METHOD OF MOTION COMPENSATION OF - MERS -
Transcription
METHOD OF MOTION COMPENSATION OF - MERS -
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E &D06=?,/LDL $ E G Q<=CB &D93, B>@1.A,/&);<*%@LD&)96=,K@'(?G/96B>@A,/9%@,KL)@A&M@A760:= 0676.>&D96;H0-,K@A, (?G<L)LD=?(]@A&)G<9_4 L \&);<76.>= b4)d .y8 1C()+*D: 3>91ETF9 :69, = @?@ R4 *6=W ,/9%@A=C969-,/B\,/.1=RTG/&D9%@A=C0 &D9 @A*6=.A,K96;<=N0:&D.1=C(C@1&DG<9_48*6=N,/96;<L)=IUG/. E =?0 #Y$ @A*:= Q<=C.>@1&D(^,KL8IU.>G E @1*6= ;<.>G<76960 @AG @A*6= R6LD,K@1IUG<. E ,/9:0`@A*:=Z06&).1=C(C@A&)G<9 @A*6=Z,/9%@A=C969-,/B,/.1= R G<&D9%@A=C0 &DBH@A*:= %%! / 0 1]4 G/.H @1*6=L)GG ,/96;<L)=`&)B ,/R:R6.1G & E ,K@A=CL $ O L 06=?;/.1=?=CB?4 *6= [email protected],/9:B E &)@',/9%@A=C969-,HIUG(C76B1=CBa@A*:= @1.A,/96B E &M@1@1=?0 E &)(?.1G N,^Q<=?B'B1G @A*6= $ ,/.1= (?G/96([email protected],K@1=?0 &D9 @A*:=Z06&).1=C(C@A&)G<9 @A*6=Z,/9%@A=C969-, &)B'R G<&)9Y@1=?0_4N*6= ,/.>=^, G<9`@1*6=Z;/.1G<769:0`@AG *6&)(+*@A*6= @A.1,/96B E &)@Z,/9%@A=C969-,`IUG (?76B>=?B @1*6= E &D(C.1G N, Q/=?B &)BZ@1*69= %:&(/5 43*6= B>*-,/R = G/IW@1*6=PIUG G/@1R6.1&)9Y@ &)B 06=]@A=?. E &)96=?0 #%$ @1*6=B1*-,KRT=G/I @A*:=,/9%@A=?9:9-,:4B,K9P,K9Y@1=?9696, R6* $ B1&)(^,/L:06& E =?96B>&DG<9 &)96(?.>=^,/B>=?B @A*:= B1, E = IUGG/@1R6.1&)9%@06& E =?96B>&DG<9F0:=?(?.>=^,/B>=?BC4 = @? IJ4-8$! R =?.1&)G0:&D(^,KLDL $ @A.A,K96B E &)@1B E &)(?.>G N,^Q<= R67:LDB1=CB?4 "G<.@A&DG/96B G/I@A*:=?B1=HR67:LDB1=CB.1= =C(C@ IU.>G E @1*6= ;/.1G<769:0 ,/960 ,/.>= .1=C(?=C&)Q<=C0 #Y$ @A*:= 4\a9 G # >=C(C@ @1*-,K@ *:&D;<*6L $ .1= =?(]@AB E &D(?.>G W,^Q<=CB@AG W,K.106B@A*:= .>=?(C=?&)Q/=H,/9%@A=C969-, &DB@1=?. E =?0 , ;0 18 4Z B@AG<.>=?B@A*:= &D9IUG<. E ,K@A&)G<9 IU.1G E @1*6= .1= =?(]@A=C0 E &)(?.1G N,^Q<= R67:LDB1=CB?4 *:&DB *6&)B>@1G<. $ G/I E &D(C.1G N, Q/= .1= =?( @A&)G<96B (^,K9 # [email protected],/9:B>IUG<. E =C0&D9%@1G`,K9& E ,/;<= GKIN@A*:= ,/.@A* BZB>76.>IJ,K(?= G Q/=?. *6&D(+* @A*6= ,/9%@A=C969-,HIUGG/@1R6.1&)9%@a&)LDL)7 E &)9-,K@1=?0 067:.1&D9:; @1*6= BaG<RT=C.A,K@1&DG<9 4 *6= !& E ,/;/=&DBLD& = , S \&);<76.1=Zb4 b N2~ L91EP: H Z9@V91EP9K' %!"1M2H 1 I ZE!; !;1g9E2H<": M : EgO>!"QBE : 8!X1 IRO 9K: I!X1T -9E!"8F9 9, R6*6GK@AG<;<.1,/R6*H= (C=?R:@@A*-, @@A*6=& E ,/;<=N&DB[@A*:='LD,/960 B.1=CB1R G<96B>='@1G @1*6=a (^,/.>.1&D=C.[IU.1=CX 7:=?96( $ &D9:B>@A=?,/0 G/I @1*6= Q &DB1& # LD= L)&D;<*%@B>RT=C([email protected] E 4H*6=?.>=CIUG<.>= [,3& E ,/;<= (CG<9%Q<= $ BZ06& T=?.>=?9%@ &D9 IUG<. E ,K@1&DG<9P@A*-,/9306G =?B', (?G<9%Q/=?9%@A&)G<9-,/L8R6*6GK@AG<;<.1,/R6*_4 H3" ? 9$: 1-B98*4 " *6=a06=?;<.>=?=@1G *6&)(+*F,ZR:76LDB>=&DB.1= =?(]@A=C0 # ,/( @AG @A*6= &DB06=C@1=?. E &)96=?0 #Y$ @A*:= &DL)LD7 E &D96,K@A=C0G # >=?(]@ B=?L)=?([email protected]&)(^,/L R6.1G/RT=C.>@A&)=?B /B1*6,/RT= Y,/960 @1= @A7:.1=/4`=C@A,/LDB\,/960 G/@1*6=?."*6&D;<*:L $ (?G/960676(]@A&)Q/= E ,K@A=C.1&S,KLDBB>@1.1G<9:;<L $ .>= =C(C@ E &D(C.1G W,^Q/=R676L)B1=CB?4*6= B>*-,/R = ,/9:0 @[email protected]=a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b4 b @1*-,K@Z, ,K@ B E GG/@1* G # >=?(]@ JR-,/.1,/LDL)=?L @AGF@A*6=H;<.>G<76960 &DL)L ,/R6R =^,/.a0-,/. =?. &)9`@1*6=H & E ,/;/=ZB>&D96(C= &)@a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a@1*6&DB (+*-,/R:@1=?.H06&DB>(?76B>B1=CB @1*6= IJ,/(C@1G<.1B @1*-,K@H&)9 76=C96(?= @1*6= .1=?B>G<LD7@A&DG/9 G/I , & E ,/;<=K4 =?R =?9606&)96;FG<9 @A*:= & E ,/;/= .1=CB1G<L)7:@A&)G<9 (?,/9 Q/,K. $ IU.>G E * 7:9606.1=C06B G/I U D& L)G E =]@A=C.1B@AGZLD=?B>B@1*-,/9 , E =C@A=C.?4I @1=?9P@1*6=& E ,K;<=.1=CB1G<L)7:@A&)G<9P&)9 @1*6=.1,/96;<=a,/960 ,?& E 7:@1* 06&).1=?(]@A&)G<9F&DB96G/@=CXY7-,/L 4 ; ; ?@-B-/4@? -B* ? "'3$! *6=P.A,/96;/=P.>=?B1G/LD7:@1&DG<9 G/I,3.A,/0-,K.Z&)B &)9 76=C96(?=C0 #%$ @1*6=H@ $ R = G/INR676L)B1=P@1*6= .A,/0-,K. @A.1,/96B E &M@AB,/960 @A*:= R:.1G (?=?B>B1&)96;PGKI"@1*6= R676LDB>= BA, E R6LD=CB?4& E R:LD= G<.R67:LDB1=C0`.1,/0-,/.>[email protected],/96B E &)@ , R676L)B1= ,K@a, B1&D9:;<LD= IU.>=?XY76=?9:( $ 4W@A*6=C.'.1,/0-,/.>BB176(+*,/Ba @1.A,/9:B E &)@', (+*6&D.