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normalized phase
1.0025
1.002
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1
−40
−30
−20
−10
0
10
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distance in azimuth from the target in meters
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'
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'
'
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Target range compressed, unwrapped phase history
600
no motion
with motion
500
400
300
200
radians
100
0
−100
−200
−300
−400
−500
−40
\&);<76.1=b4PO
9!;1Y,
−30
g91F9
e
GF9
h!"BC
−20
−10
0
10
20
azimuth distance from nominal range to target
:
Eo29:
h!"::96
91F9
J9@^l9loB,
30
40
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b<b
601.5
bin 494
range to target in meters
601
bin 493
600.5
600
bin 492
599.5
−40
\&);<76.1=3b 4 L
)
2<;9
−30
−20
−10
0
10
20
azimuth distance in meters from nominal range to target
9@%
PQ91F9
B:mGF9
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HF
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2
4
4
6
6
8
8
10
12
14
14
16
16
18
18
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>
1000
1500
2000
azimuth sample
91F9
8
C91\:
112G@]59:!X1\
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9!;F\>2i,
10
12
500
40
abs target returns with cross−track motion
range bin
range bin
abs target returns no cross−track motion
30
2500
500
1000
1500
2000
azimuth sample
2500
2
:
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frequency filtering
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sum absolute error
1000
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window size in samples or Hz
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−7
roll error
x 10
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1
0.5
0
0.5
1
−7
0
x 10
1.5
pitch error
2
1.5
azimuth error
2
2.5
4
x 10
degrees
−0.5
−1
−1.5
−2
0.5
1
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degrees
2
x 10
2.5
4
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1.5
1
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0.5
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1
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2
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roll error
x 10
degrees
15
10
5
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0.5
1
−4
x 10
1.5
pitch error
2
1.5
azimuth error
2
2.5
4
x 10
degrees
0
−5
−10
−15
0.5
1
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2.5
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x 10
degrees
5
0
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−4
roll error
x 10
degrees
0
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−2
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0.5
1
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x 10
1.5
pitch error
2
1.5
azimuth error
2
2.5
4
x 10
degrees
0
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0.5
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x 10
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2
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roll error
max
mean
min
degrees
0.08
0.06
0.04
0.02
0
0
1
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pitch error
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azimuth error
2
2.5
3
4
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max
mean
min
0.08
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0.5
0.06
0.04
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0.5
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0
