Tensile Properties and Matrix Microstructure

Transcription

Tensile Properties and Matrix Microstructure
Paper 05-145(05).pdf, Page 1 of 15
AFS Transactions 2005 © American Foundry Society, Schaumburg, IL USA
Relationship Between Tensile Properties and Matrix Microstructure in
Austempered Gray Iron
K.B. Rundman, J.R. Parolini, D.J. Moore
Michigan Technological University, Houghton, Michigan
Copyright 2005 American Foundry Society
ABSTRACT
Gray cast iron cylinder liners (nominally 4.0 CE) were used to produce material for the production of tensile bars austenitized
at two temperatures, 871°C (1600°F) and 927°C (1700°F), and austempered for a variety of temperatures, 260-375°C (500700°F), and times (1 or 4 hours). Tensile tests were performed according to ASTM-E8 and the stress and strain data were
recorded. Tensile results showed significant increases in fracture stress and ductility to fracture over normal grades of gray
cast iron. These beneficial property increases were shown to correlate well with the fraction of austenite present and the
particle size associated with the ferrite in the ausferrite microstructure measured previously by X-ray diffraction (XRD) on
similarly treated coupons.
INTRODUCTION
MATERIAL SELECTION FOR CYLINDER LINER APPLICATIONS
A diesel cylinder liner must be able to withstand a challenging environment, one in which the components are constantly
subjected to high temperatures and a corrosive environment under a cyclic load. These conditions necessitate that the liner
material must have good fatigue properties, excellent dimensional stability and thermal conductivity, as well as be resistant to
corrosive liquids and gases. Additionally, the high production volume of cylinder liners dictate that the material be produced
relatively inexpensively. Gray cast iron, an extensively used material in cylinder liner applications, has excellent thermal
conductivity, good castability and machinability. With the development of more powerful engines it is natural that the liner
material requirements would also need to increase.
The tensile strength of gray iron can be increased with additions of chromium, copper, molybdenum, and nickel and the
dimensional stability at elevated temperatures of gray iron improves with additions of molybdenum, copper, chromium, and
manganese (Goodrich, 2003). Another way to obtain increases in tensile strength of gray iron is to subject the material to an
austempering heat treatment, in which the ferritic matrix of normal cast iron is replaced by an austenitic matrix (Kovacs,
1994 )(Van Maldegiam, 1987).
BASICS OF THE AUSTEMPERING PROCESS
Figure 1 is a schematic phase diagram for a gray cast iron which can be used to illustrate the austempering process.
Step 1. Heating to the austenitizing temperature, Tγ, selects the carbon content of the matrix austenite, Cγo, which will be
attained on holding at Tγ for 1 – 4 hours.
Step 2. Cooling rapidly into the metastable (α + γ) field to an austempering temperature, TA, allows the matrix austenite of
composition Cγo to transform to the two phase ausferrite product, α(0 C) + γ(Cγ). This transformation is normally complete in
1 – 4 hours.
The structural change key to this process is the production of high carbon austenite, Cγ, together with a fine-scale dispersion
of ferrite within the austenite, commonly known as the microconstituent ausferrite (Rundman, 1988). It can be seen in Fig. 1
that the austenite matrix, Cγ ~ 2 wt. Pct, has an MS (martensite start) temperature much below room temperature, TR. Thus the
austenite formed during austempering is stabilized so that the formation of martensite does not occur on cooling to room
temperature. The final structure in service is then an fcc matrix with a fine-scale dispersion of bcc ferrite (or ferrite and
carbide at low TA). The fine-scale dispersion of ferrite in the austenite is thought to be responsible for the higher strengths in
both austempered ductile iron (ADI) and in austempered gray iron (AGI), and the austenitic matrix is responsible for the
improved ductility, especially in ADI (Rundman, 1988)(Van Maldegiam, 1987).
Paper 05-145(05).pdf, Page 2 of 15
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Fig. 1
Schematic Fe-C-Si phase diagram.