>R IU.1=CX 7:=?96( $ QK,/. $ &)96;FR676L)B1= 4 *6&)LD= @1*6= *-,/.>0 N,/.1=H,/9:0 06,K@+, R6.>G(C=?B>B1&D9:; IUG/.,FB1& E R6L)= .A,K0-,/. E , $ # = LD=CB1B (CG E R:LD= @A*-,K9 IUG/.H, \@A*6= B>& E R6LD=P.A,/0-,K. .A,/96;/=F.1=?B>G<LD7@A&DG/9 &DB ;<=C96=?.1,/LDL $ G<.1B>= @A*6,/9 @1*-,K@ G/I,` 48*6&)BZB>=?(C@1&DG<9 &DL)[email protected], @A=?B @1*6= 06& T=?.>=?96(C=?B &D9 .1=?B>G<LD7@A&DG/9 # =C@ =?=C9 , B1&)96;<L)= IU.1=?XY76=C96( $ R:76LDB>=?03.A,/0-,K.,/960F 4 ; ; 6 3&"' ?@-B-/4 *6=C9 ,PR67:LDB1= &[email protected],/96B E &M@1@A=C0 -@A*6=C.1=Z&DB', @1& E = 0:=?LS, $ # =CIUG<.>=Z@1*6=ZR:76LDB>= .1= =?(]@A&)G<9 &DB .>=?(?=C&)Q/=?0 #%$ @A*6= .A,/06,/.?4 *:=P@A& E =H06=CLS, $ &DB &)@1* @A*6=P06&DB@+,/9:(?=HIU.1G E @A*:= .A,/0-,[email protected],/96B E &)@ ,/9%@A=C969-,F@AG @A*:= @+,/.>;<=C@ @A*:= 06&DB@+,/96(C= IU.1G E @A*:= .>=?(C=?&)Q/=H,/9%@A=C969-, @AG @A*6='@+,/.>;<=C@ ,/960 @A*:=aB>RT=C=?0FG/I LD&D;/*Y@?4&)96(?='@A*[email protected],/96B E &M@1@A=C0PR:76LDB>=*-,/BN, V-9:&)@A=L)=?96;/@1* G/IN0676.A, @A&DG/9 @A*6=H.1= =?(]@A&)G<9G/I @A*6=HIU.1G/9Y@ =C06;<= G/IN@1*6=HR676LDB>= &)LDL # =H.1=C(?=?&MQ<=C0 # =]IUG<.1=H@A*:= .1= =?(]@A&)G<9 G/IW@1*[email protected],/&)LD&)96; =?06;<=K4`*:&DB R:*6=?96G E =C96G<9 LD& E &M@AB@1*6= .>=?B>G<LD7:@1&DG<9 &D9 @A*6=P.A,/96;/= 06&).1=?(]@A&)G<9 G/I,3R676LDB>=?0 .A,/0-,K. & E ,K;<=/4H IW@ GG # >=?(C@1B ,/.>=H96=^,/. =?9:G<76;<* &D9 06&DB@+,/9:(?=HIU.1G E @A*:= .1,/0-,/.F@1*-,K@F@A*:= @1.A,/&)LD&)96; =?0:;<= R676LDB>= .1= =?(C@1&DG<9 G/IZ@A*6= (?L)G<B1=C. G # >=?(]@`,/.1.>&)Q<=CB3,KI @A=C. @A*:= IUG<. N,/.>0 =?06;<= R676LDB>= .1= =?(]@A&)G<9 G/I@A*:= E G/.1= 06&DB@+,/9%@ G # >=?(C@ [@A*6=C9 @A*6= .1,/0-,/.Z& E ,/;<= &DL)LB1*6G G<96= G # >=?(C@ &D96B@A=^,K0 G/I@ G64!*6= E &D96& E 7 E 06&)B>@A,/96(?=`@ NG R G<&D9%@1B E 76B@ # = B1=CR-,/.1,K@A=C0 @AG .1=CB1G<LMQ<=@A*6= E &)BR6.1G<R G<.@A&DG/9-,/L:@1GZ@A*:='@1& E =LD=?9:;/@A* G/I_@1*6='@1.A,/9:B E &)@1@1=?0 R676L)B1= 4 58=]@1@1&D96; =?XY7-,/L@A*6=F.1,/0-,/.ZLDG G ,/96;<L)= \@1*6=?9 N7:.1LS,K9606=?. d N06=?.>&)Q/=?B @A*:= E &)96& E 7 E .1=CB1G<LMQK, # LD=0:&DB>@A,/96(C= &)9F.A,/9:;<= G/I"@ GH@+,/.>;<=C@1B ,/B b4)d b[B1&D9 XY7-,K@A&)G<9`b4Md &)9606&)(^,K@1=?BW@A*6,K@G<96= E , $ &D9:(?.1=?,/B1=@1*6= .A,/96;/=.1=?B>G<LD7@A&DG/9FG/I[, R:76LDB>=?0 .A,K0-,/. #%$ 0:=?(?.>=^,/B>&D96; @A*6= @A.1,/96B E &)@R:76LDB>=Z067:.A,K@1&DG<9_4N =?(C.1=^,KB1&D9:;P@A*:=ZR67:LDB1= 0676.1,K@A&)G<9`,/LDB>G M 06=C(?.1=?,/B1=CB @A*6= , Q/=?.1,/;<= =C96=?.>; $ &)9 =^,K(+* @A.A,K96B E &)@>@A=?0`R676L)B1=/4a"G G # @+,K&D9`@1*6= # =?B@RTG/B1B1& # LD= R676L)B1= .1=]@A76.>9B>&D;<96,/L @AG 96G<&DB>=P.1,K@A&)G :a .>=?XY76&D.>=?B , E , :& E 7 E , E G<769%@HG/Ia=?96=C.1; $ &)9 =^,K(+* R676L)B1=/4'NG/96B1=CX 7:=?9%@AL $ , R676LDB>=?0 .1,/0-,/..>=?XY76&D.>=?B, @A.1,/06=CG # =]@ N=C=?9 .1=C(?=C&)Q<=C0 B1&);<9-,/L :a!,/960 .A,/9:;<= .1=?B>G<LD7@A&DG/9_4 ,/.1L $ .A,K0-,/. @A*6=CG<.1&)B>@AB .1=C(?G<;/96& C=?0 @1*6&DB R6.>G # LD= E ,/960 B1G<7:;<*%@ , W, $ @AG`G<R:@A& E & ?= # G/@A* .>=C@A7:.19 B1&);<9-,/L::a ,/960 .1,/96;<=N.1=?B>G<LD7@A&DG/9_4[ 96=NG/I-@A*6=C&D.[B>G<LD7@A&DG/96B N,/B\@1G @A.A,K96B E &)@\, LD&)96=^,K. IU.1=CXY76=?96( $ E G 0676LD,K@A=C0 58 N(+*6&D.>R ,/960 R6.1G (?=CB1B@A*:=0-,K@+, &M@A* , E ,K@A(+*6=C0FV-L)@1=?.?4 ; ; ; % 12C ?@-/-/4 N 76.>LS,/960:=?.B>*6G B @A*-, @ , E K, @A(+*6=C0V-LM@A=?.a.A,/06,/..>=?(?=C&)Q/=?. G<7@AR67:@ : .1=CLS,K@1=?0F@AG @1*6= .1=?(C=?&MQ<=?.'&D9:R67:@a:a #Y$ ! #" $ % '&)B b4 b %&(' ( ?= XY7-,/L @1GH@1*6= 96G<&)B1= # ,/960 &D0:@1*3GKI\@A*:= .>=?(C=?&)Q/=?.C4 *6=@1& E = # ,/960 &)0:@A*3R6.>G067:(C@ %&' -.>=?R6.>=?B>=?9%@AB,H;<,/&D9F&)9!,/B', .1=CB176LM@G/I, 76B>&D96; , E , @A(+*6=C03V-LM@A=C.?4 B',/9F= :, E R:LD= :(?G<96B>&D06=C., R676LDB>=G/I\,HB>&D96;/LD=aIU.>=?XY76=C96( $ IUG<., R =?.>&DG 0FG/I8@A& E = 4 9 @1*6=P@1& E = 06G E ,/&D9 8@1*6&DB B1&);<9-,/L&)B ,`.1=C(C@ IU7696(]@A&DG/9_4 *6&)LD=H&D9 @A*6= IU.1=CX 7:=?96( $ 06G E ,/&)9 @A*:&DBR676L)B1=&DB, B1&D9:('IU769:(C@A&)G<9 &)@1* # ,K960 &D0@A* &*) d 4[*:=.1=CB176LM@A&)96;@A& E = # ,/9:0 &D0:@1* R6.