Film Technologies
Advanced Tribology
Machinery Diagnostics
Metallien historia
Special Treatise on Materials Science
Primary responsible person: Pasi Peura
4 cr
5 cr
6 cr
5 cr
3 cr
5 cr
5 cr
5 cr
6 cr
6 cr
6 cr
4 cr
5 cr
5 cr
3 cr
3-8 cr
- is familiar with the characterization methods of microscale components
and is able to use basic devices,
- is able to write technical reports and scientific publications and give
technical presentations in English,
- is able to start doctoral studies in microsystems or an R&D career in
industry.
Prerequisites
Systeemitekniikka
Mandatory 1
1. Not mandatory for international students
29 cr
ASE-2316 Introduction to Microsystem Technology; if the course does not
belong to prerequisite studies of the student, the course must be included
in the study module. ( Mandatory )
such that they can bring added value with this new technology in their
future careers for example in product development.
Content
PERVASIVE SYSTEMS 50 CR
Compulsory Courses
ASE-7010 Master's Thesis Seminar in Automation
Engineering is linked up with this study module
ASE-3016
ASE-3036
ASE-3056
ASE-3076
Total
Microsensors
Design of Microsensors
Microfluidics
Science
and
Learning Outcomes
- The student can specialise the studies in software or computer systems,
or sensor-based context awareness.
5 cr
5 cr
5 cr
5 cr
20 cr
If ASE-2316 Introduction to Microsystem Technology belongs to
prerequisites, it cannot be included into the study module
ASE-2316
Introduction to Microsystem Technology
5 cr
ASE-2410
ASE-2510
ASE-2610
ASE-7816
ASE-7836
MEI-56606
Johdatus prosessien hallintaan
Johdatus systeemien analysointiin
Johdatus automaation tietotekniikkaan
Biosensors
Machine Vision
Person Responsible: Hannu-Matti Järvinen, Jarmo Takala
5 cr
5 cr
5 cr
5 cr
4 cr
5 cr
1
1
1
1 Only one of the courses ASE-2410, ASE-2510 and ASE-2610 can be
The aim of the major in Microsystems is to provide students with a
competitive advantage in their careers by introducing them into this rapidly
increasing field. The goal is that students will be able to recognise the new
opportunities provided by microsystems and understand the current limits
- Students in software specialisation will have - a good understanding of
software engineering - the ability to design and implement software
systems - ability to manage and improve software development processes
- the ability to understand, design, and implement concurrent, parallel, and
distributed systems.
- Students in computer systems will have: - the ability to designing digital
systems, including application-specific circuits, processors, embedded
systems, and systems-on-chip - understanding on the functionality of
digital and computer systems - ability to design new equipment using
modern methods and design tools - the ability to understand, design, and
implement concurrent, parallel, and distributed systems.
- Students in sensor-based engineering will have: - good understanding on
MEMS sensor measurements and error sources - the ability to use sensor
data to improve positioning and navigation accuracy - ability to design
context aware features for laction-based services
Prerequisites
Ohjelmistotekniikka
Advisable 1
Tietokonetekniikka
Advisable 1
Tietotekniikan suuntaavat opinnot
Mandatory
- Equivalent knowledge required for international students.
25 cr
25 cr
18 cr
1. Either Software Systems or Computer Engineer or equivalent
knowledge is recommended.
Content
Compulsory Courses
TST-01906 Master's Thesis Seminar is required for students majoring in
pervasive systems, if the seminar is not included in common studies.
TIE-20106 Data Structures and Algorithms
Total
5 cr
5 cr
ASE-3036
TIE-13106
TIE-21106
TIE-23406
TIE-50406
TIE-50506
TIE-52206
TST-01606
Microsensors
Project Work On Pervasive Systems
Software Engineering Methodology
Distributed Systems
DSP Implementations
System Design
Inertial Sensors and their Applications
Demola Project Work
5 cr
5-10 cr
6 cr
5 cr
5 cr
5 cr
5 cr
5-10 cr
3
4
1
1
2
2
3
4
1 You must choose 2 courses, Sotfware engineering specialisation
2 You must choose 2 courses, Computer systems specialisation
ELT-51106
ELT-53106
ELT-53206
ELT-53306
SGN-11006
SGN-12006
TIE-11206
TIE-11306
TIE-11406
TIE-12106
TIE-20306
TIE-21204
TIE-21300
TIE-22200
TIE-23100
TIE-23306
TIE-23500
TIE-23600
TIE-30200
TIE-40106
TIE-40206
TIE-41406
TIE-51256
TIE-52106
TST-01606
Computer Networking I
4-6 cr
4-6 cr
3-5 cr
Wireless Networking
3-5 cr
Basic Course in Signal Processing
5 cr
Basic Course in Image and Video Processing
5 cr
Special Topics on Pervasive Computing
1-5 cr
Course on Varying Topics of Pervasive Computing 3-6 cr
Seminar on Pervasive Computing
3 cr
Scientific Papers and Presentation
6 cr
Principles of Programming Languages
5 cr
Ohjelmistojen testaus
6 cr
Ohjelmistoarkkitehtuurit
6 cr
6 cr
Käyttöjärjestelmät
4 cr
Real-time Systems
4 cr
Web-ohjelmointi
5 cr
Palvelupohjaiset järjestelmät
5 cr
Tietoturva-arki
4 cr
Psychology of Pervasive Computing
5 cr
Cross-Cultural Design
3 cr
Human-Centered Design Project
5 cr
Computer Architecture
5 cr
5 cr
Demola Project Work
5-10 cr
3 You must choose 2 courses, Senson-based context awareness
specialisation
PERVASIVE SYSTEMS 30 CR
4 You must choose 1 course, Courses are mutually exclusive
Person Responsible: Hannu-Matti Järvinen, Jarmo Takala
ELT-41206
ELT-44606
ELT-46006
ELT-51006
Basic Course on Wireless Communications
Digital Circuits and Platforms
5 cr
5 cr
5 cr
4-5 cr
Learning Outcomes
- The student can specialise the studies in software or computer systems,
or sensor-based context awareness.
- Students in software specialisation will have - a good understanding of
software engineering - the ability to design and implement software
systems - ability to manage and improve software development processes
- the ability to understand, design, and implement concurrent, parallel, and
distributed systems.
- Students in computer systems will have: - the ability to designing digital
systems, including application-specific circuits, processors, embedded
systems, and systems-on-chip - understanding on the functionality of
digital and computer systems - ability to design new equipment using
modern methods and design tools - the ability to understand, design, and
implement concurrent, parallel, and distributed systems.
ASE-3036
TIE-21106
TIE-23406
TIE-50406
TIE-50506
TIE-52206
Microsensors
Distributed Systems
DSP Implementations
System Design
5 cr
6 cr
5 cr
5 cr
5 cr
5 cr
3
1
1
2
2
3
1 You must choose 2 courses, Software engineering specialisation
2 You must choose 2 courses, Computer engineering specialisation
- Students in sensor-based context awareness will have: - good
understanding on MEMS sensor measurements and error sources - the
ability to use sensor data to improve positioning and navigation accuracy ability to design context aware features for location-based services
Prerequisites
Ohjelmistotekniikka
Advisable 1
Tietokonetekniikka
Advisable 1
Tietotekniikan suuntaavat opinnot
Mandatory
-
25 cr
25 cr
18 cr
Equivalent knowledge required for international students.
1. Either Software Systems or Computer Engineer or equivalent
knowledge is recommended.
Content
Compulsory Courses
TST-09106 Master's Thesis Seminar is required for students majoring in
pervasive systems, if the seminar is not included in common studies.
Total
5 cr
5 cr
3 You must choose 2 courses, Sensor-based context awareness
specialisation
ELT-46006
ELT-51006
ELT-51106
ELT-53206
ELT-53306
SGN-11006
SGN-12006
TIE-11206
TIE-11306
TIE-11406
TIE-12106
TIE-13106
TIE-20306
TIE-21204
TIE-21300
TIE-22200
TIE-23100
TIE-23306
TIE-23500
TIE-23600
5 cr
4-5 cr
Computer Networking I
4-6 cr
3-5 cr
Wireless Networking
3-5 cr
5 cr
5 cr
1-5 cr
3 cr
Scientific Papers and Presentation
6 cr
5-10 cr
5 cr
Ohjelmistojen testaus
6 cr
Ohjelmistoarkkitehtuurit
6 cr
6 cr
Käyttöjärjestelmät
4 cr
Real-time Systems
4 cr
Web-ohjelmointi
5 cr
Palvelupohjaiset järjestelmät
5 cr
TIE-30200
TIE-30400
TIE-30500
TIE-30600
TIE-40106
TIE-40206
TIE-41206
TIE-50206
TIE-51256
TIE-52106
TIE-52206
TST-01606
Tietoturva-arki
Verkon tietoturva
Identiteetin ja pääsynhallinta
Turvallinen ohjelmointi
Psychology of Pervasive Computing
Cross-Cultural Design
Human-Centered Product Development
Logic Synthesis
Computer Architecture
Demola Project Work
4 cr
5 cr
4 cr
3 cr
5 cr
3 cr
5 cr
5 cr
5 cr
5 cr
5 cr
5-10 cr
POLYME RS AND BIOMATERIALS 30 CR
Person Responsible: Jyrki Vuorinen, Minna Kellomäki
Learning Outcomes
- The student completing this module will obtain a good overall knowledge
on a wide variety of polymers and biomaterials.
- S/he can evaluate the behavior of these materials based on the structure
and relaxation of the material, as well as evaluate the interaction of these
materials with their environment.