FRACTURE MODE IN TENSION FOR GRAY CAST IRONS
The fracture mode of gray iron is fundamentally different than that in ductile iron due to the near continuous nature of the
graphite, and to the sharp tips of the graphite flakes which can act like preexisting cracks. Thus failure occurs by crack
initiation at the tips of graphite flakes, propagating first along the graphite flake and then across the intercellular matrix
space. Clearly it is this matrix between flakes which gives the strength and ductility to gray cast irons. It follows that
austempering will change the matrix and would therefore be expected to affect the tensile properties of the iron. It has been
observed previously that both strength and ductility will increase in gray irons as a result of austempering (Kovacs, 1994) but
there has been no effort to relate the magnitude of the changes to measurable microstructural parameters.
It is the purpose of this work to provide a survey study of the tensile properties of cylinder liner iron, both strength and
ductility, and to relate these to the measured microstructural parameters of austenite volume fraction, Xγ, and ferrite particle
size, dα, both of which had already been documented in this liner material.
EXPERIMENTAL PROCEDURE
The material provided for this study was in the form of commercially produced gray cast iron cylinder liners. The gray iron
was poured at 1349°C (2460°F). The castings were static cast in green sand and shakeout occurred at approximately 538°C
(1000°F). The nominal chemical composition (in wt.%) of the iron is as follows:
3.26 C, 2.25 Si, 0.46 Mn, 0.10 Ni, 0.57 Cu, 0.22 Cr, 0.20 Mo, 0.02 Ti, 0.03 P, 0.04 S
Paper 05-145(05).pdf, Page 3 of 15
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Large sections of the liners (5”x5”x ¾”) were commercially austempered to simulate as closely as possible what would
happen to a real liner. The austempering schedule is indicated in Tables 1 and 2. The selections of these austempering
treatments were based upon kinetic and microstructural studies conducted previously at Michigan Tech (Moore, 2003), the
results of which are used in this paper.
A total of three tensile blanks (each measuring 5”x1”x¾”) were taken from each of the 12 austempering treatments. Sub-size
standard tensile bars (¼” dia. and 1” gage length) were machined from the blanks according to ASTM-E8. The surface of
the gage length was then polished with 600 grit SiC paper so that stress concentrators such as cracks or flaws on the outside
surface were minimized. A schematic depicting a finished tensile bar is shown in Fig. 2.
0.250" dia. ± 0.005
0.437"
1.25" ± 0.02
~3.50"
Fig. 2
Schematic of machined tensile bar (ASTM-E8).
Prior to testing, the average diameter of each gage length was determined by using a micrometer and recording four
measurements of the diameter along the length of the bar. The bars were uniaxially loaded with an Instron 4507 Tensile
Tester equipped with a 45,000 lb load cell and elongations were measured using a ½” extensometer. The crosshead speed
was 0.05 in/min. The load-elongation data were recorded until fracture and then converted into engineering stressengineering strain data. Examples of stress-strain data are shown (later) in Fig. 6.
Transverse sections of the gage lengths less than 1/4” from the fracture surfaces were metallographically prepared and high
magnification digital micrographs were obtained. Also, five Vickers Macrohardness measurements (10 Kg load, 10 s dwell
time) were recorded on each section. These data were then converted into Brinell hardness numbers (BHN) to allow easy
comparison with the hardness data reported in the literature.
RESULTS AND DISCUSSION
All of the tensile and hardness data are given in Table 1. Averages of the tensile data are given in Table 2 together with the
results of the X-ray study, measurements of Xγ and dα.
METALLOGRAPHY
Figure 3 shows high magnification digital micrographs (scale bar = 20 µm) that are representative of the structures obtained
after a four hour austemper for the six different treatments. From the perspective of the optical microscope, the matrices for
all 6 of the austempering treatments appear to be completely transformed into the Stage I product. In actuality, the matrix is
only partially transformed at the 260°C austempering temperature, as shown by austenite carbon content data in the next
section. The ausferrite structure coarsens as the austempering temperature, and to a lesser extent the austenitization
temperature, increases.