>G067:(C@=?XY7-,/L)BG<96=/4\*6=?.>=CIUG<.>='@1*6=a: &)B96G/@& E R6.>G Q/=?0HB1&);<96&MV-(^,/9%@1L $ 7:B1&D9:;Z, E ,K@A(+*6=C0 V-LM@A=?.,K960, B>&D96;<L)= IU.1=CX 7:=?96( $ @A.A,K96B E &)@>@A=?0 R67:LDB1=K4 (?G EPE G<9 B>&D;<9-,KL\76B>=?0 IUG<. R676L)B1= @1.A,/96B E &)B1B>&DG<9 &)B,/9 58 (+*6&).1R_4 76(+* , B1&);<9-,/L +" -, <*-,/B,@1& E = 06G E ,/&D9 .1=CR6.1=CB1=C9Y@A,K@A&)G<.9 " -, = R 0/12, 4\*6=WIU.>=?XY76=C96( $ GKI " 3, QK,/.1&)=?B L)&D96=?,/.1L $ &D9 @A& E = 54 4 12, 6b 12, 4Z*6=H(CG<.1.>=?B1R G<960:&D96;F.1,K@A= G/I(+*-,K96;<=HG/IIU.1=CX 7:=?96( $ &DB'b 14 GHIUG<.,/9`58 (+*6&D.>R &M@A* # ,/960 &D0:@1* & 71 &)B(+*6G<B1=C9 B17:(+*`@A*6,K8@ 1 :9 & ;4 1 &DBLD& E &)@1=?0 #Y$ @A*6= @1.A,/96B E &M@,/9:0 .>=?(C=?&)Q/=H*-,/.10 W,/.>=HG/I@A*6= .1,/0-,/.C4 @A.A,K96B E &)@1B, R676L)B1= &M@A*F,Hb/c/cH = =C(C@A&MQ<= # ,K960 &D0@A*_4 76(+*3, R67:LDB1=*6,/B, @A*:=?G<.>=C@A&)(^,/L %& <c/c *6&)(+* .>=?B17:L)@AB&)9 ,`b O64 U9U 0-2 & E R:.1G Q<= E =C9Y@ &D9 : 4_ B1=C(?G<9:0 # =?96=]V6@ G/I@A*6= E ,K@A(+*6=C0 V-LM@A=?.&)B'@1*-,K@a&)@.1= E G Q/=?B@1*6=Z0:=?R =?9606=C96(?= G/I.A,K96;<= .1=?B>G<LD7@A&DG/93G/9`@A*:[email protected],/96B E &M@1@A=C0`R:76LDB>= LD=C96;/@1*_4"G &DL)[email protected],K@A= @1*6=@A*6=CG<.1=]@A&D(?,/L_.1,/96;<= .1=CB1G<L)7:@A&)G<9FG/I8 !&DB0:=?.1&MQ<=C0_4 &)@1* &' N ; 7 = @? ?@-B! ?@" !&3$: @1.A,/9:B E &)@AB, 0676,/L B1&)06= # ,/960 58 E G067:LS,K@1=?0F(+*6&).1R_4*6= (+*6&).1R3*-,/B', d c<cH` # ,/9:0 &D0:@1*3,/960F76B>&D96; # G/@A* B>&D06= # ,/9606B= =C(C@1&)Q<=CL $ 06G<7 # L)=?BW@1*6= @A.1,/96B E &)@N(+*6&D.>R # ,/9:0 &D0:@1*_4 *:=?9 , R676L)B1=W&)B\@A.1,/96B E &)@>@A=C0 K@1*6=W(+*6&).1R &DB E & :=C0 &)@1* @A*6= (?,/.1.>&D=?. IU.1=CXY76=?96( $ 6G/I N:Q4 N K4 5 =]@ 3, W.1=?R:.1=?B>=?9%@'@A*[email protected],/96B E &M@1@A=C0 R676LDB>=/4*6=C9 (?G<B -12, :(?G<B b9 , b4 d (?G<B b9 , 12, d ?( G<B b9 , 12, b4TO b b B>B17 E &D9:;F, R G<&D9%@'@+,/.>;<[email protected][email protected] &)B.>=?(?=C&)Q/=?0 ,K@ , T@A*:=?9 @A*:= .1=C(?=?&MQ<=C0 1B &D;/9-,/L 96=?;<L)=?(]@A&D9:; ,K@>@A=?9Y7-, @A&DG/93&)B -, , bd (?G/B b9 3, , 1 -, , bd (?G/B b%9 3, , 1 -, , b4 L *6= .>=?(C=?&)Q/=?0 B1&);<9-,/L &DB@A*6=C9 E & =?0 06G 9 &M@A*F, N:T4 M 4 B1&);<9-,/LT,/960 &)BN.>=?R6.>=?B1=C9%@A=?0 E ,K@A*6= E , @A&D(?,/LDL $H#%$ 3, - , , b4QS - , , :(?G/B b%9 4 , bd (CG<B b9 -, , 1 -, , d ?( G<B b9 -, , 1 3, , (?G<B b9 , 4 b d (?G/Bb%9 , b9 , 1 -, , 4 O d (?G<B b 9 #, b%9 , 1 3, , 4 O b4 U b4QM *6='B17 E E =?0HIU.1=?XY76=C96(?&)=?B 4 ,K.1=96G/@B1*:G 9PB1&)96(?=@A*6= $ ,/.>='.>= E G Q<=?0 #%$ , L)G R-,/B>B V-LM@A=?.C4 9 / J,/9-,/L)G<; @AG 06&D;<&M@+,/L (?,/.10BA, E R6LD=CB @1*6= B>&D;<96,/LN, # G Q<= @A*6= $ XY76&DB@ .A, @A=/4 *6=ZBA, E R6LD=C0`06,K@+,H&DBV-L)@1=?.>=?0`@1*6.1G/76;<*`, a&)L # =?.@@A.A,K96B>IUG<. E @AG G # @A,/&D9`,P(CG E R:LD= F= RTG 96=C9Y@1&S,/L d = R / b9 #, b9 , 1 -, , -, , 4 O d = R / b9 , b9 , 1 -, , b4QN O 4 dc 5 =C@>@A&D9:; .>=?R6.>=?B>=?9%@ @A*6=P(?G E R6L)= (CG<9 >76;%, @A= G/RT=C.A,K@1G<. 8@A*6=C9@A*:= .A,K96;<= E ,K@1(+*6=?0 V-L)@1=?. -, -&DB -, b4Md c (, = R /%b 9 4 , /+12, = R / b 9 4 #, /+12, b4Md<d G # =C.>@1B1G<9 b 806=?.>&)Q<=CB@A*6= E , @A(+*6=C03V-LM@A=C.G<7:@AR:7:@'G<.W@A*6= .A,K96;<=(?G E R6.>=?B>B1=?0B1&D;/9-,/L 4\*6= E ,K@A(+*6=C03V6L)@A=C.G<7:@1R67:@ 3, , N&)B -, , b = R /%b 9 , / b 9 4 #, b4Md b B1&D9:( 1 -, , (CG<B 1 -, , 1 -, , *6=H.A,K96;<= .>=?B1G/LD7:@1&DG<9 (?,/9 # = IUG<7:960 IU.1G E @A*6= V6.1B>@ 9Y76L)L[G/;I -, , ]4 L);<= # .1,/&D( E ,/96&DR:76LS,K@1&DG<9 B1*6G B @A*-,K@ @1*6=FV-.1B@ 9 7:LDLG/I'@A*6= (CG<B @1=?. E 06=C@1=?. E &)96=?B @A*:= V6.1B>@ 9Y76L)LWG/I -, , ]45 =]@1@A&)96; , 4 :, , 9 12, 4 1 , 4 c b4Md b 1 1 6b 129 ,4 b4MRd O b61 %b 9 ,4 d d b4MdL b 1 &)96(?$= 1 dZ@1*6=ZB>XY7-,/.1= .1G G/@@A=C. 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E =?0P,/960 06=C.1&)Q/=?B@A*6=@A*:=?G<.>=C@A&)(^,/L , C& E 7:@1* .1=?B>G<LD7@A&DG/9FG/I"@1*6= &D96B@A.>7 E =C9%@^4 ; 6 ?@ -B @IJ 4834 )& @1*, .1=?,/L,/R =?.@A76.>=P.1,/0-,/. @ G`@A,/.1;<=]@AB ,K@ @A*:=PB1, E =H.1,/96;<=P,/960 06& T=?.