- S/he will be able to work as an expert in the field of polymers and
biomaterials.
- The students can also apply the acquired knowledge in product
development and process control considering also the economic and
sustainability aspects.
Prerequisites
Mandatory 1
Mandatory 1
24 cr
24 cr
Materiaalitekniikka
Mandatory 1
26 cr
1. One of three.
Polymers and Biomaterials, Advanced Studies
30 cr
30 cr
20 cr
Content
Compulsory Courses
MOL-32216 Thermal Analysis of Materials
MOL-42016 Plastics
MOL-42027 Polymer Composites
Total
5 cr
5 cr
5 cr
5 cr
20 cr
ELT-61236 Biomedical Engineering: Research and Productization
3 cr
2
ja valmistukselle
3 cr
2
ELT-62356 Product Development of Biomedical Devices
5 cr
2
5 cr
2
ELT-73256 Biodegradable Polymers Laboratory Course
5 cr
2
MOL-42037 Elastomeric Materials
5 cr
1
MOL-42060 Polymeerien reologia
5 cr
1
6 cr
1
6 cr
1
MOL-42096 Degradation of Polymers
5 cr
1
MOL-62356 Technical Fibres and Textiles
6 cr
1
MOL-62366 Intelligent Textiles and Smart Garments
5 cr
1
MOL-72246 Packaging Materials
6 cr
3
MOL-72256 Package Development
4 cr
3
3-8 cr
1
1 You must choose 10 credits, Polymers
2 You must choose 10 credits, Medical Biomaterials
3 You must choose 10 credits, Packaging Materials
Primary responsible person: Jyrki Vuorinen
POLYMERS AND BIOMATERIALS,
ADVANCED STUDIES 20 CR
Person Responsible: Jyrki Vuorinen, Minna Kellomäki
Learning Outcomes
- The student completing this module will obtain a good overall knowledge
on a wide variety of polymers and biomaterials.
- S/he can evaluate the behavior of these materials based on the structure
and relaxation of the material, as well as evaluate the interaction of these
materials with their environment.
- S/he will be able to work as an expert in the field of polymers and
biomaterials.
- The students can also apply the acquired knowledge in product
development and process control considering also the economic and
sustainability aspects.
Prerequisites
Mandatory
30 cr
Content
MOL-42060, MOL-42096, KEB-63100 and KEB-63150 for all alternativies.
MOL-42076 for alternativies polymers and packaging materials.
ELT-61100
ELT-61150
ELT-61156
ELT-61216
ELT-62306
ELT-70100
ELT-73106
ELT-73306
KEB-63100
KEB-63150
MEI-30610
MOL-42060
MOL-42076
MOL-42096
MOL-53246
MOL-53257
MOL-72216
Ihmisen fysiologia
Ihmisen fysikaaliset ominaisuudet
Physics of the Human Body
Biomedical Engineering: Signals and Systems
Kudosteknologian perusteet
Drug Delivery Devices
Polymeerikemia
Polymeerikemian työt
Materiaalien mekaniikka
Polymeerien reologia
Processing of Plastics 1
Degradation of Polymers
Coatings and Surface Treatments
Thin Film Technologies
Paper and Board Making
4 cr
4 cr
4 cr
3 cr
5 cr
3 cr
4 cr
4 cr
5 cr
5 cr
4 cr
5 cr
6 cr
5 cr
6 cr
4 cr
3 cr
1 You must choose 20 credits, Polymers
2 You must choose 20 credits, Medical Biomaterials
3 You must choose 20 credits, Packaging Materials
MOL-92010 Puun materiaalioppi
MOL-92020 Materiaaliopin erityistyö
Primary responsible person: Jyrki Vuorinen
SIGNAL PROCESSING 30 CR
Person Responsible: Ioan Tabus
3 cr
3-8 cr
3-8 cr
2
2
2
2
2
2
2
2
1
1
1
1
1
3
3
3
Learning Outcomes
- After having passed this module the student knows the concepts of signal
processing so well that he can explain them, he can develop signal
processing methods further and he can innovate products based on signal
processing.
- The student can analyze measurement signals so that he can determine
the characteristics of a digital filter to reach the wanted goal.
- The student knows the methods of image and video processing deeply.
- The student can design signal interpretation systems.
- The student can follow the literature of the field and apply signal
processing methods found from the literature and adapt it to the task at
hand.
Prerequisites
Signaalinkäsittely
Mandatory
25 cr
- As the international students have not passed the B.Sc. level study
module of signal processing in TUT, they should have passed similar
courses in their B.Sc. studies or be prepared to pass these courses in
TUT. The prerequisite courses should be checked from the descriptions of
the individual courses of this study module. The necessary background is
offered also when graduating from the International Degree Programme in
Science and Engineering, BSc(Tech), with a major or minor subject in
Information and Communications Technology.
Content
Compulsory Courses
SGN-21006 Advanced Signal Processing
SGN-31006 Image and Video Processing Techniques
SGN-41006 Signal Interpretation Methods
Total
5 cr
6 cr
4 cr
15 cr
SGN-26006 Advanced Signal Processing Laboratory
SGN-81006 Signal Processing Innovation Project
5 cr
5-8 cr
5-10 cr
ASE-1257
ASE-2130
ASE-3036
ASE-7450
ELT-23000
ELT-23050
ELT-44006
ELT-61216
SGN-14006
SGN-22006
SGN-23006
SGN-24006
SGN-33006
SGN-34006
SGN-42006
SGN-43006
SGN-51506
SGN-52606
SGN-54006
SGN-55006
SGN-57007
SGN-57207
SGN-57407
Informatics
SGN-82006
SGN-83006
SGN-84007
Introduction to Control
Anturifysiikka ja signaalit
Microsensors
Akustiikan perusteet
Mikrokontrollerijärjestelmät
Biomedical Engineering: Signals and Systems
Audio and Speech Processing
Signal Compression
Advanced Filter Design
Analysis of Audio, Speech and Music Signals
Video Compression
3D and Virtual Reality
Machine Learning
Knowledge Mining and Big Data
Human Visual System
Introduction to Neuroinformatics
Health Care Processes and Systems
Health Information Systems
Standards, Interoperability and Regulations
Special Topics in Signal Processing
External Network Course in Signal Processing
Introduction to Matlab
4 cr
5 cr
5 cr
4 cr
5 cr
5 cr
5-7 cr
3 cr
5 cr
5 cr
5 cr
5 cr
5 cr
5 cr
5 cr
5 cr
5 cr
5 cr
5 cr
5 cr
2 cr
3 cr
in Health
3 cr
1-5 cr
1-8 cr
1 cr
1
TIE-02400
TIE-22306
TIE-23306
TIE-50406
TIE-52106
Ohjelmoinnin tekniikat
Data-intensive Programming
Real-time Systems
DSP Implementations
6 cr
3 cr
4 cr
5 cr
5 cr
1 The Matlab course is intended for students who have not used Matlab
in their B.Sc. studies.
Signal processing covers the analysis, filtering and interpretation of various
types of signals, including images and video. Signal processing methods
are often embedded in devices and some software systems. It is advisable
to obtain good programming skills in order to be able to apply signal
processing methods to such systems. Co-operation with other developers
requires also communication, presentation and negotiation skills, as well
as project management and leadership skills. The industry is interested in
innovative engineers and therefore all self-invented hands-on
experimentation with signals and images is highly advisable. Aside from
the courses listed, to complete this major, the students are required to
complete the following course: TST-01906 Master's Thesis Seminar (1 cr).
SMART GR IDS 50 CR
Person Responsible: Pertti Järventausta, Enrique Acha Daza
Learning Outcomes
- After passing the major the student is able to recognize, manage, and
use common scientific and professional concepts of the field.
- The student has possibility to work in electricity companies, power
engineering industry and research institutes and has knowledge and skills
to develope applications in areas such as active network management, the
integration of distributed energy resources or the enabling FACTS
technology.
- By doing the master thesis in the major subject the student gains ability to
understand and use the scientific and professional concepts of the field.
Content
Compulsory Courses
At least the following courses are prerequisites for the major: DEE-23116
Introduction to Smart Grids and DEE-23106 Fundamentals of Electrical
and Power Engineering. Recommended year of a course: 3 means the first
year at Master level studies and 4 the second year. If the student does
his/her Master's thesis in Smart Grids the course TST-01906 Master's
Thesis Seminar with the Electrical Engineering implementation round is
compulsory. Smart Grid major is also available for a student of Finnish
Master program. The course DEE-24106 Electric Power Systems can be
replaced by the course DEE-24000 Sähköverkkojen mallintaminen ja
analyysi.
DEE-24106 Electric Power Systems
DEE-33116 Power Electronics Converters
DEE-53106 Introduction to Renewable Energy Sources
Total
5 cr
5 cr
3 cr
13 cr
Courses DEE-33106, DEE-34106, DEE-34206, DEE-53117, DEE-54107,
and DEE-24126 focus more on integration of distributed energy resources
and power electronics and courses DEE-24116, DEE-24136, DEE-24126,
DEE-53117 and DEE-54107 more on active distribution network
management issues.