Paper 05-145(05).pdf, Page 4 of 15
AFS Transactions 2005 © American Foundry Society, Schaumburg, IL USA
(a) Tγ = 871o C, TA = 260o C
(b) Tγ = 871o C, TA = 316o C
(c) Tγ = 871o C, TA = 375o C
(d) Tγ = 927o C, TA = 260o C
(e) Tγ = 927o C, TA = 316o C
(f) Tγ = 927o C, TA = 375o C
Fig. 3
AGI micrographs after a 4-hour austemper.
Kinetics of the Ausferrite Transformation
The following kinetic data is based on the previous foundational research conducted by the authors to determine the
austempering times required to produce fully transformed gray iron structures in this liner material (Moore, 2003). Further
elaboration is required here to allow an explanation of the tensile results, especially at 260°C. A fully transformed iron
would have an austenite content at the metastable boundary (see Fig. 1), a boundary which can be determined by a
measurement of the lattice parameter with XRD. The projected (α+γ)/γ phase boundary determined by the X-ray
measurements made on this austempered gray iron is shown in Fig. 4. The carbon content of iron which was austenitized and
water quenched is also shown in Fig. 4. This was obtained from the peak positions of the retained austenite in the quenched
patterns. Metastable boundary data points at 316 and 375°C are averages of the data taken including and after the data at 64
minutes. The data point at 300°C is the average of the data taken in the stability study at 300°C (Parolini, 2003). These three
data points were used to project a boundary at 260°C of ~2.06 wt. Pct. carbon. The actual data points at 260°C for 1 (64 min)
and 4 (256 min) hours show the carbon content in the austenite after quenching from 871 (open diamonds) and from 927°C
(closed diamonds) did not reach the projected phase boundary meaning that the transformation had not been completed at
260°C.
Dashed curved lines are sketched in to indicate the very slow kinetics of carbon diffusion below 300°C, and especially at
260°C. It can be seen from Fig. 4 that the extent of diffusion after 1 hour at 260°C is such that the carbon content is only
about 50% of the way to the projected phase boundary. It is reasonable to assume from this figure that the intercellular
regions in these specimens should contain some martensite due to insufficient carbon enrichment of the austenite in these last
to transform regions. This is in stark contrast to conclusions made solely by observations with the optical microscope, where
after 1 hour at 260°C the matrix appeared to be completely transformed into the very fine ausferrite product. A more graphic
picture of the very large difference in the rate of carbon transfer in the austenite is shown in Fig. 5 from specimens
austenitized at 871°C. However the most important detail for this tensile work is that the ausferrite transformation is not
complete at 260°C for the 1 and 4 hour cycles, a result which has a pronounced impact on mechanical properties.
Paper 05-145(05).pdf, Page 5 of 15
AFS Transactions 2005 © American Foundry Society, Schaumburg, IL USA
Fig. 4
Phase boundary for (α+γ)/γ determined by XRD.
Fig. 5
Rate of carbon transfer in austenite.
TENSILE AND HARDNESS RESULTS
The tensile and hardness data for all bars are reported in Table 1 for the 6 austempering treatments. The ductility is reported
as the total strain (elastic plus plastic) multiplied by 100. It has been reported (Akers, 2002) that the nominal fracture stress is
~45 Ksi and the total elongation ranges between 0.5 and 0.75 percent for this as-cast inoculated pearlitic gray iron. It can be
seen from TABLE 1 that most of the austempered iron had a larger ductility than the as-cast values, and all of the
austempered irons had much greater fracture stress than the as-cast values.
Paper 05-145(05).pdf, Page 6 of 15
AFS Transactions 2005 © American Foundry Society, Schaumburg, IL USA
Austempering
Treatment
(°C)
871-260
871-316
871-375
927-260
927-316
927-375
Test No.
TABLE 1.