>=?9%@ZRTG B1&M@A&)G<96B &D9,?& E 7:@A* (^,K9 G<96L $ # =P.1=CB1G<LMQ<=?0&)I # G/@1* ,/.>=P96GK@ &)9 @A*:= ,/9%@A=C969-, IUGG/@1R6.1&)9%@ , @ @A*:=3B1, E = @1& E =/4 *:=?.1=]IUG<.1= @A*:=`, ?& E 7:@A* .1=CB1G<L)7:@A&)G<9 F=CXY7-,/LDB @1*6=3,/9%@A=?9:9-, IUG G/@1R6.1&)9Y@ ,C& E 7:@1* B1& C= IUG/.Z, .1=?,/L,/R =?.@A76.>= .1,/0-,/.C4 O'B1&D9:;3@1*6=H;<=?G E =C@1. $ GKI,` ,/9%@1=?969-, @AG`, @+,K.1;<=]@',[email protected],/9:;<= :@A*:=Z, ?& E 7:@A* .1=CB1G<L)7:@A&)G<9F&DB b4 b/c b @+,/9 b &)96(?=H@A*6=H ,/9%@A=C969-,*-,KB ,/9,?& E 7:@1* # =^, E &)0:@A* G/I N \B E ,/L)L,/96;<L)= ,KR6R6.1G & E ,K@A&)G<96BN(?,/9 # =7:B1=?0 @AG B>& E R6LD&MI $ @A*6= ,C& E 7@A* ,/9%@A=C969-, IUG G/@AR6.>&D9%@WL)=?96;K@A*F@AG ) K4 &)Q<=C9 @A*6= R6* $ B1&)(^,/LL)=?96;/@1* G/Ia@1*6= ,/9%@A=C969-, &D9 @A*:=`, ?& E 7:@A* 06&).1=C(C@A&)G<9 &DB @1*6=?9 @A*:= ,/9%@A=C969-, # =?, E &)0:@A* (?,/9 # =H,/R:R6.1G & E ,K@A=C0 ,/B ) 4 aI @1=?.B>7 # B>@1&)@17:@A&)96; IUG<. = G # @A,/&D9 ) b4 bd - .1G E X 76,K@A&)G<9b4 b d3G/96= (^,/9 B1=C= @1*-,K@ @1G & E R6.>G Q<= @A*:=3.>=?B>G<LD7:@1&DG<9 GKI , .1=?,/L,/R =?.@A76.>= .A,K0-,/.G<96= E 76B@&)96(?.>=^,/B>= @1*6=ZL)=?96;K@A*3G/I\@1*6= ,K9Y@1=?9696,:4W*6=C.1= ,K.1= R6* $ B1&D(?,/L LD& E &)@1B @1GP*6G LS,K.1;<=,K9 ,/9%@1=?969-, E , $ # = # 7:&DL)@?4"aLDB>G LD,/.1;/=,/9%@A=C969-,/B N=C&D;<* ,/9:0P(CG<B>@ E G<.1=N@1*-,/9 B E ,/LDL)=?. ,/9%@A=C969-,/BC4*6=?.>=CIUG<.>= # 7:&DLD0:&D96; LS,K.1;<=C.N,/9%@1=?969-,KB # =C(?G E =?B &D96(C.1=^,KB1&D9:;<L $ 06& (?76LM@W,/9:0 (?G<B@ R6.>G<*6& # &)@A&MQ<=K4 =?B1=?,/.1(+*:=?.1BL)GG =?0`IUG<. 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NG<.>06B <@1*6= $ B1G<76;/*Y@\@AG(?.>=^,K@1=, B $ 9%@A*6=]@A&)(a,KRT=C.>@A7:.1=/4 db 9 8d N Ld &)LD= $ 60 &)B1(CG Q/=?.>=?0 @A*-,K@@1*6=H,C& E 7:@1* .1=CB1G<L)7:@A&)G<9 G/I , .A,/06,/.(?G<7:LD0 # = & E R6.1G Q<=C0 %# $ 67 B>&D96;H@A*6= G<:R R6LD=C.WB1*6&MI @^4 ; ; = ! $ @IJ4834 R:R6LD&)[email protected],K0-,/. 6@1*6= G<R6R6L)=?.B>*6&)I @(?,/76B1=CB'@1*6=IU.1=CX 7:=?96( $ GKI"@1*6=Z.>[email protected] IU.1G E , @+,K.1;<=]@@AGHQ/,K. $ R6.>G<R G<.>@1&DG<9-,KLDL $ @1GH@1*6= .1=?LD,K@A&MQ<= Q/=?LDG (?&M@ $ G/I"@A*6=@A,/.1;<=]@@AGH@A*6= .1,/0-,/.C4 G @+,K.1;<=]@AB,K@@1*6=BA, E =W.A,K96;<=',/960H06& =C.1=?9%@,C& E 7@A* LDG (^, @A&DG/96B\*-,^Q/='@ GZ0:& T=?.1=C9%@Q<=?L)G(C&)@1&D=?B .1=CLS,K@1&)Q/= @1G @A*6= E G Q &D9:; .A,K0-,/. ,K960 (CG<96B>=?XY76=?9%@1L $ =*6& # &M@a@ GF06& =C.1=?9%@ G<R6R6L)=?.'B1*6&MI @AB?4 OaB>&D96; @A*6=C&D.P G<R6R6L)=?.HB1*:&)I @AB WG<96=`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`0-,K@+, G/I"G<96= R67:LDB1= ,K@ , :,'&DB 3, b = R / b 9 , / b 9 4 , b4 b< b b = R /%b 9 4 , b4 b @+,/.>;<=C@ B , C& E 7@A* R6*-,/B>= *:&DB>@1G<. $ (?G<96B>&DB@AB8G/I:@1*6=R6*-,/B>= GKI:@A*:=@A,/.1;/[email protected]=]@A76.>96B",/B8&)@ @A.1,^Q<=?L)B @A*:.1G<76;/*P@A*:= ,/9%@A=C969-,ZIUG G/@1R6.1&)9Y@?4\*6=a@A& E =QK,/.1&D, # LD= , *6,/BN.>=?R6.>=?B1=C9%@A=?0F@1& E ='0:76.1&)96; G<9:= R676L)B1=K4 &D96(C=3@1*6= , ?& E 7:@A* .1=]@A76.>96B G/I , @A,/.1;<=]@ ,K.1=`, (?G/LDLD=C(C@1&DG<9 G/IR676LDB>=.>=C@A7:.196B LD=C@ " ' .>=?R6.>=?B1=C9%@@A*6= @1& E =Z@1*-,K@@1*6= @A* R676L)B1= &)[email protected],/96B E &M@1@1=?0_4 *:=H' JR:76LDB>= .1=CRT=]@A&M@A&DG/9 IU.1=CXY76=?96( $ &DB@A*:='IU.>=?XY76=?9:( $ R676LDB>=?B ,/[email protected],/96B E &M@1@A=C0_4\*:&DBIU.1=?XY76=C96( $ &DB(CG<96B>@A,/9%@W067:.1&D9:; 0-,K@A, (?G<L)LD=C(C@A&)G<9P,/960F&DBad " ' " ' ]4aB1B>7 E &)96; IUG<. B1& E R6L)&D(C&)@ $ @1*-,K@N@1*6=?.>=,/.>= ,/93G0:039Y7 E # =C.aG/I @+,K.1;<=]@aR:76LDB>=?B W,/960 @A*6= ?=C.1G =C@1*`R67:LDB1= G (?(C76.1B *6=?93@A*6= R6LD,K@1IUG/. E &DBW@1*6= E &)96& E 7 E 06&DB@+,/96(C=IU.1G E @1*6=@+,/.>;<=C@ :@A*:=?9 @A*6= R6*-,KB1= G/I"@1*6=@+,/.>;<=C@ B.>=C@A7:.196B',/.>= O69 4 " ' " ' b4 Vb O d d d d b b b d " ' (^,/9 # = .1=?R:.1=?B>=?9%@A=C0 ,/B " ' ' &M@A* ' @A* R67:LDB1=P&DB 06&)B>@+,K96(?= GKIW@A*6= R6LS,K@>IUG<. E 1@ G@A*:=P@+,K.1;<=]@ *6=C9 @1*6= ", $ L)G<.'=?.>&D=CB@1GH= R-,/960 " ' W, # G/7:@ ' c $ &D=CLD06B C= XY7-,/LW@AG @1*6=3,?