ASE-1257
DEE-24116
DEE-24126
DEE-24136
DEE-24906
DEE-33106
DEE-34037
DEE-34106
4 cr
Distribution Automation
5 cr
Flexible Transmission Systems
5 cr
Distributed Energy Resources in Electricity Networks 3 cr
Electrical Energy Engineering Project Work
2-10 cr
Switched-mode Converters
5 cr
Design Project in Power Electronics
5 cr
Converter Dynamics and EMC
5 cr
DEE-34206
DEE-53117
DEE-54107
TST-01606
Dynamics and control of grid-connected converters 5 cr
Solar Power Systems
5 cr
Wind Power Systems
5 cr
Demola Project Work
5-10 cr
- The student has possibility to work in electricity companies, power
engineering industry and research institutes and has knowledge and skills
to develope applications in areas such as active network management, the
integration of distributed energy resources or the enabling FACTS
technology.
In general, Smart Grid is an enabler of energy-efficient and
environmentally friendly energy market and critical infrastructure for
society. The smart solutions will connect information technology and
communication technology to the electricity infrastructure. The major
studies provide thorough knowledge of Smart Grids, addressing in-depth
some of the underlying areas such as active network management, the
integration of distributed energy resources and the enabling FACTS
technology. Power electronics plays a key role in the integration of the socalled distributed energy resources into the smart grid - distributed
renewable sources of generation such as solar and hydrogen cells, wind
turbines, controllable loads and electric vehicles. Distribution automation
and ICT solutions for active network management provide the foundation
for the overall target of smart grids to enable energy-efficient and
environmentally friendly energy markets aiming at a secure infrastructure
for the benefit of society. Smart Grid major is also available for a student of
Finnish Master program or from other Finnish universities having suitable
courses in Bachelor Degree studies. Suitable major studies in Bachelor
level at TUT’s Electrical Engineering degree program are e.g. Power
Engineering, Renewable Energy Technologies or Power Electronics. In the
case of a Finnish student the course DEE-24106 Electric Power Systems
can be replaced by the course DEE-24000 Sähköverkkojen mallintaminen
ja analyysi in the Smart Grid major.
- By doing the master thesis in the major subject the student gains ability to
understand and use the scientific and professional concepts of the field.
Content
Compulsory Courses
At least the following courses are prerequisites for the major: DEE-23116
Introduction to Smart Grids and DEE-23106 Fundamentals of Electrical
and Power Engineering. Recommended year of a course: 3 means the first
year at Master level studies and 4 the second year. If the student does
his/her Master's thesis in Smart Grids the course TST-01906 Master's
Thesis Seminar with the Electrical Engineering implementation round is
compulsory. Smart Grid major is also available for a student of Finnish
Master program. The course DEE-24106 Electric Power Systems can be
replaced by the course DEE-24000 Sähköverkkojen mallintaminen ja
analyysi.
DEE-24106 Electric Power Systems
DEE-33116 Power Electronics Converters
Total
5 cr
5 cr
3 cr
13 cr
Courses DEE-33106, DEE-34106, DEE-34206, DEE-53117, DEE-54107,
and DEE-24126 focus more on integration of distributed energy resources
and power electronics and courses DEE-24116, DEE-24136, DEE-24126,
DEE-53117 and DEE-54107 more on active distribution network
management issues.
Learning Outcomes
SMART GR IDS 30 CR
- After passing the major the student is able to recognize, manage, and
use common scientific and professional concepts of the field.
DEE-24116 Distribution Automation
4 cr
5 cr
DEE-24126
DEE-24136
DEE-24906
DEE-33106
DEE-34037
DEE-34106
DEE-34206
DEE-53117
DEE-54107
TST-01606
5 cr
2-10
cr
5 cr
5 cr
5 cr
Solar Power Systems
5 cr
Wind Power Systems
5 cr
Demola Project Work
5-10 cr
In general, Smart Grid is an enabler of energy-efficient and
environmentally friendly energy market and critical infrastructure for
society. The smart solutions will connect information technology and
communication technology to the electricity infrastructure. The major
studies provide thorough knowledge of Smart Grids, addressing in-depth
some of the underlying areas such as active network management, the
integration of distributed energy resources and the enabling FACTS
technology. Power electronics plays a key role in the integration of the socalled distributed energy resources into the smart grid - distributed
renewable sources of generation such as solar and hydrogen cells, wind
turbines, controllable loads and electric vehicles. Distribution automation
and ICT solutions for active network management provide the foundation
for the overall target of smart grids to enable energy-efficient and
environmentally friendly energy markets aiming at a secure infrastructure
for the benefit of society. Smart Grid major is also available for a student of
Finnish Master program or from other Finnish universities having suitable
courses in Bachelor Degree studies. Suitable major studies in Bachelor
level at TUT’s Electrical Engineering degree program are e.g. Power
Engineering, Renewable Energy Technologies or Power Electronics. In the
case of a Finnish student the course DEE-24106 Electric Power Systems
can be replaced by the course DEE-24000 Sähköverkkojen mallintaminen
ja analyysi in the Smart Grid major.
THEORETICAL COMPU TER SCIENCE 30 CR
Person Responsible: Tapio Elomaa, Antti Valmari
Learning Outcomes
- The student knows basic results in advanced algorithms and theoretical
computer science.
- He has a good background for postgraduate studies on theoretical
computer science and its applications.
Prerequisites
Matematiikka
Advisable
Ohjelmistotekniikan sivuaine
Advisable
25 cr
25 cr
The student must have basic knowledge on programming, basic course on
algorithms and data structures, and algorithm mathematics. For instance,
the following courses suffice: MAT-02650 Algoritmimatematiikka and either
TIE-20106 Data Structures and Algorithms or MAT-71000 Tieto ja
laskenta. ( Mandatory )
Content
Compulsory Courses
MAT-72006 Advanced Algorithms and Data Structures
MAT-73006 Theoretical Computer Science
Total
7 cr
7 cr
14 cr
MAT-72306
MAT-72606
MAT-74006
MAT-74506
MAT-75006
Concurrency Theory
Model Checking and Petri Nets
4 cr
4 cr
7 cr
7 cr
7 cr
MAT-60056
MAT-60556
MAT-62756
MAT-70906
MAT-71506
MAT-71800
TIE-02500
TIE-20306
TIE-22100
Algebra
Mathematical Logic
Graph Theory
Software Science Project
Julkaiseminen LaTeX-järjestelmällä
Rinnakkaisuus
Johdatus tietokantoihin
5 cr
5 cr
7 cr
4 cr
5 cr
2 cr
5 cr
5 cr
4 cr
- The student can apply the findings of multidisciplinary research from both
academic and professional sources. The student has basic skills in the
research of user experience.
- The student knows the central processes and methods of software
engineering, and can apply user experience knowledge in software
engineering processes.
Content
Compulsory Courses
TST-01906 Master's Thesis Seminar is compulsory, if UX is the major
subject and the seminar is not included in common studies.
This module concentrates on the mathematical theory of computation and
its application to the design of efficient and reliable sequential and
concurrent programs.
TIE-40106 Psychology of Pervasive Computing
TIE-41206 Human-Centered Product Development
TIE-41306 User Experience: Design and Evaluation
YHTTAY-40020 Usability Evaluation Methods
Total
USER EXPERIENCE 50 CR
5 cr
5 cr
5 cr
5 cr
20 cr
Person Responsible: Timo Saari, Kaisa Väänänen-Vainio-Mattila
Learning Outcomes
- The student understands the main factors and theories related to user
experience of interactive products and services. The student can take into
account the user needs and characteristics in human-technology
interaction.
- The student can design, implement and evaluate interactive systems
according to human-centered design principles and processes, taking into
account the goals of good user experience.
TIE-13106
TIE-41106
TIE-41406
TST-01606
User Interface Design
Demola Project Work
5-10 cr
5 cr
5 cr
5-10 cr
1
2
2
1
1 You must choose 1 courses, TIE-13106 Project Work in Pervasive
Systems and TST-01606 Demola Project Work are alternatives to each
other.
2 You must choose 1 courses, TIE-41406 Human-Centered Design Project
and TIE-41106 User Interface Design are alternatives to each other.
- The student can apply different user interface styles and interaction
techniques to different contexts of use and application domains, including
mobile and pervasive computing.
- The student knows the central methods and principles of user experience
research and design, including the principles based on psychology.
TIE-11306 Course on Varying Topics of Pervasive Computing 3-6 cr
TIE-21106 Software Engineering Methodology
6 cr
TIE-40206 Cross-Cultural Design
3 cr
5 cr
TIE-41406 Human-Centered Design Project
5 cr
YHTTAY-40030 Research Methods in HTI
5 cr
YHTTAY-40040 Experimental Research in Interactive Technology 5 cr
YHTTAY-40050 Emotions and Sociality in Interactive Technology 5 cr
YHTTAY-40060 Groupware and Social Computing
5 cr
YHTTAY-40070 Haptic User Interfaces
5-10 cr
YHTTAY-40080 Information Visualization
5 cr
YHTTAY-40090 Interaction Techniques
5 cr
YHTTAY-40110 Selected Topics in Human-Technology Interaction
1-5 cr
YHTTAY-40120 Seminar in Interactive Technology
2-10 cr
YHTTAY-40206 Human-Technology Interaction Project Work 5-10 cr
- The student can apply the findings of multidisciplinary research from both
academic and professional sources. The student has basic skills in the
research of user experience.
- The student knows the central processes and methods of software
engineering, and can apply user experience knowledge in software
engineering processes.
Content
Compulsory Courses
TST-01906 Master's Thesis Seminar is compulsory, if UX is the major
subject and the seminar is not included in common studies.
Total
5 cr
5 cr
5 cr
5 cr
20 cr
USER EXPERIENCE 30 CR
Learning Outcomes
- The student understands the main factors and theories related to user
experience of interactive products and services. The student can take into
account the user needs and characteristics in human-technology
interaction.