Ductility
(%)
Average Tensile And Hardness Data
Ductility
Fracture
BHN
(%)
Stress (Ksi)
(Kg/mm2)
1 hour Austemper
1
2
3
Average
1
2
3
Average
1
2
3
Average
1
2
3
Average
1
2
3
Average
1
2
3
Average
1.03
1.15
1.12
1.10
1.32
1.28
1.21
1.27
1.55
1.39
1.25
1.40
0.98
1.03
0.77
0.92
1.42
1.16
1.42
1.34
1.00
0.76
1.67
1.14
83.8
89.7
85.4
86.3
78.9
69.5
69.8
72.7
61.8
57.6
54.6
58.0
74.9
66.7
58.7
66.8
85.6
77.5
86.2
83.1
55.1
51.9
61.5
56.2
Fracture
Stress (Ksi)
BHN
(Kg/mm2)
4 hour Austemper
380
408
388
392
304
319
318
314
253
247
239
246
388
379
375
381
314
309
324
316
261
239
251
250
1.47
1.20
1.16
1.28
1.15
1.45
1.39
1.33
1.45
1.62
1.62
1.56
1.02
1.05
0.99
1.02
1.33
1.17
1.28
1.26
1.82
1.43
1.85
1.70
87.6
84.9
87.7
86.7
76.3
73.7
70.9
73.6
57.9
59.3
59.5
58.9
76.3
82.2
79.5
79.4
76.8
79.7
81.4
79.3
65.7
62.2
65.3
64.4
396
378
390
388
335
322
300
319
252
242
244
246
387
392
368
382
303
-336
319
256
244
246
249
Figure 6 shows stress-strain curves for the specimens that gave the minimum and maximum elongations at each austempering
temperature for the 871°C austenitizing temperature. From these data, it appears that this gray iron becomes stronger and
less ductile as the austempering temperature is decreased over the range from 375 to 260°C.
Paper 05-145(05).pdf, Page 7 of 15
AFS Transactions 2005 © American Foundry Society, Schaumburg, IL USA
100
90
260C max
260C min
80
316C min
316C max
70
σ E (Ksi)
60
375 max
50
375C min
40
30
20
10
0
0.000
0.003
0.006
0.009
0.012
0.015
0.018
ε E (in/in)
Fig. 6
Selected stress-strain curves for Tγ = 871°C.
EFFECT OF AUSTEMPERING TEMPERATURE ON MECHANICAL PROPERTIES
Hardness and Fracture Stress Vs. Austempering Temperature, TA
The hardness decreases linearly with increasing austempering temperature for both the 871 and 927°C austenitizing
temperatures, Fig. 7, in accordance with the coarsening of the ausferrite (see micrographs in Fig. 3 and particle size data in
Table 2). This is similar to what is observed in ADI.
Figure 7 also shows that, similar to the hardness dependence on TA, the average fracture stress decreases with increasing
austempering temperature for the lower (871°C) austenitizing temperature. However, the higher (927°C) austenitizing
temperature does not exhibit this same behavior. The maximum fracture stress for the 927°C treatments occurs at 316°C for
the 1 and 4 hour austempering cycles. This maximum stress at the 316°C austempering temperature is apparently a result of
the ausferrite kinetics being so sluggish at the 260°C austempering temperature (see Figs. 4 and 5), resulting in the ausferrite
transformation being incomplete and the intercellular regions containing some martensite. In fact, austempering for a longer
time at 260°C would in all probability increase the fracture stress above the value for 316°C, as shown by the substantial
increase in the fracture stress (67 to 79 Ksi) as the austempering time is increased from one to four hours.
Ductility Vs. Austempering Temperature, TA
Figure 8 clearly shows that gray cast iron, even in the austempered condition, displays only a marginal amount of ductility
(<1.8% total elongation). However, austempering does appear to significantly improve the ductility (as much as a factor of
2-3) when compared to the as-cast inoculated pearlitic gray iron, which ranges from 0.5 to 0.75% (a strain of 0.005 – 0.0075).