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,K@>@A&)@17606= B>& E 7:LS,K@1&DG<96BPB1&)96(?= R6LD,K@1IUG/. E ,K@1@1&)@A7:06= &D9IUG<. E ,K@A&)G<9 &)B 06=CRT=C9606=?0 76R G<9 &D9 @A*:=
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9-,^Q&);%,K@1&DG<9FB>& E 76LD,K@A&)G<9 R6.>G(C=?067:.1=Z,/960 R6.1=CB1=C9Y@1Ba@1*6=?&)..1=?B>76L)@1B?4
& E 76LS, @A=?0 ,K@1@1&)@A7:06=,/960 R G<B>&)@A&)G<9 0-, @+,,/.>=(?.1=?,K@A=C0 ,/960H76B1=C0 &M@A* @1*6=9-,^Q &D;%,K@1&DG<9
=?XY7-, @A&DG/93@1GPQ<=C.1&MI $ &)@AB',/(C(?76.1,/( $ 4*6= B $ 9%@A*6=]@A&D( ,K@1@1&)@17606=
0-,K@A, *-,KB'@1*6= B1, E =
R6.>G<R =?.>@1&D=CB
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d b 4 *6=`QK,/L)76=?B 76B>=?0 IUG<.H@A*:=`R G<B1&M@A&)G<9 0-,K@+, ,/.1= c d L E
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E G06=CLDBH@A*6=3 R6LS,K@>IUG<. E :$ &)96; 96G/.>@A* &)@A* , Q<=CLDG (?&)@ $ G/HI L9L E KB?4 *6= 06G 9
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, E , & E 7 E ,/(?(C=?L)=?.A, @A&DG/9 aG/.>@A* :,/B@ 6,K960 06G 9 G/I O O:d O O6d :,/9:0 Rd O b/c E KB 4[*6=CB1=
QK,/LD7:=?B .>=?R6.>=?B1=C9%@ , E , & E 7 E GKI, # G<7@H, c L ,/(C(?=?L)=?.1,K@A&)G<9 &D9 =?,/(+* 06&D.>=?(C@1&DG<9 [B1G &)@
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@A*:= ,K@1@1&)@17606= B>& E 76LD,K@A&)G<96B @1*6= = =C(C@ABGKI@1*6= .>G/@+,K@1&DG<9`G/I@A*6= ,K.>@A* ,K960 @A*6= OG TB1=]@
,/96;/LD=?B,K.1=
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9-,^Q &D;%,K@1&DG<9 B1& E 76LS,K@1&DG<9:B
d<4aN.>=^,K@1=R G<B1&M@A&DG/9 %Q<=?L)G(C&)@ $ :,/9:0 B1R =?(C&)V-(IUG/.1(?= ) ' 0-,K@+,Z&D9P@1*6=96, Q &);%,K@A&)G<9HIU.A, E =, @
@1*6=
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:4'O'B1=@A*6= ,K@>@A&M@A7606=06,K@+, @AG (?.>=^,K@1=@A*6=
06&).1=?(]@A&)G<9F(?G<B>&D96= E ,K@A.>&D(C=?B F ' 4
O64 .A,/9:B1R G<B1=
@A*6=
06&).1=C(C@A&)G<9F(?G/B1&D9:= E ,[email protected]&D(C=?B F ' 4*6= E ,K@A.>&D(?=CB # =?(?G E = F ' 4
L4a`7:L)@A&)R6L $ @A*6= 9-,^Q &D;%, @A&DG/93IU.1, E =
B>RT=C(?&)V6( IUG<.>(?= 0-,K@A, #%$ @A*6= F ' E ,[email protected]&D(C=?B@[email protected],/96B IUG<. E @1*6=
B1R =?(?&MV-(IUG<.1(C=@AG @A*6= # G0 $ IU.A, E = ) ]4
S:4'=?B1, E R:LD= ) @AG @A*:=Z,K(?(?=CLD=C.1G E =C@1=?.BA, E R6L)=.A,K@1= L/c<c 4
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0-,K@A,:4
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,
- G<.9:G<&DB $ B1& E 76LS, @A&DG/96BW,/0:0`96G/&DB1= 1@ G @A*6= # G0 $ .A,K@1=?B?4
# *:=?9F@A=CB>@A&)96; # &D,/BN= =C(C@1B,/060 , (C<G 96B>@A,/9%@@A=C. E @AG =?,/(+*3, &DB E =^,KB176.>= E =?9%@ABC4
J ( I W,K9Y@1=?0`X 76,/9%@A& C= # G 0 $ .1,K@A=CB?4
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G # @+,/&)9 F ' 4
N:4 .A,/9:B>IUG<. E # G 0 $ IU.A, E =B1R =?(C&)V-(IUG<.>(?=
0-,K@A, @1GP96, Q &);%,K@A&)G<9 IU.A, E = ) ' F ' ) 4
d c:4 96R:7:@@A*6= B1R =?(C&)V-(IUG<.>(?=
9-,^Q &D;%,K@1&DG<9FIU.1, E =06,K@+, &D9 =CX 76,K@A&)G<9 :O 4 b @1GP;<=]@',/(?(C=?L)=?.A, 1@ &DG<9F&)9 @1*6=
9-,^Q &D;%,K@1&DG<9 IU.1, E =/4
d<d<4''7 E =C.1&)(^,/L)L $ &D9%@A=C;<.A, @A=[@A*:=96, Q &);%,K@A&)G<9 IU.A, E =,/(C(?=CLD=?.1,K@A&)G<9 @AGG # @+,/&)9
@1*6=9-,^Q &D;%,K@1&DG<9
IU.1, E = Q/=?L)G(C&)@ $ 4
, = E G Q<=
@A*6= ,/(C(?=CLD=?.>G E =C@A=C. # &S,KB1=?B&MI @1*6= $ ,K.1=&D9:(?LD7:06=?0_4
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IU.1, E =R G<B>&)@A&)G<9_4
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K ; =$ 3:-$:!>$
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,KI @1=?. <c B G/I L L d c E c d c E ,K960 d L d c E ,/B B1*6G 9&D9 \&);<76.1=
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@A*6= =?.>.1G<.