& E 7:@1* @A.A,K96B E &)@>@A=?0 4O'B1&D9:; , " ' ' b ,/9603B17 # B>@1&)@A7@A&D9:;HIUG/. " ' N&)93XY7-, @A&DG/9b 4 bVO ,O 9 4 b4 b L ' b4 b9S b 06=?,/LDL $ @A*6=PR6LS,K@>IUG<. E Q<=?L)G(C&)@ $ \&DB (?G/96B>@A,/9%@ 0676.>&D96;`0-,K@+,3(?G<L)LD=C(C@A&)G<9_4F*6=PQ<=?L)G(C&)@ $ &)B .1=CLS,K@1=?0F@AG ' #%$ " ' ) ' : " ' " ,/960 " ' W(?,/9 # =.1= .1&M@1@A=C9,KB b4 b U ,O 9 4 " ' " b4 9b M b 9:G<. E ,/LD& ?=C0 " &)BaR:LDG/@>@A=?0&D9 "&D;<76.>=Zb4 4a*6= \ &D;<7:.1= B1*6G B@1*-,K@IUG/.'@1*6= ,/9%@A=C969-,/B " &DB',/R:R6.1G & E ,K@A=CL $ XY7-,K06.A,K@1&D( &D9`9-,[email protected]=K4*6&DBa,/LDB>GP& E R:LD&D=CBW@A*-, @a@1*6=?.>=Z&)B ,/9358 (+*6&D.>R`&)9 @A*6= ,C& E 7:@1* 0-,K@+, G/I\, @+,/.>;<=C@?4 " ' ; K 7 = @?A $& 3 ?@" !38$! &)96(?=a 0-, @+, (?G/9Y@A,/&D9:BW,/9 ,C& E 7@A* (+*6&).1R :, @+,/.>;<=C@N(^,/9 # =,C& E 7@A* (CG E R6.>=?B1B>=?0 &)9 , E ,/9696=C. B>& E &DLD,/.Z@1G .1,/96;<=3(?G E R6.>=?B>B1&DG/9_4 2 =?(^,K76B1= BA, E R6L)&D96; &)9 @A*:= ,?& E 7:@1* 06&).1=?(]@A&)G<9 &DBP, # G Q<= @A*:= $ XY76&[email protected], @A= UB1=C= =?(]@A&)G<9 b4QL4)d W@A*:=IUG<LDL)G &D96; 06=C.1&)QK,K@1&DG<9F&)BRT=C.>IUG<. E =C0 &D9F@A*6= (CG<9%@A&D9Y76G/76B06G E ,/&D9 ,/9:0 " ' &)LDL # = .1=CR6LS,/(C=?0 &)@1*!"<4 OaB>&D96;ZXY7-,K@A&)G<96BNb4 Vb O ,K960 b 4 9b S , .A,K96;<=(?G E R6.>=?B1B>=?0 @A,/.1;/=C@(^,/9 # ='= R6.>=?B>B1=?0 ,KB " b =R / O 9 b =R / O 9 b =R / O 9 4 " 4 4 " " b = R / b 9 dRO b4 b9N 4 " " b4 <c b4 :d 1.003 normalized phase 1.0025 1.002 1.0015 1.001 1.0005 1 −40 −30 −20 −10 0 10 20 30 40 distance in azimuth from the target in meters \&);<76.1=Fb4 !XZ!XZh2<"9Z9@ T29: T9@+CF9 39 !;29: W9<"<; <s:G T2<":@A9 9E!X1F3HFCB[kE F9 9NO!"Eg917: 11U@A79:2!"173Q91F9 9@s^`aUB, L89<"< !;<" + Tc5H9E!XZ<X!"1 Nd2:B F9 W9: 91EevO/kF9 N9%Tc7H9E!" f!"ZHB229: -!"::969, *6=Z,?& E 7:@1*F(+*6&D.>R N,^Q<=CIUG/. E " :&DB =R / b 9 4 " *6= E , @A(+*6=C0 V6L)@A=C.WIUG<.W@A*:= ,C& E 7@A*F(+*6&).1R " 6&DB " " b4 %b " b4 b4 9 O =R /b%9 4 " I `&DB @1*6= L)=?96;/@1* G/I@A& E =,@+,/.>;<=C@ &DB &)LDL)7 E &)9-,K@1=?0,/B )& @ -R ,/B>B1=?BF@1*6.1G<7:;<* @A*6=.A,/0-,K. IUG G/@AR6.>&D9%@ @A*6=C9 " " 4 dL *6=Z,?& E 7:@1*F(?G E R6.1=CB1B>&DG<93G<R =?.A, @A&DG/9F&DB06=]V-96=?0,/B " " " " :0 b = R / O 9 = R / b9 4 GPB>& E R6LD&MI $ 9:G/@+,K@1&DG<9 :LD=]@ b & aG .1=?R:LS,/(C= " = R / " /b b 4 " " b = :R / O 9 b 9 4 4 b4 U b4 M b4 N b4PO%c b4PO6d " " = :R3/ 0 b4POYb = R / " " 0 b4PO = R / " " b " " 0 b4PO O = R / " " = :R / b " " W0 b4PO L = R / " " = R / b " " b4PO S / b " " " &M@A* ,/9603B17 # B>@A&M@A7:@1=IUG<. ,/96032 U= R /b b = R / b b / " " " " " = R / := R 0/ b = R 0/ = R / /b T= R -/ / b[/ B1&)b9 T= R -/ B>&D96( 0 " = R / b 9 b " , &)96; @A*6=CB1= B17 # B@A&M@A7:@1&DG<96B;<&MQ<=CB " = R b 4 b4 L b4 S d8S b4PO U b4PO M b4PO N b4QL/c , &)96;HB17 # B@A&M@A7:@1&DG<96BIUG<. " b =R / O 9 ,K960 ;<&MQ<=?B@1*6= B1G<L)7:@A&)G<9 4 = R / b9 4 " " B>&D96( b9 4 " " b4QLd *6=V-.1B@@A=?. E &DB,(CG<96B>@A,/9%@R6*-,/B>='@1=?. E @A*-,K@0:=?R =?9606B G<9 @A*6= E &D96& E 7 E 06&)B>@+,K96(?=@AG @A*:= @+,K.1;<=]@^4 *:= B1=?(CG<960 @A=C. E &)B@A*:= XY7-,K06.A,K@1&D( R:*-,/B1=HG<. 5 [ @1=?. E @A*6,K@ QK,/.1&)=?B ,/(C(?G<.>06&D9:; @AG3@A*6=PR6LS, @1IUG<. E Q<=CLDG (?&)@ $ ,/9:0 E &D96& E 7 E 06&)B>@A,/96(?= @AG3@A*6= @+,/.>;<=C@?43*:=P@A*:&D.10 @A=C. E &DBZ, B1&)96(FIU7696(]@A&DG/9 @1*-,K@HB>(^,/L)=?B @A*6=3, E R6L)&)@A7:06= G/I'@A*:=3B>&D;<96,/L 4 XY7-,K@1&DG<9b4QLd B1*:G BH@A*6,K@ , IU76L)L $ (?G E R6.1=CB1B>=?0 @A,/.1;/=C@ (?G/9Y@A,/&D9:B ,3B>&D96( IU769:(C@A&)G<9 &D9 @A*:=P, ?& E 7:@A* 06&).1=C(C@A&)G<9 ,/B =?LDL,KB @A*:=P.1,/96;<=H06&).1=?(]@A&)G<9_4PaG @A*6,K@ ,K9, C& E 7@A* (?G E R6.1=CB1B>=?0 @A,/.1;/=C@ B [email protected] &DB ;<&MQ<=?9,/B , IU7696(]@A&)G<9 G/I"@1& E = @A*6= , C& E 7@A*F.1=CB1G<L)7:@A&)G<9 (^,/9 # = 06=C@1=?. E &D9:=?0_4 *6= , ?& E 7:@A*3.1=CB1G<L)7:@A&)G<93&DB'06=C@1=?. E &D9:=?0 #%$ @A*:= V-.>B>@9 7:LDL &D9X 76,K@A&)G<9 bQ4 Ld<4N*6= 9Y76LDLG (?