- The student can design, implement and evaluate interactive systems
according to human-centered design principles and processes, taking into
account the goals of good user experience.
- The student can apply different user interface styles and interaction
techniques to different contexts of use and application domains, including
mobile and pervasive computing.
- The student knows the central methods and principles of user experience
research and design, including the principles based on psychology.
TIE-13106
TIE-41106
TIE-41406
TST-01606
User Interface Design
Demola Project Work
5-10 cr
5 cr
5 cr
5-10 cr
1
2
2
1
1 You must choose 1 course, TIE-13106 Project Work in Pervasive
Systems and TST-01606 Demola Project Work are alternatives to each
other.
2 You must choose 1 course, If TIE-41106 User Interface Design is not
included in BSc studies, it must be included here. If it is included already in
BSc, then student should take TIE-41406 Human-Centered Design
Project.
TIE-11306 Course on Varying Topics of Pervasive Computing 3-6 cr
3 cr
YHTTAY-40010 Multimodal Interaction
5-10 cr
YHTTAY-40030 Research Methods in HTI
5 cr
YHTTAY-40040 Experimental Research in Interactive Technology 5 cr
YHTTAY-40050 Emotions and Sociality in Interactive Technology 5 cr
YHTTAY-40060 Groupware and Social Computing
5 cr
YHTTAY-40070 Haptic User Interfaces
5-10 cr
YHTTAY-40080 Information Visualization
5 cr
YHTTAY-40090 Interaction Techniques
5 cr
YHTTAY-40110 Selected Topics in Human-Technology Interaction
1-5 cr
YHTTAY-40120 Seminar in Interactive Technology
2-10 cr
WIRELESS COMMUNICATIONS 50 CR
Person Responsible: Mikko Valkama, Markku Renfors
Learning Outcomes
- After completing this study module, the student has deep competence,
fundamental understanding and practical skills to act as an R&D engineer,
designer or in other demanding expert and engineering duties in wireless
communications industry. Depending on the focus area, the skills can be
tailored towards wireless communications systems, high-frequency/RF
circuits and techniques or navigation and positioning. Modern design,
analysis, and measurement methodologies and tools have big emphasis,
to support demanding R&D and product engineering and innovations in the
industry.
- The study module provides also sufficient background for doctoral studies
in wireless communications field.
- ** Wireless Systems focus area: This focus area provides comprehensive
understanding of the fundamental transmission and operating principles of
all modern and emerging wireless systems, and associated transmitter and
receiver modules. The studies can be further tailored and deepened
towards profound communication theoretic aspects and methods
(modulation, coding and detection schemes, radio interface design),
mobile cellular systems and associated planning and optimization
solutions, analog and digital signal processing in radio communications
devices, radio transceiver solutions, and digital computing platforms.
- ** Navigation and Positioning focus area: This focus area gives thorough
understanding and competence related to positioning systems and
devices, including not only satellite based positioning but also other
modern positioning techniques. Performance optimization, device-level
signal processing, computing platforms and circuit structures, and
navigation calculus are some of the central elements in this focus area.
- ** Radio Frequency Integrated Circuits focus area: This focus area
provides deep knowledge on radio transceiver circuits and systems and in
particular radio frequency application specific integrates circuits (RFASIC's) in wireless communications devices. Big emphasis is on modern
computer aided design, analysis and measurement tools and silicon
processes.
- ** High Frequency Techniques focus area: This focus area offers
comprehensive understanding on high frequency electronics, circuits and
techniques, with strong focus on relevant electromagnetic phenomena and
characteristics. Central elements include high frequency circuit and
antenna design and radio frequency measurement fundamentals.
- In general, after completing the Wireless Communications study module,
students are familiar with the modern design, analysis, simulation and
measurement tools and methodologies, and can also understand and
recognize open problems, challenges and trends within their focus area.
- NB: This advanced module can be studied either with 30 cr or 50 cr. In
the 50cr version, students can still deepen their understanding within the
selected focus area or then combine widescale understanding of e.g. two
different focus areas. It is also possible to freshen and complement some
missing prerequisites in the 50cr version, if e.g. the background studies
have some minor shortcomings.
Prerequisites
Elektroniikka
Advisable 1
Advisable 1
Advisable 1
25 cr
ELT-47226
ELT-47426
ELT-48006
ELT-48106
ELT-48156
SGN-11006
4 cr
5 cr
6 cr
9 cr
9 cr
5 cr
3
3
2
2
2
1
25 cr
25 cr
1 You must choose 5 courses, Wireless Systems focus area. ELT-43506
and ELT-44506 are alternatives.
2 You must choose 6 courses, RF Integrated Circuits focus area
1. Alternative advisable prerequisite modules. It is possible to include
essential background courses in this extended module.
3 You must choose 6 courses, High-Frequency Techniques focus area
Content
4 You must choose 4 courses, Navigation and Positioning focus area
Student must select one focus area and follow the corresponding
requirements when selecting the Optional Compulsory Courses and
Complementary Courses.
Courses from the compulsory course lists of other focus areas may also be
included as complementary courses.
ELT-41206
ELT-41206
ELT-41306
ELT-41306
ELT-41306
ELT-41306
ELT-41727
ELT-41736
ELT-41806
ELT-41816
ELT-43106
ELT-43506
ELT-44506
Systems
ELT-46006
ELT-46106
ELT-47206
5 cr
4
5 cr
1
Communication Theory
5-7 cr
1
5-7 cr
4
5-7 cr
3
5-7 cr
2
Practical RF Electronics: First Principles Applied 5 cr
3
Analysis of Electromagnetic Systems
5 cr
3
Communication Integrated Circuits
5 cr
2
Nanometer Devices, Circuits and Models
5 cr
2
5 cr
1
5-9 cr
1
Project Seminar on Digital Communication Circuits and
4-8 cr
1
5 cr
4
5 cr
4
5 cr
3
ELT-41746
ELT-43006
ELT-43206
ELT-43306
ELT-44006
ELT-44606
ELT-45006
ELT-45006
ELT-45106
ELT-45106
ELT-45206
ELT-45306
ELT-47246
ELT-47266
ELT-47286
ELT-47446
Antenna Basics
Passive RF Circuits
Active RF Circuits
RF Project
Antennas
2 cr
7 cr
5-7 cr
5-7 cr
5-7 cr
5 cr
3 cr
3 cr
3 cr
3 cr
6-9 cr
5 cr
5 cr
5 cr
10-11 cr
8 cr
2
1
1
1
3
1
3
1
1
2
2
2
2
ELT-47466
ELT-47606
ELT-48206
SGN-21006
SGN-23006
TIE-50100
TIE-50406
TIE-50506
TIE-52106
TIE-52206
Antenna Project
Digitaalisuunnittelu
DSP Implementations
System Design
4-6 cr
5 cr
6 cr
5 cr
5 cr
5 cr
5 cr
5 cr
5 cr
5 cr
2
2
to support demanding R&D and product engineering and innovations in the
industry.
- The study module provides also sufficient background for doctoral studies
in wireless communications field.
3
1 Wireless Systems focus area: Recommended complementary core
courses of this focus area. You can also choose courses of other focus
areas. ELT-43006 is highly recommended for communication theory and
communication signal processing oriented studies.
2 High-Frequency Techniques focus area: Recommended complementary
core courses of this focus area. You can also choose courses of other
focus areas.
3 Navigation and Positioning focus area: Recommended complementary
core courses of this focus area. You can also choose courses of other
focus areas.
WIRELESS COMMUNICATIONS 30 CR
Learning Outcomes
- After completing this study module, the student has deep competence,
fundamental understanding and practical skills to act as an R&D engineer,
designer or in other demanding expert and engineering duties in wireless
communications industry. Depending on the focus area, the skills can be
tailored towards wireless communications systems, high-frequency/RF
circuits and techniques or navigation and positioning. Modern design,
analysis, and measurement methodologies and tools have big emphasis,
- ** Wireless Systems focus area: This focus area provides comprehensive
understanding of the fundamental transmission and operating principles of
all modern and emerging wireless systems, and associated transmitter and
receiver modules. The studies can be further tailored and deepened
towards profound communication theoretic aspects and methods
(modulation, coding and detection schemes, radio interface design),
mobile cellular systems and associated planning and optimization
solutions, analog and digital signal processing in radio communications
devices, radio transceiver solutions, and computing platforms.
- ** Navigation and Positioning focus area: This focus area gives thorough
understanding and competence related to positioning systems and
devices, including not only satellite based positioning but also other
modern positioning techniques. Performance optimization, device-level
signal processing, computing platforms and circuit structures, and
navigation calculus are some of the central elements in this focus area.
- ** Radio Frequency Integrated Circuits focus area: This focus area
provides deep knowledge on radio transceiver circuits and systems and in
particular radio frequency application specific integrates circuits (RFASIC's) in wireless communications devices. Big emphasis is on modern
computer aided design, analysis and measurement tools and silicon
processes.
- ** High Frequency Techniques focus area: This focus area offers
comprehensive understanding on high frequency electronics, circuits and
techniques, with strong focus on relevant electromagnetic phenomena and
characteristics. Central elements include high frequency circuit and
antenna design and radio frequency measurement fundamentals.
- In general, after completing the Wireless Communications study module,
students are familiar with the modern design, analysis, simulation and
measurement tools and methodologies, and can also understand and
recognize open problems, challenges and trends within their focus area.