Examination of Fig. 8 also shows that the ductility improves as the austempering temperature is increased. These results are
similar to that observed in ductile iron and points to the presence of the fcc austenite phase as the matrix rather than ferrite,
and increasing amounts of austenite as TA increases.
Paper 05-145(05).pdf, Page 8 of 15
AFS Transactions 2005 © American Foundry Society, Schaumburg, IL USA
90.0
FS 871 C
570
FS 927 C
80.0
Hardness 871 C
Hardness 927 C
70.0
520
927/260/1hr
420
370
50.0
320
40.0
270
30.0
250
220
270
290
310
330
350
370
390
Austempering Temperature, deg. C
Fig. 7
Effect of austempering temperature on the fracture stress and hardness.
1.8
1.6
1.4
1.2
1.0
0.8
Ductility in this As-Cast Pearlitic Iron
0.6
0.4
871/260
871/316
0.2
871/375
927/260
927/316
927/375
0.0
250
270
290
310
330
350
370
Austempering Temperature, deg. C
Fig. 8
Effect of austempering temperature on ductility.
390
BHN (Kg/mm2)
470
60.0
% Ductility
Fracture Stress (Ksi)
927/260/4hr
Paper 05-145(05).pdf, Page 9 of 15
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Fracture Stress Vs. Hardness
Stress versus hardness behavior can be useful because it relates a mechanical property which requires a significant time
commitment to obtain (strength) to a relatively easy measurement to record (hardness). An estimate of the fracture stress can
then be interpolated from the hardness.
Figure 9 compares the stress versus hardness behavior for this AGI versus data reported in the literature for AGI’s of similar
treatments and alloy compositions (Kovacs, 1994)(Van Maldegiam, 1987) as well as inoculated pearlitic gray irons
(Goodrich, 2003). The AGI studied here compared with the AGI’s studied by previous researchers display a much higher
fracture stress (~20%) while exhibiting a similar hardness for all comparable austempering treatments. This graph also
shows that austempering over the range from 260 – 375°C results in much higher fracture stress and hardness values than are
possible with even the finest pearlitic gray irons.
100
260o C
90
316o C
Fracture Stress (Ksi)
80
375o C
70
60
50
40
871/260
871/375
927/375
927/260/4
Kovacs 871/316/2
Van Mald 843/343/2
Van Mald 843/316/2
Inoculated Pearlitic
30
20
10
0
150
200
250
300
871/316
927/316
927/260/1
Kovacs 871/371/1
Kovacs 871/260/3
Van Mald 899/316/2
Van Mald 954/316/2
350
400
450
Brinell Hardness, HB
Fig. 9
Fracture stress versus hardness.
EFFECT OF MATRIX MICROSTRUCTURE ON MECHANICAL PROPERTIES
TABLE 2 lists the averages of the austenite volume fractions and the effective “particle size”, dα, of the ferrite in the
ausferrite product measured by X-ray diffraction (XRD) experiments performed previously on this AGI (Parolini, 2003). The
austenite volume fraction was determined using the direct comparison method. The effective “particle size” was estimated
using the Scherrer equation. These procedures and calculations have been used extensively in the past by researchers at
MTU, as well as other institutions, and additional information pertaining to the methodology can be found elsewhere (Cullity,
2001)(Rouns, 1991)(Van Maldegiam, 1987).
Paper 05-145(05).pdf, Page 10 of 15
AFS Transactions 2005 © American Foundry Society, Schaumburg, IL USA
Austempering
Treatment (°C)
TABLE 2. Averages OF Xγ and dα in the Fully Austempered Product
Austempering
Fracture Stress
BHN
Ductility
Xγ
Time (Hrs)
(Ksi)
(Kg/mm2)
(%)
1
4
1
4
1
4
1
4
1
4
1
4
871/260
871/316
871/375
927/260
927/316
927/375
86.3
86.7
72.7
73.6
58.0
58.9
66.8
79.4
83.1
79.3
56.2
64.4
392
388
313
319
246
246
381
382
315
319
250
248
1.10
1.28
1.27
1.33
1.40
1.56
0.92
1.02
1.34
1.26
1.14
1.70
dα
(Å)
0.18
0.25
0.23
0.30
0.39
0.44
0.22
0.23
0.33
0.30
0.41
0.44
101
101
142
144
195
199
102
103
150
145
201
199
Tensile Properties Vs. Ferrite Particle Size, dα, and Austenite Fraction, Xγ
Figures 10 – 13 illustrate plots of fracture stress, and ductility vs. Xγ and dα. It can be seen that, in general, the fracture stress
decreases with increasing Xγ and decreases with increasing dα while the ductility does the opposite, increasing with
increasing Xγ and increases with increasing dα.