(?7:.1B *:=?9 @A*:= B1&)96(PIU769:(C@A&)G<9=CXY7-,/LDB c:4`58=]5@ " 4 " " *:&D(+* &DB @A*:=P@A& E = &)@ @+, =?BIUG<. @1*6=H, C& E 7:@1* .1=?B>RTG/96B1=HG/IN, @+,/.>;<=C@ @1G ;<GFIU.1G E &)@AB E , & E 7 E Q/,KLD76= @1G3, 9Y76L)L 4 7 # B>@A&M@A7:@1&D96; IUG<(. " 4 ,/960 B1=]@1@A&)96;H@A*6= B1&)96(=?XY7-,KL8@1G 9 ;/&)Q<=CB b9 4 " 4 9 b4QL<b "4 b 4 b4QL &)B@A*6= LD=C96;/@A* G/IW@1& E = A@ *6=H@+,K.1;<=]@ .>= E ,/&D96B &)9 @1*6= ,/9%@A=C969-,, ?& E 7:@A* IUGGK@AR6.>&D9%@^4 &DB IUG<7:960 #Y$ 06&)Q &D0:&D96; @16 * =FIUGG/@1R6.1&)9%@ B1& ?= ;<&MQ<=?9 #%$ XY7-,K@A&)G<9b4 b/c #%$ @A*6= R6LD,K@1IUG/. E Q<=CLDG (?&M@ $ b -@+,/9 b4QLVO aI @1=?.B17 # B>@1&)@A7@A&D9:;HIUG/. "4 (?,/9 # = .1&M@1@A=C93,/B b4QL L A@ ,/9 -76.>@1*6=?.'B1& E R:LD&)I $ &)96; (^,/9 # = E K, 06= #Y$ 76B>&D96;H@A*6=ZB E ,/LDL8,K96;<[email protected]&D;/G<96G E [email protected]&D( ,KR6R6.1G & E , @A&)G<9 :@1*6= ,/R6R6.>G :& E , @A&DG/9 ) ,/960 ) 4 G<&D9:; @A*6= ,/L);<= # .1, ;<&)Q/=?B "4 O 4 "4 ) b6 dU b4QL9S *6= ,?& E 7:@A*3.1=CB1G<L)7:@A&)G<9 IUG<., !&)B'@1*6=Z0:&DB>@A,/96(C=Z@A*:=ZR6LD,K@1IUG/. E E G Q<=?Ba0676.>&D96; G<960:B ) "4 ) b B1=?( "4 b4QL U b4QL9M &)96(?= IUG<.\@1*6= ,/9%@A=C969-, &DB[c b E K&)@AB @A*6=CG<.1=]@A&)(^,/L:,?& E 7:@A* .1=?B>G<LD7@A&DG/9 &DB\c d E 4 *6=ZR6.1=]Q&)G<76Ba06=?.>&)QK,K@A&)G<9`,/B1B>7 E =C0 @A*-, @ ,/L)&S,/B>&D96;H06&)0`9:G/@ G (?(C76.067:.1&D9:;PB1, E R:LD&D9:;P&)9`@A*:= , C& E 7:@1* 06&).1=C(C@A&)G<9_4 *6=W96= @06&DB>(?76B>B1&)G<9 G<9 E &D96& E 7 E '&DB R6.>=?B1=C9%@A=?0H@AGaB17 # B>@+,K9Y@1&S,K@1= @A*6,K@',/B1B>7 E R:@A&)G<9_4 ; K 6 C $$& 3 H ?1 " , @A*:= 7 # @A*:= *6= E &D96& E 7 E ' E [email protected]=]Q<=C9Y@ ,KLD&S,KB1&D9:; *6=C9 BA, E R6LD&)96;P@1*6= ,C& E 7@A* (+*6&).1R_4 &D96;@1*6= 06=C.1&MQ/, @A&)Q/=G/I @1*6= ,/.>;<7 E =?9%@ G/I@1*6= B>=?(?G/960 @A=?. E &)9 XY7-,K@A&)G<9 b4QLd ;<&MQ<=CB IU.>=?XY76=C96( $ G/I'@A*:=`, ?& E 7:@A* (+*6&).1R_4 *6= IU.1=CXY76=?96( $ &DB ;<.>=^,K@1=?B@ *:=?9 " " 4 B>@A&M@A7:@1&D96; IUG/.(" " a,/960 (+*-,/96;/&D96; @A*:= 7:96&)@1BG/I"IU.>=?XY76=C96( $ IU.>G E .1,/06&S,K96BW@AG ;<&MQ<=CB E , & E 7 E IU.>=?XY76=C96( $ G/I @A*6= , C& E 7@A* (+*6&D.>R 6b 4 b4QL9N *6=Z $ XY76&DB@'.A,K@1=.1=?XY76&).1=CB'@1*-,K@@A*:= b 7 # B>@A&M@A7:@1&D96; XY7-,K@1&DG<9`b4QLVO IUG<. ;<&)Q/=?B B1G O 4 b4TS<c O 4 @+,K9 -76.>@1*6=?.B>& E 6R LD&MV-(^, @A&DG/9 ?( G E =CBIU.>G E .>=^,/L)& C&D96; @A*-,K@ OaB>&D96; @1*6=?B>= /, R:R6.1G & E ,KA@ &)G<96B b6 ) b4TS:d ,/960 @+,K9 ) IUG<.NB E ,/LDL 4 '$) b4TS%b @ $ R6&)(^,/L8 R:LS,K@>IUG<. 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E &)96= @1=?.1.1,/&D9 =CLD=]Q/, @A&DG/9_4 &D96(C= @A*6= @ G,K9Y@1=?9696,/B ,/.1= ,K@ 06& T=?.>=?9%@HLDG (^,K@1&DG<9:B [@A*:= .1=]@A76.>9 IU.1G E ,@A,/.1;<=]@F,/.>.1&MQ<=?B ,K@ @1*6=@ G ,/9%@A=?9:9-,/B ,K@ B1LD&);<*%@AL $ 06& T=?.>=?9%@ @A& E =CB?4 *6= 06& =C.1=?9:(?= G/I .>[email protected] @A& E = R6.>G0:76(?=CB , R6*-,/B>= B>*6&)I @ # =C@ =?=C9 @A*6= @A,/.1;<=]@[email protected]:B?4 a9 & E ,/;<='G/I @1*6=06& T=?.>=?96(C= &D9 R6*-,/B>= # =]@ N=C=?9 @A*6=@ G & E ,/;<=CB IU.>G E @A*6=.>=?(?=C&)Q/= ,/9%@A=?9:9-,/BW&)B (^,KLDLD=C0 ,/9 &D9%@1=?.>IU=C.1G<;/.A, E 4 OaB>&D96; @1*6= ;<=?G E =]@A. $ G/I@A*6= .>=?(C=?&)Q/=H,/9%@A=C969-,/B ,/960 @1*6= @+,K.1;<=]@ LDG (^, @A&DG/9 G<96= (^,K9 (^,/L)(?76LD,K@A= @A*6= *:=?&D;/*Y@G/I@A*6=Z@+,/.>;<=C@ # ,/B1=C0 G<9 @A*6= R6*-,/B>= 06& T=?.>=?96(C= G/I @A*:= @A,/.1;<=]@.1=]@A76.>9`@AG =^,K(+*.1=C(?=C&)Q<=Z,/9%@A=C969-,:4B'= R6LD,/&D9:=?03&D9 @A*6= R6*-,/B>=Z0:& T=?.1=C96(?= &)B ,/R6R:.1G & E ,K@A=CL $ R6.1G<R G<.@A&DG/9-,/LT@1G @A*6=@+,K.1;<=]@a=CLD=]Q/, @A&DG/9_4 GP06=]@A=C. E &D96= @1*6=Z=CLD=]Q/, @A&DG/9FG/I\@1*6=IU=^,[email protected]=CBa&)9`,K9`&)9Y@1=?.IU=?.1G/;<.A, E :G/96= E 76B>@'R =?. IUG<. E R6*-,/B>= 7:9 .1,/R6R6&)96;64"*-,/B1= .A,/R:R6&D96;G (?(C76.1B # =C(^,/7:B1=@A*6=& E ,/;<=[*:=?&D;/*Y@ &)9:IUG<. E ,K@1&DG<9 (?G E =CB IU.1G E @A*6=aR6*-,/B>=06& =C.1=?9:(?=/4*-,KB1= (?,/9 G<9:L $ QK,/. $ #%$ b 9 .1,/06&D,/96B # =]IUG<.1=@A*6=aR6*-,/B>= QK,/LD7:=?B .1=CRT=?,K@^4 *:=?.1=]IUG<.1=3&)Ia, @+,K.1;<=]@H&DBH,K@ ,/9 =CLD=CQK,K@1&DG<9 @1*-,K@H(?,/76B1=CB , R6*6,/B1= (+*-,/9:;<= ;<.