- NB: This advanced module can be studied either with 30 cr or 50 cr. In
the 50 cr version, students can still deepen their understanding within the
selected focus area or then combine widescale understanding of e.g. two
different focus areas. It is also possible to freshen and complement some
missing prerequisites in the 50 cr version, if e.g. the background studies
have some minor shortcomings.
5 cr
5 cr
4 cr
5 cr
6 cr
9 cr
9 cr
5 cr
4
3
3
3
2
2
2
1
25 cr
2 You must choose 3 courses, RF Integrated Circuits focus area
25 cr
3 You must choose 3 courses, High-Frequency Techniques focus area
25 cr
1. Alternative prerequisite modules. Prerequisites of the selected focus
area should be included in BSc or other MSc level modules. Wireless
Systems and Navigation and Positioning: ELT-41206 Basic Course on
Wireless Communications and ELT-41306 Communication Theory; RF
Integrated Circuits: ELT-41806 Communication Integrated Circuits and
ELT-41816 Nanometer Devices, Circuits and Models; High Frequnecy
Techniques: ELT-41710 Johdatus suurtaajuustekniikkaan or ELT-41727
Practical RF Electronics.
Content
Student must select one focus area and follow the corresponding
requirements when selecting the Optional Compulsory Courses and
Complementary Courses.
ELT-43106
ELT-43506
ELT-44506
Systems
ELT-46006
1 You must choose 3 courses, Wireless Systems focus area. ELT-43506
and ELT-44506 are alternatives.
Prerequisites
Elektroniikka
Mandatory 1
Mandatory 1
Mandatory 1
ELT-46106
ELT-47206
ELT-47226
ELT-47426
ELT-48006
ELT-48106
ELT-48156
SGN-11006
5 cr
1
5-9 cr
1
Project Seminar on Digital Communication Circuits and
4-8 cr
1
5 cr
4
4 You must choose 2 courses, Navigation and Positioning focus area
Courses from the compulsory course lists of other focus areas may also be
included as complementary courses.
ELT-41746
ELT-43006
ELT-43206
ELT-43306
ELT-44006
ELT-44606
ELT-45006
ELT-45006
ELT-45106
ELT-45106
ELT-45206
ELT-45306
ELT-47246
ELT-47266
Antenna Basics
Passive RF Circuits
Active RF Circuits
2 cr
7 cr
5-7 cr
5-7 cr
5-7 cr
5 cr
3 cr
3 cr
3 cr
3 cr
6-9 cr
5 cr
5 cr
5 cr
2
1
1
1
3
1
3
1
1
2
2
ELT-47286
ELT-47446
ELT-47466
ELT-47606
ELT-48206
SGN-21006
SGN-23006
TIE-50406
TIE-50506
TIE-52106
TIE-52206
RF Project
Antennas
Antenna Project
DSP Implementations
System Design
10-11 cr
8 cr
4-6 cr
5 cr
6 cr
5 cr
5 cr
5 cr
5 cr
5 cr
5 cr
2
2
2
2
3
1 Wireless Systems focus area: You must choose at least 12 credits from
this set. ELT-43006 Digital Transmission is highly recommended for
communication theory and communication signal processing oriented
studies.
2 High-Frequency Techniques focus area: You must choose at least 15
credits from this set.
3 Navigation and Positioning focus area: You must choose at least 2
courses from this set.
MINOR STUDIES
Content
Compulsory Courses
ELT-61216 Biomedical Engineering: Signals and Systems 3 cr
3 cr
ELT-61236 Biomedical Engineering: Research and Productization
3 cr
ELT-74106 Tissue Engineering
3 cr
Total
12 cr
ELT-61106 Human Anatomy and Physiology
ELT-72206 Implantology
ELT-73106 Bioceramics and their Clinical Applications
ELT-73306 Drug Delivery Devices
MOL-32226 Electron Microscopy
MOL-42096 Degradation of Polymers
4 cr
3 cr
4 cr
5 cr
4 cr
5 cr
5 cr
Biomaterials are a special group of materials, either natural or synthetic in
origin, which are designed to positively interact with living systems. The
biomaterials minor introduces different classes of biomaterials and several
application areas together with the basics of tissue engineering, where
biomaterials and cellular regeneration techniques are combined to create
advance therapies. The standards and regulations of the R&D of
biomaterials is also emphasized. The minor also gives a theoretical
introduction to and practicing with medical instrumentation, signals and
images, and modeling. Only intended as a minor.
BIOTECHNOLOGY 25 CR
BIOMATERIALS 25 CR
Person Responsible: Minna Kellomäki
Learning Outcomes
- Students possess the key concepts and definitions of biomaterials.
- Students know the properties and use of essential biomaterials.
- Students know the basic methodology used in biomaterials.
- Students can recognize the application areas and possibilities of
biomaterials.
Person Responsible: Jukka Rintala, Matti Karp, Ville Santala
Learning Outcomes
- The student learns the basics of the biotechnology and achieves the
readiness to follow the development of biotechnology.
- The student has readiness to find, read and apply information.
Furthermore, the student is able to apply basic methods of biotechnology
in working life.
- The student will attain eligibility for working assignments in the field of
design, inspection and development.
- The student understands the status of biotechnology in the society.
MAT-82106 Semantic Modeling
MAT-82306 Scientific Visualization
4 cr
4 cr
Content
KEB-22006 Biological Processes in Environmental Engineering 3 cr
KEB-23106 Industrial Microbiology
3 cr
KEB-23206 Biocatalysis and Enzymology
3 cr
KEB-23406 Metabolic Engineering
4 cr
KEB-23756 Trends in Bioengineering
4 cr
KEB-23786 Pilot Project in Biotechnology
5 cr
KEB-23796 Synthetic Biology: Design of a New Device
2 cr
KEB-26106 Special project in Bioengineering
2-8 cr
Only intended as a minor.
INDUSTRIAL INTERNET, MINOR 31 CR
Person Responsible: Kari Koskinen, Minna Lanz
Learning Outcomes
- Provides students an insight on the industrial internet, its applications in
technology industry and its underlying technologies. After completing
courses of the module student is able to understand technology and
principles related to industrial internet and apply this knowledge in
developing new applications of it.
Content
MAT-82007 Structured Documents
INFORM ATION AND COMMUNICATION
TECHNOLOGY 25 CR
Person Responsible: Hannu-Matti Järvinen, Ari Visa, Mikko Valkama
Learning Outcomes
- To acquire knowledge of various areas of information and communication
technology.
- To know the key concepts and definitions of the selected area of
information or communication technology.
- To recognize the application areas and possibilities of information and
communication technology.
Compulsory Courses
MEI-62006 Introduction to Industrial Internet
MEI-72006 Industrial Internet Project
MEI-72056 Seminar on Industrial Internet
TTA-75056 Industrial Service Systems
Total
5 cr
8-10 cr
5 cr
5 cr
4 cr
27 cr
5 cr
Content
Compulsory Courses
TIE-02206 Basic Course on Programming
Total
5 cr
5 cr
5 cr
5-7 cr
ELT-51006 Networking Laboratory I
4-5 cr
4-6 cr
SGN-11006 Basic Course in Signal Processing
5 cr
SGN-12006 Basic Course in Image and Video Processing
5 cr
SGN-13006 Introduction to Pattern Recognition and Machine Learning 5 cr
5 cr
5 cr
5 cr
ELT-53106 Computer Networking II
4-6 cr
MAT-63506
SGN-14006
SGN-21006
SGN-23006
SGN-35016
SGN-52606
SGN-55006
SGN-57207
SGN-84007
TIE-11206
TIE-11306
TIE-11406
TIE-20306
TIE-21106
TIE-31106
TIE-50406
TIE-52106
5 cr
Audio and Speech Processing
5 cr
5 cr
5 cr
Internet of Things and Media Services
5 cr
5 cr
5 cr
Health Information Systems
3 cr
Introduction to Matlab
1 cr
1-5 cr
3 cr
5 cr
6 cr
5 cr
DSP Implementations
5 cr
5 cr
This module offers the student wide knowledge of the areas in information
and communication technology. It is intended to be used as minor subject
of international Master's degree programmes, but not for students of M.Sc.
Degree Programme in Information Technology.
INTRODUCTION TO MANAGEMENT
STUDIES 24 CR
Organisations and Leadership
Technology in Society
Strategic Management
Project Management
4 cr
4 cr
4 cr
4 cr
24 cr
This study module is only for the international degree students in Industrial
Engineering and Management.
LEARNING AND INTELLIGENT SYSTEMS 25
CR
Person Responsible: Alpo Värri, Joni Kämäräinen, Ari Visa
Learning Outcomes
- After having passed the module the student can explain the basic
concepts of learing and intelligent systems.
- The student can process a set of measurements and inputs in such a
way that wanted phenomena can be recognized of them. The student can
estimate the limits of the performance of the designed system.
- The student can describe the most important pattern recognition methods
and choose the most appropriate one for a given task. the student can
evaluate the different methods.
- The student can follow the literature of the field and take an intelligent
method found in the literature into use.
Prerequisites
Learning Outcomes
- Students with technical studies in their B. Sc. will study Introduction to
Management Studies. Students will learn how basic management
concepts and tools are applied in different organizational functions.
Students who have included business studies in their B. Sc. will study a
technical minor, and thus strengthen their technical competences further.