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S%b
−6
N position error
x 10
meters
4
2
0
2000
4000
6000
8000
E position error
10000
12000
14000
2000
4000
6000
8000
D position error
10000
12000
14000
2000
4000
6000
8000
10000
number of samples (500 Hz)
12000
14000
−6
meters
x 10
2
1
0
−8
meters
0
x 10
−5
−10
−15
\&);<76.1=O64 L
y!;!;1Z
9VH!"1F1!X:
y@]
6517
!"IE%O!;
1R=5!;F!"1
c7H2!;1i,
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E =^,/B>76.1= E =C9Y@1B ,/9:03@1*6= ,K(?(?=CLD=C.1G E =C@1=?.1B'&DB'&D9:(?LD7:06=?0_4 *6= E , & E 7 E =C.1.1G/. ,/B'B1*6G 9 &)9
\&);<76.1H= O6T4 S 76B>&D96;P@A*6= XY7-,/9%@1& ?=C0 0-,K@A, &DB NP( E LP( E _,/9:0 Zd L ( E 4 *6=C9 @A*6= aO
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@AGa@A*6=WaO E =^,/B>76.1= E =C9Y@1B?4[*:= E =?,/B17:.1= E =?9%@9:G<&DB>=N&DB E G 06=CLD=?0 ,/B[.1,/9606G E 96G/&DB1= &)@1* ,
B>@A,/960-,K.10 06=]Q &S,K@1&DG<9 =?XY7-,/L @AG @A*6=Zd QK,/L)76=?B&D9P\, # LD=CB:4QLZ,K960 :4TS *6&)(+* &DB ,/060:=?0 @1GZ@A*:=
,/(C(?=?L)=?.>G E =]@A=C.a,K960; $ .>G 0-,K@A, # =CIUG/.1= &)@&DBXY7-,/9%@1& ?=C0_4 GP(C.1=^, @A= ,K9`=C96B1= E # LD= G/I.>=?B>76L)@1B
S
N position error
meters
0.08
0.06
0.04
0.02
0
2000
4000
6000
8000
E position error
10000
12000
14000
2000
4000
6000
8000
D position error
10000
12000
14000
2000
4000
6000
8000
10000
number of samples (500 Hz)
12000
14000
meters
0.03
0.02
0.01
0
−3
meters
0
x 10
−5
−10
−15
\&);<76.1= O64TS
+!"!;13
9H!"1FZ:617
!"%EO>!;Tc5H917!;f!;1B1!"
+O!;U
1=! w
F!;1g
c7H!"1i,
−3
N position error
x 10
meters
10
5
0
2000
4000
6000
8000
E position error
10000
12000
14000
2000
4000
6000
8000
D position error
10000
12000
14000
2000
4000
6000
8000
10000
number of samples (500 Hz)
12000
14000
0
meters
−0.005
−0.01
−0.015
−0.02
−3
x 10
meters
3
2
1
0
\&);<76.1= O64 U
>
%~!;!;1U
9>H2!"1F:61\
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91ET$}&+n
59!"1FZO!;T
N1R=5!"F!;1P
c5H!;1i,
S9O
E
North position error
max
mean
min
meters
2
1
0
0
5000
10000
15000
10000
15000
East position error
max
mean
min
meters
2
1
0
0
5000
Down position error
max
mean
min
meters
0.6
0.4
0.2
0
0
\&);<76.1= O64TM
5000
10000
number of acceleration samples (500 Hz)
08|!XLH
91
15000
912EN8!"12!"LH2D2:<"H:
s
1:
L2<;
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9 929!"1
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56kH211!"1FZ
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,K@ =^,K(+* ,/(C(?=?L)=?.>G E =]@A=C.ZB1, E R:LD= @A& E = &)B
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R G<B1&M@A&DG/9F=?.1.>G<. #%$ E G/.1= @A*6,/93,/9`G/.106=C.G/I E ,/;<96&M@A760:=/4
K K =$ 3:-$:!>$
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@A*:= R6.1=]Q &DG<76BZG<96= &)BZ.>769 &)@1* ,(CG<96B>@A,/9%@H,/060:=?0 @AG`=^,/(+* ,/(C(?=CLD=?.>G E =C@A=C. E =^,/B>76.1= E =C9%@
E G06=CLD&)96; ,/9 ,/(?(C=?LD=C.1G E =C@1=?. # &D,/B?4 Q<=CLDG (?&)@ $ E =?,/B176.>= E =?9%@ABZ,/.>=P,KLDB1G B>& E 76LD,K@A=C0 #Y$
76B>&D96; @A*6= 9-,^Q &D;%,K@1&DG<9 IU.A, E =Q<=CLDG (?&M@ $ 0-,K@+, 06=?(C& E ,K@A=C0`IU.>G E L/c<c @AGd^cP <4a,K9606G E
SL
meters
North position error
max
mean
min
0.2
0.1
0
0
5000
10000
15000
10000
15000
East position error
max
mean
min
meters
0.3
0.2
0.1
0
0
5000
Down position error
max
mean
min
meters
0.4
0.2
0
0
\&);<76.1= O64TN
5000
10000
number of acceleration samples (500 Hz)
08|!XLH
91
912EN8!"12!"LH2D2:<"H:
s
1:
L2<;
s~!;!;1
9 929!"1
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15000