>=^,K@1=?.@A*-,K9 b 9 6@A*6=Z G<96L $ E =?,/B176.>=?Ba, E G 0676L)G b 9R:*-,/B1= (+*-,/9:;<=/4 *-,/B1= 769 .A,KR R6&)96;H.1= E G Q<=CB'@1*6= E G 0676L)= b 9 .A,/R:R6&D96;:4 *-,/B>=769 .A,KR6R6&D9:;Z&)BG/96L $ G/96=aR:.1G # L)= E ,KB1B1G (?&D,K@A=C0 &M@A* &D9%@A=C.>IU=?.>G E =C@A. $ 4[ @1*6=?.>B &D9:(?LD7:06= .>= E G Q&)96;a@1*6= ,K@\=?,/.>@1* @A.>=?960 /(+*6G G<B1&)96;,/9ZG<R:@1& E 7 E ,K9Y@1=?9696,B1=CR-,/.A, @A&DG/9 # ,/B1= LD&)96= ,K960 (?G<9%Q/=?.>@1&D96;F@1*6= 769 .A,KR6RT=C0 R6*-,/B>= @AGF*6=C&D;<*%@^4 -G<. E G/.1= 0:=C@+,K&DLDBaG<9` &D9%@1=?.>IU=C.1G E =C@1. $ ,/9603R6*-,/B>= 7:9 .1,/R6R6&)96; B1=?= b 8,/960 4 ; 7 = @?AC B$:!GFH!IJ" -$! *6=F06=C.1&MQ/, @A&DG/9G/Ia,`@A,/.1;<=]@ B .1=CB1R G<96B1=F&)9 R6.>=CQ &DG<7:B B1=?(]@A&)G<96B *-,KB ,/B1B>7 E =?0 @A*-, @ @A*:=Z R:LS,K@>IUG<. E IUG<L)LDG N=C0 ,/9 &)06=^,/L G<. 9:G E &)9-,/L @A.1,/( *:&DLD=Z(?G<L)LD=C(C@A&)96; .1, 06,K@+,:4 9 &D0:=^,/L:@1.A,/( &DB,R-,K@A*H@A*6,K@*-,/B(?G/96B>@A,/9%@N*6=?,/06&)96; <Q<=CLDG (?&M@ $ ,K@1@1&)@17606= Y,K960 ,/L)@1&)@A7:06=/4" @ &DBa7696.>=^,/B>G<9-, # L)=Z@1G = R =?(C@@A*6=Z R6LD,K@1IUG/. E @1G =CQ/=?. IUG<L)LDG !,/9&D06=?,/L @1.A,/( 4&)LDG/@ =?.>.1G<. &D960 ;<76B@AB ,/960 G/@1*6=?..A,K9606G E R6.>G(C=?B>B1=?B (^,/7:B1=@A*6='R6LS, @1IUG<. E @AG 06=]Q &S,K@1='IU.>G E @A*:= 96G E &D96,/L R-, @A*_4*6=C.1=CIUG/.1= G<R:@A& E 7 E @+,/.>;<=C@(CG E R:.1=?B>B1&)G<9`.>=?XY76&).1=?B(CG E R =?9:BA,K@1&D96; IUG<.@A*:= R6LD,K@1IUG<. E B E G/@A&)G<9_4 d8N aO 9 N,/9%@A=C0 R6LS, @1IUG<. E E G/@A&)G<9 ,/0:Q/=?.>B1=?L $ =T=?(C@1B, @A,/.1;<=]@ [email protected]:B?4N*:= QK,/.>&S,K@1&DG<9 &D9 @A*:=Z.1, 0-,K@+,H0676= @AGH@A*:=Z769 N,/9%@A=C0 R6LS,K@>IUG<. E E GK@A&DG/93&)96*6& # &)@G/R:@A& E ,/L ,?& E 7:@1*`(CG E R6.>=?B1B>&DG<9 *:&D(+* # .1G<,/06=?9:BN@A*6=& E R676LDB>=.>=?B1R G<96B>=G/I8@A*6= R6.1G (?=CB1B1G/.?4=]Q<=?.1,/L8,/7:@1*6G<.>B O PL Y06=?B>(?.>& # =@1*6= = =C(C@1B"G/I:769 W,K9Y@1=?0 *:&D;<*Z,/960 LDG IU.>=?XY76=C96( $ E G/@A&)G<9 G<9 & E ,/;<=CB?4 a&);<*PIU.>=?XY76=C96( $PE GK@A&DG/9P(?,/76B1=CB,ZL)G<B1B &D9 : J& E ,K;<=(?G<9%@A.1,/B>@ ,/9:0 .1=C0676(?=CBW.1=CB1G<L)7:@A&)G<9_4 5 G IU.1=CXY76=?96( $3E G/@1&DG<9 LD=^,K06B@AGH;<=?G E =]@A.1&)( 06&)B>@AG/.>@A&)G<9_4 O TL 4 *6=C.1= ,/.1=Z@A*6.>=?= = T=?(]@AB (^,K76B1=C0 #%$ 7:9 N,/9%@A=C0 R:LS,K@>IUG<. E E G/@A&)G<9 *6&)(+* ,K.1= (CG E R =?96B1,K@A=C0`&)9 @1*6&DB G<. 4*6= $ ,/.1=R:*-,/B1= QK,/.1&D,K@A&)G<9 .A,/9:;<=06=?LD, $ QK,/.1&D,K@A&)G<9 ,/960`, ?& E 7:@1* BA, E R6L)=B1R-,K(?&D9:; QK,/.>&S,K@1&DG<9 4",/(+*PG/I @A*6=CB1='= T=?(C@1BN,K.1=(?G/.1.1=C(C@1=?0 G/9H@1*6=.A,/9:;<=(?G E R6.1=CB1B>=?0 06,K@+,:4 ; 6 -B" $&" 8*4 -/4 $:-$:! *-,/B>= QK,/.>&S,K@1&DG<9FG (?(C76.1B *6=C9@A*6= .1,/0-,/.R6LD,K@1IUG<. E 0:=CQ &S,K@1=?BIU.1G E ,/9`&)06=^,KL @A.1,/( 4 XY7-,K@A&)G<9 b4 b9S =CQ &D0:=?96(C=?B @A*-,K@ , @A,/.1;<=]@ B.A,/9:;<= (?G E R6.>=?B1B>=?0 R6*-,/B>=H&DB 4 *:=?9 @A*:= R6LD,K@1IUG<. E IUG<L)LDG B,K9&D0:=^,/L @A.1,/( T@1*6= R6*6,/B1= *:&DB>@1G<. $ GKI[@A*6= @+,/.>;<=C@a&DBa,/R6R:.1G & E ,K@A=CL $ XY7-,/06.1,K@A&)(/4P 76.1&)96;3, ?& E 7:@1* (CG E R:.1=?B>B1&)G<9 8&)@ &DB ,KB1B17 E =C0 @A*6,K@ =^,/(+*@A,/.1;/=C@ &DL)L[*-,^Q<=P, XY7-,/06.1,K@A&)(HR6*-,/B>=P*6&)B>@1G<. $ 4 *:=?9 @1*6= R6LS,K@>IUG<. E E G Q/=?B IU.1G E @A*6= &D06=?,/L\@1.A,/( "@1*6=HR6*-,/B>= *6&)B>@AG/. $ (+*6,/96;<=CB ,/9:0,/B ,F.1=CB176LM@@A*6= , C& E 7@A* (?G E R6.>=?B1B>&DG<9 V-LM@A=C.&DBLD=CB1B@A*6,/9 G/R:@A& E ,/L 4 \&);<76.1= bP4 O0:&DB1R:LS, $ B @1*6=NR6*6,/B1= *6&DB@AG<. $ G/I ,aB>& E 7:LS,K@1=?0 @+,/.>;<=C@ &)@1* ,/960 &)@1*6G<7:@"769 W,K9Y@1=?0 R6LD,K@1IUG<. E E G/@A&)G<9_4N*:= 769 N,/9%@A=?0 E G/@A&)G<9 (?G<9:B1&DB@A=C0 G/IB>&D9Y76B1G/&D0-,/L E G Q<= E =C9Y@ d E , E R6L)&)@A7:06=H,/960d<4 L3 HIU.>=?XY76=C96( $ ZG/I @A*6=HR6LD,K@1IUG/. E &)9 @1*6= R6LS,/9:= R6,/.A,/L)LD=CL"@AG @A*:= ,/.@A* B B17:.>IJ,/(C=/4aGK@A&D(C=a@1*6=769 N,/9%@A=C03R:LS,K@>IUG<. E E G/@A&)G<9 R6.1=]Q<=?9%@1BW@A*6=aR6*-,/B>= *6&DB@AG<. $ IU.1G E # =?&D9:; XY7-,/06.1,K@A&)(.1=C9606=?.>&D96;H@A*:=Z, ?