Content
Compulsory Courses
TLO-11006 Basics of Information and Knowledge Management
TLO-25456 Supply Chain Management
TTA-21016
TTA-62026
TTA-62036
TTA-71016
Total
4 cr
4 cr
Basic knowledge of signal processing is helpful. It can be obtained, for
example, from courses like SGN-11000 Signaalinkäsittelyn perusteet or
SGN-11006 Basic Course in Signal Processing. Intelligent systems are
implemented with software. The student is expected to obtain/possess
programming skills from other courses. (Advisable)
Content
Compulsory Courses
Total
4 cr
5 cr
9 cr
SGN-13000 Johdatus hahmontunnistukseen ja koneoppimiseen 5 cr
1
SGN-13006 Introduction to Pattern Recognition and Machine Learning
5 cr
1
1 You must choose 1 course, The courses are mutually exclusive and only
one of them must be chosen.
ASE-5010 Kehittyneet datan mallinnus- ja analysointimenetelmät 5 cr
ASE-5016 Advanced Methods of Data-driven Modelling and Analysis
5 cr
ASE-7716 Predictive and Fuzzy Control
5 cr
ELT-47626 Wireless Solutions in Intelligent Environments
5-15 cr
MAT-60556 Mathematical Logic
5 cr
MAT-75006 Artificial Intelligence
7 cr
MOL-62366 Intelligent Textiles and Smart Garments
5 cr
SGN-35016 Internet of Things and Media Services
5 cr
5 cr
SGN-83006 External Network Course in Signal Processing
1-8 cr
TLO-25000 Älykkäät liikennejärjestelmät
3 cr
1 The course SGN-83006 External Network Course in Signal Processing
can be used by the student to include such a course of intelligent and
learning systems from the world to this minor which is not overlapping with
the courses offered by our university. This requires a prior negotiation with
the responsible professor of the course SGN-83006.
2 The courses ASE-5010 and ASE-5106 are the Finnish and English
versions of the same course and only one of them is accepted.
Learning and intelligent methods refer to the methods which can be used
to carry out tasks which require a certain kind of intelligence such as
pattern recognition (classification), prediction and the analysis of various
signals. Such properties are needed for example in the machines and
devices which function independently or in the analysis of 'big data'.
Neurocomputing and fuzzy logic are two known examples of learning and
intelligent methods. One central use area of learning and intelligent
methods is signal processing and its applications. The minor subject of
learning and intelligent systems gives the student basic information about
learning and intelligent methods and an ability to apply them especially in
signal processing applications. The complementary courses can be used
to direct the minor module in either more theoretical or more applied
direction. Only intended as a minor.
LIFE-CYCLE MANAGEMENT AND
ENGINEERING 30 CR
Person Responsible: Kari Koskinen, Seppo Virtanen
Learning Outcomes
- In this major student can specialize in Machine Systems Integrity
Engineering and/or Engineering Intelligence, which give ability to
understand life-cycle management and engineering methods of machine
and production systems. Engineering intelligence studies give student an
ability to comprehend and utilize industrial internet and information
systems, related data models, software architecture and their integration.
The studies of engineering intelligence provide a basis for utilizing and
developing of information management systems, product family and
content management and their evolution in industrial internet. Machine
systems integrity engineering studies enables student to comprehend
physical phenomena related to machine systems integrity, such as failure
mechanics and tribology, and methodologies used to define integrity, such
as non-destructive testing. Student is able to apply data-analytics and data
management methodologies in integrity engineering. The studies of
machine systems integrity engineering provide a basis for design and
analysis of reliability, availability, maintenance and safety (RAMS) of
machine and production systems. The study module provides a path to
post-graduate studies in the field of life-cycle management and
engineering.
Prerequisites
Kone- ja tuotantotekniikka
Mandatory
Content
Compulsory Courses
27 cr
MEI-61006 Computer Aided Engineering
MEI-61206 Knowledge Based Asset Management
Total
4 cr
5 cr
9 cr
MATHEMATICS 25 CR
Learning Outcomes
MAT-82106 Semantic Modeling
MEI-51006 Digital Manufacturing 1
MEI-62006 Introduction to Industrial Internet
MEI-62216 Product Information and PLM Systems
MEI-66006 Systems RAMS Engineering
MEI-66216 Systems Reliability Centered Maintenance
MEI-66406 Systems Condition Monitoring
MOL-32246 Introduction to NDT Techniques
4 cr
3 cr
5 cr
5 cr
5 cr
5 cr
3 cr
3 cr
1
1
1
1
2
2
2
2
1 You must choose 4 courses, Select these for Engineering Intelligence
studies
2 You must choose 4 courses, Select these for Systems Integrity
Engineering studies
MEI-19006 Advanced Project Work
5 cr
MEI-19106 Changing Subject Course on Mechanical Engineering and
Industrial Systems
2-4 cr
MOL-82076 Machinery Monitoring
5 cr
MOL-82096 Machinery Diagnostics
5 cr
TIE-22100 Johdatus tietokantoihin
4 cr
TLO-35236 Information Security Management
4 cr
TLO-35256 Data and Information Management
4 cr
This study module can be completed as either 30 credit OR 50 credit. If
you want to complete this as 50 credit module, please see the list of
courses from the 50 credit module.
- The subject study module Mathematics is intended to give students in
international degree programmes an extensive background in basic
applied mathematical methods to supplement the BSc training courses in
mathematics. After succesfully finishing the module the student masters
the usual concepts, results and methods in engineering mathematics.
Content
Compulsory Courses
MAT-60006 Matrix Algebra
MAT-60056 Algebra
MAT-60106 Complex Analysis
Total
5 cr
5 cr
5 cr
15 cr
The list contains courses that are recommended to complement the
compulsory courses. Other courses can be included, as well as courses
offered by other universities, with prior permission.
MAT-60156 Differential Equations
5 cr
MAT-60206 Mathematical Analysis
5 cr
MAT-60406 Stochastic Processes
5 cr
MAT-60456 Optimization Methods
5 cr
MAT-60506 Vector Fields
5 cr
MAT-60556 Mathematical Logic
5 cr
MAT-63506 Scientific Computing
5 cr
MAT-71506 Program Verification
5 cr
This module is intended for international students in other degree
programmes who wish to include supplementary mathematical training in
their international engineering studies. Only intended as a minor.
MINOR IN BIOME ASUREMENTS 25 CR
Learning Outcomes
Learning Outcomes
- After completing this study module the student is able to operate as an
expert in the phenomena and problems concerning biomeasurement
technology.
design and development of measurement systems and biosensor
products.
- The student is able to apply scientific knowledge and scientific methods.
- The student has sufficient communication and co-operation skills.
- Students have a good command in the basics of human anatomy and
physiology, and in physics of the human body, and they can apply this
knowledge in the advanced biomedical engineering courses.
- Students understand the physical interaction mechanisms utilized in
medical instrumentation systems.
- Students can recognize different stages of the research and development
of biomedical devices and understand the importance of different
standards and regulations for the R&D of medical devices.
- Students know the basics of biomaterials used in medical devices.
Prerequisites
The student should have previous knowledge from the field of
Measurement and information technology or Biotechnology or Automation
technology or Biomedical engineering or Electronics (Advisable)
Content
Content
Compulsory Courses
ASE-3036 Microsensors
ASE-3076 Microfluidics
Total
5 cr
5 cr
10 cr
4 cr
5 cr
ASE-3016 Microactuators and Active Actuator Materials
5 cr
ASE-3056 Design of Microsensors
5 cr
ASE-5056 Optimal and Robust Control with Matlab
8 cr
ASE-7816 Biosensors
5 cr
MINOR IN BIOMEDICAL ENGINEERING 25
CR
Person Responsible: Pasi Kallio, Jukka Lekkala, Jari Hyttinen, Jari
Viik
30 cr
50 cr
Compulsory Courses
4 cr
ELT-61156 Physics of the Human Body
4 cr
ELT-61216 Biomedical Engineering: Signals and Systems
3 cr
3 cr
Total
17 cr
5 cr
ELT-61306 Basics of Medical Electronics
3 cr
ELT-61406 Radiation Physics
3 cr
ELT-63106 Measurements of Physiological Systems
5 cr
3 cr
3 cr
SGN-57007 Health Care Processes and Systems
2 cr
Biomedical Engineering is a very wide and multidisciplinary field of
engineering applications in medicine. Biomedical Engineering minor gives
a solid background to understand the anatomic structure and physiological
and physical functioning of the human body and to apply this knowledge in
engineering courses. It gives a theoretical introduction to and practicing
with medical instrumentation, signals and images, physiological modeling,
as well as biomaterials. Only intended as a minor.
MINOR IN COMMUNICATIONS AND
NETWORKING 25 CR
ELT-53406
ELT-53506
ELT-53606
ELT-53656
TIE-20106
TIE-23306
TIE-23406
TIE-52106
Data Structures and Algorithms
Real-time Systems
Distributed Systems
3-6 cr
3-6 cr
4-7 cr
4-7 cr
5 cr
4 cr
5 cr
5 cr
Learning Outcomes
- Students learn the basic concepts, methods and tools of communications
engineering, including basic wired and wireless networking technologies.
- The purpose is to offer a flexible minor in the field of communications and
networking, applicable for students of Computing and Electrical
Engineering but also of other faculties.
Content
Compulsory Courses
Recommended study year of above courses is subject to background, first
year of MSc phase or 2nd-3rd year of BSc phase
5 cr
4-6 cr
Total
9 cr
In addition to the above, applicable software engineering or digital
computing platforms related courses may also be selected. Contact the
responsible persons of the study module.