The austenite volume fraction present in the ausferrite has a significant effect on the mechanical properties of AGI. From
Fig. 10, the fracture stress (and hardness) decrease with an increasing volume fraction of austenite in the ausferrite product.
This leads to the fact that austempering at lower temperatures will result in stronger components due in part to the ausferrite
constituent containing less austenite.
100
700
90
600
Fracture Stress (Ksi)
2
Brinell Hardness (Kg/mm )
80
500
70
60
400
50
300
40
30
200
20
100
Fracture Stress
Hardness
10
0
0
0.0
0.1
0.2
0.3
0.4
0.5
Austenite Fraction, Xγ
Fig. 10 Effect of austenite fraction on the fracture stress and hardness.
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The amount of austenite present in the ausferrite product should also have a significant impact on the ductility of this AGI.
The data in Fig. 11 clearly show that the ductility improves with increasing amounts of austenite from ~1% for 260°C to as
high as 1.7% total elongation for 375°C. Again, keep in mind that the 927/260 specimens have not been fully austempered,
and therefore, the intercellular regions contain some martensite. As previously mentioned, this as-cast pearlitic iron
reportedly exhibits elongations between 0.5 and 0.75%. Extrapolating the trendline in Fig. 11 to Xγ = 0 gives an elongation
of 0.72% which is in agreement with these reports, however, many other factors influence the observed ductility, as indicated
by the relatively low R2 value of 0.56. The graphitic structure, not the matrix, will in large part determine the amount of
elongation in gray irons, austempered or otherwise. Porosity or other casting related defects will also dramatically affect the
elongation. No quantitative measurements were performed on the graphitic structure or the possible presence of defects
during this study.
1.8
1.6
1.4
As-Cast
Pearlitic Iron
Ductility (%)
1.2
1.0
0.8
0.6
%Ductility = 1.79Xγ + 0.72
2
R = 0.56
0.4
0.2
871/260
871/316
871/375
927/260
927/316
927/375
0.0
0.0
0.1
0.2
0.3
0.4
0.5
Austenite Fraction, Xγ
Fig. 11 Effect of austenite fraction on ductility.
In addition to the amount of austenite in the ausferrite constituent, the size or scale of the ausferrite will also have a
significant effect on the fracture stress, ductility, and hardness of this AGI. As might be expected, the fracture stress and
hardness increase (see Fig. 12) and ductility decreases (Fig. 13) with increasing fineness of the ausferrite. However, it should
be noted that measuring the ferrite “particle size” based on the amount of XRD peak broadening has many inherent problems.
In this case, the broadening which occurs has been attributed solely to a decreasing ferrite “particle size.” In fact, there are
other contributors to XRD peak broadening most notably any strain present in the lattice from the casting process. Therefore,
this analysis will predict a smaller particle size than actual but remains useful because the relative magnitudes should still
follow in the same manner (lower austempering temperature gives a finer particle size).
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700
100
90
Fracture Stress (Ksi)
500
70
60
400
50
300
40
30
200
20
100
Fracture Stress
Hardness
10
0
75
100
125
150
175
200
0
225
dα (Angstroms)
Fig. 12
Fracture stress and hardness versus ferrite particle size.
1.8
1.6
1.4
Ductility (%)
1.2
1.0
0.8
0.6
0.4
0.2
0.0
75
100
125
150
175
dα (Angstroms)
Fig. 13 Ductility versus ferrite particle size.