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$'&+n‚
9H
9H
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17_:
9
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:
17
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9,
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@A*:= 96G<&)B1= &DB ,/0606=C0 @1GF@A*6= 06=C(?& E ,K@1=?0 9-,^Q &D;<,K@A&)G<9Q<=CLDG (?&M@ $ 4 aB &)@1* @A*6= R6.>=CQ &DG/76B
B17 # B1=C(C@A&)G<9 -@A*:= B>& E 7:LS,K@1&DG<9P&DB.1769 L/c @1& E =?B?4
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SU
roll
degrees
20
0
−20
1
2
3
4
5
6
pitch
7
6
azimuth
7
8
9
10
11
4
x 10
degrees
0
−10
−20
−30
1
2
3
4
5
8
9
10
11
4
x 10
degrees
100
50
0
−50
1
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T
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2
3
4
5
6
7
8
number of gyro samples (1000 Hz)
9
10
11
4
x 10
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SM
roll difference (gps−inu)
degrees
0.5
0
−0.5
0
10
20
30
40
pitch difference (gps−inu)
50
60
0
10
20
30
40
azimuth difference (gps−inu)
50
60
0
10
20
30
seconds
50
60
degrees
−0.5
−1
−1.5
degrees
0.4
0.2
0
−0.2
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SN
gps vN − acc vN
m/s
0.2
0
−0.2
0
10
20
30
gps vE − acc vE
40
50
60
0
10
20
30
gps vD − acc vD
40
50
60
0
10
20
30
seconds
40
50
60
0.4
m/s
0.2
0
−0.2
0.2
m/s
0.1
0
−0.1
−0.2
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dV:N
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1
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U/c
gps pos N − integrated pos
2
meters
1
0
−1
0
10
20
30
40
gps pos E − integrated pos
50
60
0
10
20
30
40
gps pos D − integrated pos
50
60
0
10
20
30
seconds
50
60
2
meters
1
0
−1
−2
meters
0.2
0
−0.2
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dI:8
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1
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1U
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1\>2!"9,
40
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@A*:= XY7-,K06.A,K@1&D( QK,/.>&S,K@1&DG<9 &)B0676= @AG3, (?G<9:B>@+,K9Y@ 769:(?G E RT=C96BA, @A=?0 ; $ .1G # &D,/B?4 & E 76LD,K@A&)G<96B
B1*:G =?0 @A*6,K@ B>76(+*, # &S,/B(^,/9 (?,/76B1=H,PX 76,/06.A, @A&D(ZQ/,K.1&S, @A&DG/9`&)9Q<=CLDG (?&)@ $ 4 $ .>G # &S,/B E , $
# =H@1*6= B1G/76.1(C=PG/I =?.>.1G<. # 7:@
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&DBNB1*6G 9 &D9F"&D;<76.>=?B O:4)Rd OH,K960 O64Md L4 *6=XY7-,/06.1,K@A&)(QK,/.1&D,K@A&)G<9 &)BN;<.>=^,K@1L $ .1=?0:76(?=C0 *:&D(+*
Ud
gps vN − acc vN
m/s
0.05
0
−0.05
−0.1
0
10
20
30
gps vE − acc vE
40
50
60
0
10
20
30
gps vD − acc vD
40
50
60
0
10
20
30
seconds
40
50
60
0.1
m/s
0.05
0
−0.05
−0.1
0.2
m/s
0.1
0
−0.1
−0.2
\&);<76.1=O64MdRO
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mE!;{~
12
t
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1
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gps pos N − integrated pos
0.3
meters
0.2
0.1
0
−0.1
0
10
20
30
40
gps pos E − integrated pos
50
60
0
10
20
30
40
gps pos D − integrated pos
50
60
0
10
20
30
seconds
50
60
meters
0.1
0
−0.1
meters
0.2
0
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gps pos N − integrated pos
meters
1
0.5
0
−0.5
0
20
40
60
80
100
120
140
gps pos E − integrated pos
160
180
200
0
20
40
60
80
100
120
140
gps pos D − integrated pos
160
180
200
0
20
40
60
80
160
180
200
1
meters
0.5
0
−0.5
meters
0
−2
−4
−6
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100