ELT-21110 Elektroniikan ja tietoliikennetekniikan työkurssi
5-10 cr
5-7 cr
ELT-43006 Digital Transmission
7 cr
ELT-43106 Multicarrier and Multiantenna Techniques
5 cr
ELT-46006 Introduction to Satellite Positioning
5 cr
ELT-47606 Radio Frequency Identification Technology
5 cr
ELT-51006 Networking Laboratory I
4-5 cr
ELT-53006 Networking Laboratory II
3-5 cr
ELT-53106 Computer Networking II
4-6 cr
ELT-53206 Peer-to-Peer Networks
3-5 cr
3-5 cr
MINOR IN COMP UTATIONAL BIOLOGY 25
CR
Person Responsible: Andre Sanches Ribeiro, Frank Emmert-Streib,
Olli Yli-Harja
Learning Outcomes
- List and describe the main research areas of Computational Biology.
- Have basic knowledge of Cell and Molecular Biology, Biotechnology,
Signal and Image Processing.
- Use computational tools, such as Matlab or R, to implement and solve
problems in biological data analysis, such as image and data analysis.
- Provide examples of how computational models are used in the study of
biological systems.
- Implement models of biological systems.
Content
Compulsory Courses
SGN-52406 Models of Gene Networks
SGN-56007 Laboratory course in Computational Biology
Total
3 cr
3 cr
6 cr
Depending on their background, the students are advised to select from
the list of optional courses, one of the following two study blocks:
SGN-11000 Signaalinkäsittelyn perusteet
5 cr
SGN-12000 Kuvan- ja videonkäsittelyn perusteet
5 cr
5 cr
5 cr
5 cr
3 cr
SGN-52606 Processing of Biosignals
5 cr
5 cr
SGN-53007 Computational Diagnostics
5 cr
SGN-53007 Computational Diagnostics
5 cr
SGN-53206 Cell Culturing, Microscopy and Cell Image Analysis 3 cr
SGN-53806 Techniques in Molecular Biology and Applications to Gene
Expression
3 cr
SGN-55006 Introduction to Medical Image Processing
5 cr
5 cr
SGN-84007 Introduction to Matlab
1 cr
2
2
1
2
1
1
1
2
1
2
1
1
1
2
2
1 You must choose 19 credits, Alternativity 1 is intended for students with
a background in Signal Processing or Software Engineering.
2 You must choose 19 credits, Alternativity 2 is intended for students with
a background in Biotechnology, Biomedical Engineering, or Cell and
Molecular Biology. Courses SGN-11000 and SGN-12000 are also taught in
english(respectively, SGN-11006 and SGN-12006).
knowledge in Computational Biology, along with knowledge from the areas
of Signal Processing, Machine Learning and Experimental Biology,
including the emerging area of Single Cell Biology. Only intended as a
minor.
MINOR IN COMP UTATION AL MATERIALS
SCIENCE 25 CR
Kuokkala
Learning Outcomes
- The students completing this module will have good basic knowledge on
simulation sciences, especially those relevant to materials science and
engineering. Depending on the selection of the complementary courses,
students can choose to be more specialized in materials science or in
structural engineering. This module will prepare the student for both basic
academic career in material science and material physics as well as for
applied mechanical engineering.
Prerequisites
Recommendable prerequisite courses are FYS-1480, FYS-1490, and FYS1500. (Advisable)
Content
YHTTAY-24486 High-throughput Data Analysis
5 cr
The Minor in Computational Biology provides knowledge on how to design
and implement models of biological systems. Also, it teaches how to use
computational tools for biological data analysis. The Minor in
Computational Biology is a valuable, complementary knowledge for
students of Signal Processing and Software Engineering that aim to apply
their efforts to study biological/medical topics as well as for students of
biological/biotechnological/medical degrees that aim to perform modeling
of biological systems or make use of computational methods, e.g. from
Signal Processing, such as image and statistical analysis. The Minor in
Computational Biology is highly multi-disciplinary in that it provides
Compulsory Courses
YHTDE-10126 Numerical Methods for Partial Differential Equations
8 cr
YHTDE-10136 From Molecular to Continuum Physics I
6 cr
Total 14 cr
YHTDE-10156 From Molecular to Continuum Physics II
YHTDE-10166 Nonlinear Structural Mechanics
YHTDE-10176 Finite Element Technology
YHTDE-10186 Plasticity and Fracture Mechanics
3-8 cr
5 cr
5 cr
6 cr
6 cr
This module consists of studies performed at RWTH Aachen during one
academic year. There are no classes at TUT. To apply for these studies
you need to apply for exchange student scholarship and explain in the
application what module you are planning to study. Ask for more
information from the persons responsible for the module. Only intended as
a minor.
MINOR IN HEALTH INFORMATICS 25 CR
Person Responsible: Ilkka Korhonen, Alpo Värri
Learning Outcomes
- The student obtains a general idea of the organisation and the processes
of health care, the variety of health information subsystems and how all the
parts form the whole health information system.
- The student is aware of the essential regulatory requirements for safety,
security and privacy of health information systems.
- The student is aware of the most important health informatics standards
and is able to apply the most frequently used standards in Finland.
- The student can list the essential requirements and practices relating to
the acquisition and deployment of health information systems.
- The student has the ability to design and implement health software using
user centric design methods.
Prerequisites
It is required that the student has obtained good programming skills from
his other studies. The course TLO-11006 Basics of Information and
Knowledge Management TITA-1110 Tietojohtamisen perusteet 1 or TLO11000 Tietojohtamisen perusteet is also recommended. Suitable B.Sc.
level background study modules are software development and
information management. (Mandatory).
It is recommended that the student has received a B.Sc. degree with a
major or minor in software engineering or information management.
(Advisable)
Content
Compulsory Courses
SGN-57007 Health Care Processes and Systems
SGN-57207 Health Information Systems
SGN-57407 Standards, Interoperability and Regulations
Informatics
2 cr
3 cr
in Health
3 cr
SGN-57606 Health Information Systems Laboratory
Total
5 cr
13 cr
TIE-04100 Käyttäjäkokemuksen perusteet
3 cr
5 cr
1
1
1 You must choose 3 credits, At least one of these courses must be
passed. TIE-04100 is recommended to the Finnish students as it is a
prerequisite to the other one.
The student is allowed to study more than the required minimum of 25
credits of courses. In fact the field of health informatics is so large that this
is even recommended.
ELT-61500 Terveysteknologia
5 cr
ja valmistukselle
3 cr
4 cr
5 cr
5 cr
SGN-54006 Introduction to Neuroinformatics
5 cr
5 cr
TIE-22200 Tietokantojen suunnittelu
6 cr
TIE-22306 Data-intensive Programming
3 cr
TIE-30101 Tietoturvallisuuden perusteet
2 cr
TIE-30400 Verkon tietoturva
5 cr
TIE-30500 Identiteetin ja pääsynhallinta
4 cr
TIE-30600 Turvallinen ohjelmointi
3 cr
TIE-31106 Cryptography Engineering
5 cr
5 cr
5 cr
TLO-11000 Tietojohtamisen perusteet
4 cr
TLO-11006 Basics of Information and Knowledge Management 4 cr
TLO-11016 Management Information Systems
4 cr
TLO-32200 Tietohallinto ja sen johtaminen
4 cr
TLO-35200 Liiketoiminnan ja tietojärjestelmien yhteensovittaminen 4 cr
TLO-35236 Information Security Management
4 cr
TLO-35246 Software Business
TLO-35256 Data and Information Management
4 cr
4 cr
This minor is intended particularly to the students majoring in software
engineering or information management who already have programming
skills before entering this minor. The goal is to educate experts of health
informatics to the growing private and public sector. The graduates will find
jobs in companies producing health information systems or in health care
delivery organisations in infromation system management positions. Only
intended as a minor.
MINOR IN INDUSTRIAL MANAGEMENT 20
CR
TLO-22416 Information Logistics
3 cr
TLO-25456 Supply Chain Management
4 cr
TTA-52026 Business Market Management
4 cr
Contact person: Academic Coordinator at the Faculty, room: FA109A,
email: [email protected]. This minor is meant for students of the international
master's degree programmes other than Business and Technology /
Industrial Engineering and Management. The minor can be studied in
either Bachelor's or Master's degree. The minor grants a possibility to
continue studies in Teollisuustalous B (available only in Finnish). Doctoral
students wishing to study a minor in Industrial Management for the
doctorate degree, please contact the faculty's academic coordinator of
doctoral programmes. Only intended as a minor.
Learning Outcomes
- The student understands the interplay of real process and monetary
process.
- The student understands the interplay of the different functions in the firm
and also their significance to the whole business.
MINOR IN MECHANICS OF MATERIALS 24
CR
Kuokkala
Prerequisites
Learning Outcomes
Mandatory prerequisite is the course TTA-11016 Basics of Industrial
Management. If the course is not included in mandatory studies in another
study block, the course can be added to this study block. In that case the
amount of study credits is 24 credits in this study block. (Mandatory)
- The students completing this module will have strong knowledge in
materials engineering. After completing the module, students will have a
deep understanding of plastic and elastic behavior of materials, and their
numerical and constitutive modeling. The students can work in several
industrial and academic positions requiring understanding of mechanical
engineering and engineering of materials.
Content
Compulsory Courses
TTA-62026 Technology in Society
TTA-62036 Strategic Management
Total
4 cr
4 cr
4 cr
4 cr
16 cr
The minor should be complemented to the minimum of 20 credits either by
choosing from the courses listed below or with other courses offered in
English by the department of Industrial Management.