200
225
Brinell Hardness (Kg/mm2)
600
80
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DEVELOPMENT OF EXPERIMENTAL MODELS
Multiple linear regression (MLR) analyses (least-squares fits) were performed on the data in TABLE 2 to relate mechanical
property data to the heat treatment parameters, and separately, to the matrix microstructure, which is in large part dependent
upon the specific heat treatment. In the end, the objectives of these analyses are to determine the relative significance that
each of the individual heat treatment parameters and structural features of the matrix have on mechanical properties. It has
already been established that the ausferrite transformation in the 927/260 treatments is far from being complete (see Figs. 4
and 5) and the resulting structures contain some martensite, and consequently, these data are ignored in the following
regression analyses.
MODELING THE EFFECTS OF AUSTENITIZATION TEMPERATURE, AND
AUSTEMPERING TEMPERATURE AND TIME ON MECHANICAL PROPERTIES
The sensitivity that a mechanical property has on the heat treatment parameters (e.g. Tγ, TA, and tA) is a practical concern to a
heat treating operation. From this knowledge, the heat treatment can be tailored to meet the design requirements of the iron.
With this in mind, MLR analyses were performed on the data in TABLE 2 (with the exception of 927/260 data) to model the
dependence that hardness (BHN), fracture stress (FS, in Ksi), and ductility (total strain at fracture multiplied by 100) have on
the heat treatment parameters, the results of which are listed as Eqs. 1-3. The temperatures are in degrees Celsius and the
time is in hours.
BHN = 693 + 0.016(Tγ ) − 1.23(T A ) + 0.186(t A ) (R2 = 0.99)
FS = 68.2 + 0.101(Tγ ) − 0.267(T A ) + 0.44(t A )
Equation 1
2
(R = 0.94)
% Ductility = 0.912 − 0.00058(Tγ ) + 0.002(TA ) + 0.059(t A ) (R = 0.61)
2
Equation 2
Equation 3
MODELING THE EFFECTS OF AUSTENITE VOLUME FRACTION AND
FERRITE PARTICLE SIZE ON MECHANICAL PROPERTIES
Following the construct of the previous method, MLR analyses were performed on the data in TABLE 2 (again with the
exception of the 927/260 data) to develop mathematical models exploring the dependence that hardness, fracture stress, and
ductility have on the austenite volume fraction, Xγ, and the ferrite “particle size”, dα, in the Stage I product (which should
display a Hall-Petch type relationship). The experimental models obtained from the MLR analyses are listed as Eqs. 4-6 with
dα in Angstroms and Xγ being unitless.
⎛ 1 ⎞
⎟ (R2 = 0.99)
BHN = −73 − 33.5(X γ ) + 4755⎜
⎜ d ⎟
⎝ α ⎠
⎛ 1 ⎞
⎟ (R2 = 0.81)
FS = −7.37 + 0.42(X γ ) + 971⎜
⎜ d ⎟
⎝ α ⎠
⎛ 1 ⎞
⎟ (R2 = 0.49)
% Ductility = 0.25 + 1.97(X γ ) + 5.45⎜
⎜ d ⎟
⎝ α ⎠
Equation 4
Equation 5
Equation 6
Standardized regression coefficients were calculated in order to remove the dimensionality and scale between the variables
and allow for determining the relative importance between the particle size and austenite volume fraction. Obtaining
standardized coefficients first requires that data in all sets (both predictors and response) are normalized by Eq. 7 after which
follow the traditional MLR analyses.
xs =
xi − x
σs
Equation 7
In Eq. 7, the xi are the individual data points (FS, %Ductility, BHN, Xγ, and dα), the xs are the corresponding standardized
values, x-bar is the average for each data set and σs is the standard deviation for each data set.
The models developed from the standardized data [ the (*) next to each mechanical property indicating normalized results]
are listed as Eqs. 8-10.