120
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gps pos N − integrated pos
meters
0
−1
−2
−3
0
10
20
30
40
gps pos E − integrated pos
50
60
70
0
10
20
30
40
gps pos D − integrated pos
50
60
70
0
10
20
50
60
70
0
meters
−0.5
−1
−1.5
−2
0
meters
−5
−10
−15
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40
seconds
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GPS pos N − integrated pos
0.2
meters
0.1
0
−0.1
−0.2
0
20
40
60
80
100
120
140
GPS pos E − integrated pos
160
180
200
0
20
40
60
80
100
120
140
GPS pos D − integrated pos
160
180
200
0
20
40
60
80
160
180
200
meters
0.1
0
−0.1
−0.2
0.4
meters
0.2
0
−0.2
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roll
4
degrees
2
0
−2
−4
−6
0
20
40
60
80
100
pitch
120
140
160
180
200
0
20
40
60
80
100
120
azimuth
140
160
180
200
0
20
40
60
80
100
140
160
180
200
degrees
4
2
0
−2
degrees
190
185
180
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meters
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−10000
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20
40
60
80
100
East
120
140
160
180
200
0
20
40
60
80
100
120
Down
140
160
180
200
0
20
40
60
80
100
140
160
180
200
meters
0
−500
meters
−1000
0
−20
−40
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76R 0-,K@1=?0 ,K@"@A*6=Na.1,K@A=K4\*6= RTG/B1&)@1&DG<9 76R 0-,K@1=W&DB # ,/B>=?0 G<9 @ $ R6&)(^,/L% Q<=CLDG (?&M@A&D=CB?4
U9N
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R6LS, @1IUG<. E ,K@>@A&M@A7606=&)B,/B1B>7 E =?03(?G<96B@+,/9%@a,/960 @A*:=.A,/0-,K.
76B>=?B G<9:=F,/9%@A=C969-,`@[email protected],/96B E &)@ ,/960.1=?(C=?&MQ<= B>&D;<9-,KLDB?4 *6= ,?& E 7:@A* ,/9%@A=?9:9-,R-,K@>@A=C.19 &)B
E G06=CLD=C0P,KB@1*6= E ,K&D9 LDG # =G/I ,
B1&D9:(WIU7696(C@1&DG<9 &)@1* ,HN # =^, E &D0:@1*_4[*6='.A,/9:;<=,/9%@A=C969-,
R-,K@>@A=C.193&DB96G/@ E G 06=?L)=?0_4
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&)9 @A*6=IUG<L)LDG &D96; E ,/9:96=?.C4*6=
.A,/96;/=
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@A*:= 96G 9`R6LD,K@1IUG/. E @AG @A,/.1;/=C@06&)B>@A,/96(?= :, R6*-,/B>=B1*6&MI @W&DBW,/R6R6L)&D=?0 @AGH, .>=C@A7:.19F=?XY7-,KL
@AG @A*6=aR6*-,/B>= G/I8,Z.A,/96;/=a(CG E R:.1=?B>B1=C0 @+,/.>;<=C@W,K@ JB1=C=XY7-,K@A&)G<9Fb 4 b ]4[*6= , E R:LD&)@17606=
G/I_@1*6='[email protected] &DB=?XY7-,/L @AG @A*6=QK,/LD7:=aG/IT@A*6='@+,/.>;<=C@LD,/9606B>(^,/R =R6& =?L 4*6='@+,/.>;<=C@.>=C@A7:.19
&DB /= R /b &M@A* @A*6= W,^Q/=?9Y7 E # =?.G/I_@1*6=R:76LDB>=(^,K.1.1&)=?.IU.1=CX 7:=?96( $ 4*6=.>=C@A7:.19
&DB @A*6=C9 B1(?,/LD=C0 @AG .1=CR6.1=CB1=C9Y@ @1*6= = =C(C@HG/I@1*6=F, C& E 7:@1* ,/9%@A=C969-, R-, @1@A=C.19_4 *:=?9 # ,/B>=?0
G<9 N@A*:=P.>=C@A7:.19&)B ,/B1B>&D;<96=C0 @1G,3.A,/96;/= # &D9_4 aG , @1@A= E R@Z&)B E ,/0:=H@1G E G 06=?L.>=C@A7:.19
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QK,/.1&D,K@A&)G<93,/960`.A,/96;/= 06=CLS, $ QK,/.1&D,K@A&)G<9 (^,/9 # =ZB1& E 76LS,K@1=?0_4 ,/. $ &D9:;P@A*:=Z06&)B>@A,/96(?= # =]@ N=C=?9
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0-,K@+, # ,/B>=?0 G<9 @1*6=H@ NG W, $ 06&)B>@A,/96(?=HIU.1G E @A*:=PR6LD,K@1IUG/. E @1G3@1*6= @+,/.>;<=C@ \,K960
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3
4
4
5
5
6
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7
7
8
8
9
9
10
10
11
11
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range bin
abs range−compressed target return
400
600
azimuth sample
800
1000
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