Content
Compulsory Courses
YHTES-10016 Mechanical Behaviour of Materials III
YHTES-10026 Mechanical Behaviour of Materials IV
YHTES-10036 Numerical Simulation
Total
6 cr
6 cr
6 cr
18 cr
YHTES-10056 Recycling of Materials
YHTES-10066 Composite Materials
YHTES-10076 Properties of Materials II
YHTES-10086 Research Credits
3-8 cr
6 cr
6 cr
6 cr
1-10 cr
This module consists of studies performed at the Universidad Politécnica
de Madrid (UPM) during one academic year. There are no classes at TUT.
To apply for these studies you need to apply for exchange student
scholarship and explain in the application what module you are planning to
study. Ask for more information from the persons responsible for the
module. Only intended as a minor.
MINOR IN SMART GRIDS 25 CR
Learning Outcomes
- After passing the minor the student is able to recognize, manage, and
use common scientific and professional concepts of the field in general
level.
ASE-1257
DEE-24106
DEE-24116
DEE-24126
DEE-24136
DEE-24906
DEE-33106
DEE-33116
DEE-34037
DEE-34106
DEE-34206
DEE-53117
DEE-54107
TST-01606
4 cr
Electric Power Systems
5 cr
Distribution Automation
5 cr
5 cr
2-10 cr
5 cr
Power Electronics Converters
5 cr
5 cr
5 cr
Solar Power Systems
5 cr
Wind Power Systems
5 cr
Demola Project Work
5-10 cr
MINOR IN USER EXPERIENCE 25 CR
Learning Outcomes
Content
Compulsory Courses
- Recommended year of a course: 3 means the first year at Master level
studies and 4 the second year
DEE-23106 Fundamentals of Electrical and Power Engineering 5 cr
DEE-23116 Introduction to Smart Grids
3 cr
3 cr
Total
11 cr
Optional courses should be selected so that the content of the whole minor
is at least 25 credits. Courses DEE-33106, DEE-34106, DEE-34206, DEE53117, DEE-54107, and DEE-24126 focus more on integration of
distributed energy resources and power electronics and courses DEE24116, DEE-24136, DEE-24126, DEE-53117 and DEE-54107 more on
active distribution network management issues.
- The student understands the central concepts in user experience,
human-centered design and psychology. (S)he can apply basic concepts
from psychology to designing technology.
- The student can design and implement simple user interfaces.
- The student can work as part of a human-centered design team and
communicate design needs in the role of a customer.
- The studen knows the central methods in human-centered design and
can apply them in her/his work. (S)he can explain the value and
procedures of human-centered design to others, including corporate
management.
Content
Compulsory Courses
TIE-04100 Käyttäjäkokemuksen perusteet
3 cr
5 cr
5 cr
5 cr
5 cr
Total
23 cr
3 cr
5 cr
TIE-41406 Human-Centered Design Project
5 cr
The first course, TIE-04100 Käyttäjäkokemuksen perusteet is in Finnish. If
you have done a basic course on usability as part of your bachelor studies
you can replace this course by the ones listed as complementary courses.
NANOTECHNOLOGY 25 CR
Person Responsible: Nikolai Tkachenko, Mika Valden, Tapio Rantala
FYS-5416
FYS-5426
FYS-5516
FYS-5526
FYS-5606
FYS-6216
FYS-6226
FYS-6406
FYS-6606
FYS-7306
KEB-65056
KEB-65107
KEB-65127
KEB-65156
KEB-65176
Laser Physics I
4 cr
Laser Physics II
4 cr
Nonlinear Optics I
4 cr
Nonlinear Optics II
4 cr
Semiclassical Light-Matter Interaction
6 cr
Semiconductor Physics I
4 cr
Semiconductor Physics II
3 cr
Advanced Compound Semiconductor Technology 5 cr
Photonics
5 cr
Molecular Modeling of Bio- and Nanosystems 5-8 cr
Spectroscopy and Quantum Chemistry
6 cr
Photochemistry
4 cr
Photochemistry, Laboratory
4 cr
Experimental Optical Spectroscopy
4 cr
Nanochemistry
6 cr
Learning Outcomes
- The student learns the basics of the photochemistry, semiconductor
physics or surface science and achieves the readiness to follow the
development of the area.
- The module gives the theoretical basis and therefore the student has
readiness to find, read and apply information.
design, inspection and development.
- The student has sufficient communication and co-operative skills.
Content
Please consult the professor responsible of the focus area (Molecular
nanotechnology: Helge Lemmetyinen; Nanomaterials Science and Optical
Nanostructures: Tapio Rantala or Mika Valden), if hesitating between
courses.
6 cr
FYS-2306 Electron Spectroscopy
5 cr
FYS-2406 Nanostructures and Elementary Surface Processes 5 cr
FYS-5106
Optics II
6 cr
PHYSICS 25 CR
Person Responsible: Ilpo Vattulainen, Jyrki Mäkelä, Jorma Keskinen
Learning Outcomes
- The student has gained basic knowledge on applied physics in the fields
of optics and photonics, surface and materials physics, or biological
physics. The student understands the theoretical background of physical
phenomena and has basic skills for modeling and experimental work on
these fields.
Content
FYS-3106 Aerosol Physics
FYS-4096 Computational Physics
FYS-5206 Optical Spectroscopy
FYS-6606 Photonics
5 cr
5 cr
5 cr
5 cr
ELT-61406 Radiation Physics
3 cr
FYS-2106
FYS-2306
FYS-3106
FYS-3206
FYS-4096
FYS-4406
FYS-5106
FYS-5206
FYS-6106
FYS-6606
FYS-7106
FYS-7206
Introduction to Surface Science
Electron Spectroscopy
Aerosol Physics
Optics II
Photonics
Biological Physics
6 cr
5 cr
5 cr
5 cr
5 cr
5 cr
6 cr
5 cr
5 cr
5 cr
3-5 cr
3-5 cr
This minor is intended only for international students studying in master’s
degree programmes conducted in English, especially for students studying
Biomedical Engineering as their major. Only intended as a minor.
SIGNAL PROCESSING 25 CR
Person Responsible: Heikki Huttunen, Ireneusz Defee
Learning Outcomes
- After completing this module student can design one- and
twodimensional linear fitlers using suitable programming tools.
- Student is able to find more advanced methods and adapt them to to
solve the problem at hand.
- Student has required background knowledge about multimedia
algorithms and is prepared for advancing studies in this direction.
- Student can solve basic pattern recognition problem.
- Student is able to realize signal processing algorithms in Matlab, C/C++
language or in another similar way.
- After studying the module student is able to answer question "what is
signal processing about".
Prerequisites
As a prerequisite the course ELT-10000 Signals and measurements is
advisable.
Signal Processing
30 cr
Content
Compulsory Courses
SGN-14006 Audio and Speech Processing
5 cr
SGN-16006 Bachelor's Laboratory Course in Signal Processing 5 cr
Total
10 cr
SGN-80000 is compulsory only to those students who have Signal
processing as their major in their B.Sc. degree.
SGN-11000
SGN-11006
SGN-12000
SGN-12006
SGN-13000
SGN-13006
Signaalinkäsittelyn perusteet
5 cr
1
5 cr
1
Kuvan- ja videonkäsittelyn perusteet
5 cr
2
5 cr
2
Johdatus hahmontunnistukseen ja koneoppimiseen 5 cr
3
Introduction to Pattern Recognition and Machine Learning
5 cr
3
SGN-80000 Signaalinkäsittelyn kandidaattiseminaari
0 cr
1 You must choose 1 course. The courses are mutually exclusive and
only one of them can be taken.
2 You must choose 1 course, The courses are mutually exclusive and
3 You must choose 1 course, The courses are mutually exclusive and
The module can be completed with any undergraduate course SGNXXXXX from the Department of Signal Processing.
This study module covers basic methods for automatic processing and
analysis of signals and how they are applied to, among others, images,
sound and video processing as well as in application related to multimedia.
Mandatory courses scope in this module is 25 credit points, they are
selected to provide wide overview of the area related to this module. This
study module fits well as the complementary study for software
engineering, telecommunications, digital and computer systems,
biomedical engineering, electronics, automation and control engineering.
Students from degree programs others than information technology should
take care about about passing the required prerequisite courses on
schedule.
ELT-72206
ELT-73106
ELT-73206
ELT-74206
Implantology
Biodegradable Polymers
Tissue Engineering Applications
3 cr
4 cr
5 cr
5 cr
TISSUE ENGINEERING 25 CR
Person Responsible: Minna Kellomäki
Learning Outcomes
- The student possesses elementary language and communications skills
as well as ability to multidisciplinary team working.
- The student possesses elementary knowledge on various fields of tissue
engineering and a deeper, technically oriented knowledge in one specific
sub-field of tissue engineering.
- The student can interpret the societal meaning and development of tissue
engineering and its sub-fields.
- The student has got an ability to comprehend cross-disciplinary thinking
and scientific working methods.
- The student can follow the development and debate in tissue
engineering.
Content
Compulsory Courses
ELT-61216 Biomedical Engineering: Signals and Systems
3 cr
3 cr
Total
9 cr
ELT-70100 Kudosteknologian perusteet
1 Select only one of these courses.
3 cr
3 cr
1
1
ELT-61100 Ihmisen fysiologia
4 cr
4 cr
ja valmistukselle
3 cr
Tissue engineering studies and develops new and more effective methods
for treating tissue and organ failures of patients. The development of this
kind of new human spare parts for different tissues and whole organs
requires cross-disciplinary integration of knowledge on biomaterials, cell
and tissue biology, and medicine. This minor provides basic knowledge on
cell biology and tissue engineering technologies and regulations needed in
tissue engineering. Only intended as a minor.

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