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AFS Transactions 2005 © American Foundry Society, Schaumburg, IL USA
⎛ 1 ⎞
⎟ (R2 = 0.99)
BHN * = −0.055(X γ ) + 0.944⎜
⎜ d ⎟
⎝ α ⎠
⎛ 1 ⎞
⎟ (R2 = 0.81)
FS * = 0.003(X γ ) + 0.91⎜
⎜ d ⎟
⎝ α ⎠
⎛ 1 ⎞
⎟ (R2 = 0.49)
% Ductility* = 0.99(X γ ) + 0.33⎜
⎜ d ⎟
⎝ α ⎠
Equation 8
Equation 9
Equation 10
It is of particular interest to examine the coefficients in Eqs. 8 - 10 in view of the particular mechanical properties of
hardness, tensile strength and ductility. Equation 8 shows that the relative importance of the austenite volume fraction and the
ferrite particle size in determining the hardness is such that the particle size is a factor of 17 more important. This is not
surprising in view of the fact that a hardness test is essentially a compression test where the near continuity of the graphite is
much less important than it is in tension. The presence of the soft graphite, by the rule of mixtures, only serves to diminish
the hardness equally in all specimens because the graphite volume fraction remains relatively unchanged from one specimen
to another. An increase in volume fraction of austenite in the amount observed in the experiment as the austempering
temperature increases would, of itself, be expected to have only a small effect because austenite is only marginally softer than
ferrite. In fact, Eq. 8 shows that increases in Xγ will serve to slightly decrease the BHN. Thus the major contributor to the
observed hardness change with heat treatment stems from the microstructural scale observed, it being much finer at low TA
than at higher TA. As fine pearlite is much harder than coarse pearlite, so fine ausferrite is expected to be much harder than
coarse ausferrite.
Equation 9, representing the tensile fracture stress, is quite similar to the BHN results (Eq. 8) in that the scale of the
microstructure is the most important factor in determining the fracture stress. On the other hand, Eq. 10, representing tensile
ductility, shows relative values of the coefficients describing the effect of Xγ and dα are much closer to one another, and that
the effect of the austenite volume fraction is more important than particle size of the ferrite. This is intuitively correct because
austenite is nominally more ductile than ferrite (Smith, 1981). On the other hand the decreasing ductility with decreasing
particle size is a natural consequence of increasing strength observed in all engineering alloys. Of course the relatively low
correlation in this data set (R2 = 0.49) likely reflects the scatter normally found in ductility measurements in gray cast iron.
CONCLUSIONS
1.
2.
3.
4.
Austempering results in substantial improvements in the tensile properties of this gray iron with significant increases in
both the strength and ductility (by as much as factors of 2 and 3, respectively) depending upon the particular
austempering cycle compared to as-cast nominal values.
An optimum heat treatment cycle to produce a quality liner material from this particular gray iron would be Tγ=871°C
for two hours, TA=316°C for one hour.
Hardness and Fracture Stress are well-behaved with heat treatment conditions as described by Eqs. 1 and 2 with the
austempering temperature appearing to play the dominant role in the resulting values.
The relative importance that the microstructural scale of the matrix, measured by dα, and the amount of austenite in the
structure, measured by Xγ, are illustrated to a degree in Eqs. 8-10. It appears that the particle size is much more
influential on the hardness and fracture strength than the austenite volume fraction, as evidenced by the large disparity in
the standardized regression coefficients (Eqs. 8 and 9). On the other hand the ductility appears to be largely dependent
on the matrix composition, increasing with higher amounts of austenite (Eq. 10).
ACKNOWLDEGMENTS
The authors would like to express our appreciation to the Department of Education for its financial support and Caterpillar
for supplying the cast material. A special thanks is reserved for Dr. K. Hayrynen from Applied Process Inc. for her
assistance with the commercial heat treatments and also the numerous helpful comments and suggestions she provided during
the course of this work.
Paper 05-145(05).pdf, Page 15 of 15
AFS Transactions 2005 © American Foundry Society, Schaumburg, IL USA
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