& E 7:@A*F(CG E R:.1=?B>B1&)G<93V6L)@A=C.769 E ,K@A(+*:=?0_4 *6= =C.1.>G<.a0:76= @AGPR6LS, @1IUG<. E E GK@A&DG/9`(?,/9 # = .1=CR6.1=CB1=C9Y@1=?0 ,/B 45 =]@ ,K960 ' ' .1=?R:.1=?B>=?9%@W@1*6=R6*6,/B1=,/960 .1,/96;<=aG/I , .A,/9:;<=(CG E R:.1=?B>B1=C0 @+,/.>;<=C@N,/B E =?,/B17:.1=?0PIU.1G E @A*:= R:LS,K@>IUG<. E ,/960 @A*6= 96G E &)9-,/[email protected],/( -.>=?B1R =?(]@A&MQ<=?L $ 4*6=?9 ' ' b4TS O69 4 ' , O9 4 6O 9 4 ' , O9 4 b/c b4TS9O b4TS L 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 O!;j91EoO>!;H3H17O0917: E n+1\Oy91\: E2<":@A9 2<":@A9 9!"1S9H2B c5H9E!"%W9: 29 -!"::96k9@x F9 !X<"<"H::Q!"1FZ29: -!X::963=!"!"1i, 'G (CG E TR =C96BA,K@1=[IUG<._R6*6,/B1=QK,/.1&D,K@A&)G<9 E 67 L)@1&DR6L $ @A*6=.1,/96;<=(CG E R:.1=?B>B1=C0 0-, @+, = R / #%$ @A*:= R:-* ,/B1= (?G/.1.1=C(C@1&DG<9F@A=C. E 6= R / = R / ' = R 0/ = R / :=R 0/ b4TS S I(?G<7:.1B1=Z@A*6&)Ba(CG<.1.>=?(C@1&DG<9 ,/B1B>7 E =CB@A*6,K@a@1*6= E ,/;<96&M@A760:= GKI@A*[email protected] &)Ba@A*:= BA, E =H,K@ ,K960 ' 4 &D9:(?= LS,K.1;<= 0:&DB1R:LS,/(C= E =?9%@ABG/I@1*6= R6LS, @1IUG<. E IU.>G E @1*6= &D06=?,/L"@1.A,/( &DL)L 96GK@a*6,/R6R =?9 6@1*6&DB,/B>B17 E R:@1&DG<9 &DBWQK,/L)&D0_4 ; ; ?@-B! :- -/4 $:-$:! aI @[email protected],K96B E &)@>@A&D9:; , E &D(C.1G N, Q/= R676L)B1= @A*:= .A,/9:;<=B1, E R:LD&D9:; # =?;<&)96BW, I @A=?.N, B1R =?( &)V6=?0 @A& E = 06=CLS, $ 4 *:&DB @A& E = 06=CLS, $ &DB 06=]@A=C. E &D96=C0 IU.1G E (+*6G G<B1&)96;, E &D96& E 7 E 0:&DB>@A,/96(C= JGKI @A=?9(^,/L)LD=?0 96=^,K. .A,/9:;<= IU.1G E @A*:= .A,/06,/.ZIUG<. @A*6=P.A,/06,/. & E ,/;/= @1G # =C;<&D9 4 I@A*:= 96=^,K. .A,K96;<= &)BWB1=]@@AG <c<c E Y@A*6= V-.>B>@.1,/96;<= B1, E R6LD=IUG/.N=^,K(+*`R67:LDB1= &DLDL (?G/9Y@A,/&D9 @1*6=.1= =?(]@A&)G<9 bd =?9:=?.1; $ UI G<. ,/L)L\G # >=C(C@1B &M@A*6&)9 @A*6= ,/9%@1=?969-,FIUG G/@AR6.>&D9%@, @ , 0:&DB>@A,/96(C= G/I /c<c E IU.1G E @A*:= .A,K0-,/.?4 *6= B1, E R:LD=?B=?,/(+*3R676LDB>= ,K@ L/c<cH <4*6= 06&DB@+,/96(C=@A*6= R676L)[email protected],^Q<=?L)B # =C@ =?=?9=^,/(+*`.A,/96;/= B1, E R6LD=&)B LKc<c G<.'c L9N N S E 4 &MQ<=?9 @A*:=Z96=?,/..A,/9:;<= BA, E R6LD= &DB, @ <c<c E @A*6=IJ,/..1,/96;<= BA, E R6L)= &DB, @ <c<c c LVN N S d c%b N:d O E 4 [Q<=C9 ,/93&D06=?,/L @1.A,/( .>=?B>76L)@1B'&)93,H.1,/96;<= (CG E R:.1=?B>B1=C0`@+,K.1;<=]@ B'.>[email protected],/L)LD&)96; &D9%@1G B1=]Q<=C.A,/L .A,K96;<= # &)96B?4 .1,/96;<= # &D9 &DB @1*6= .A,/9:;<= (?G E R6.>=?B1B>=?0 BA, E R6L)= G/IZ, R:76LDB>= ,K@3, R-,/.@A&)(?76LD,/. .1,/96;<=K4[*6= @A,/.1;<=]@ BW.1=]@A76.>96BWG<9:L $ (+*-,/96;/= .A,/9:;<= # &)96BW,/BW, .1=CB176LM@WG/I8&)96(?.>=^,/B>=?0 .A,K96;<=N(?,/76B>=?0 #%$ @1*6=N0:&DB>@A,/96(C=N&D9 , ?& E 7:@1*ZIU.1G E @1*6= @A,/.1;/=C@^4 *6&)B\R6*6=C96G E =?96G/9 &DB .1=CIU=C.1.>=?0 @AGZ,/B.A,K96;<= E &);<.A, @A&DG/9_4 \&D;<7:.1='bQ4 L B>*6G B@1*6='.A,/96;/=@1G ,@+,K.1;<=]@,/B &M@R-,/B>B1=?B@A*:.1G<76;/*P@A*:= ,/9%@A=C969-,IUGGK@AR6.>&D9%@^4\a,/9:;<= E &);<.A, @A&DG/9 G(C(?76.>B,/B@A*6=.A,K96;<=W@AG @A*:=@A,/.1;/=C@IJ,/L)LDB[&)9 0:& T=?.1=C9%@ .A,K96;<= # &D9:B?4B@A*6=@+,K.1;<=]@'V6.1B>@a=?9%@1=?.1B@A*:= IUG G/@AR:.1&D9%@ :@A*6= .1=]@A76.>96BIJ,/LDL_&)9 .A,/96;/= # &D9 O N9O64 aI @1=?.W@1*6= R6LS,K@>IUG<. E @1.A,^Q<=CLDB', 06&DB@+,/96(C= :@1*6= .1=]@A76.>96BIJ,/LDL &D9 .A,K96;<= # &)9 O N :@1*6=?9 # &)9 O N%b4 \&)9-,/LDL $ ,/B'@1*6= R6LS, @1IUG<. E R-,/B>B1=CBa@A*:= @A,/.1;/=C@ 6@1*6= [email protected]:B'IJ,/L)L_&D9 .1,/96;<= # &)96B O N H,/960 O N9O64 *6&)B G<. 06G=CB 9:G/@ ,K@1@1= E R:@@AG .1= E G Q<=@A*:='= =C(C@1BNG/I .A,/96;/= E &D;/.A,K@1&DG<9 @1*-,K@G (?(C76. *:=?9 @A*:= R:LS,K@>IUG<. E IUG<LDL)G B,/9 &D06=?,/L @A.1,/( 4 &)96(?=W@1*6=.A,/96;/=WBA, E R6L)&D96;@1& E =W06=CLS, $ &)B[V =?0HIUG<.,R-,/.@A&D(C76LS,K. & E ,/;<= /(?.>G<B1B @A.1,/( R6LD,K@1IUG/. E E G/@1&DG<9F(?,/9`(?,/76B>= @A,/.1;<=]@.1=]@A76.>96B'IUG/.W@A*6= BA, E =@+,K.1;<=]@@AG # = .1=C(?=C&)Q<=C0&)9 06& =C.1=?9%@ .A,K96;<= # &D9:B?4H 9 GK@A*6=C. G<.>06B @A*6=H.A,K96;<= @AGF@A*:= @A,/.1;<=]@ (+*-,/96;/=?B B>76(+* @1*-,K@ @A*:= 06=CLS, $ # =]@ N=C=?9 *6=C9H,'R:76LDB>=N&DB @1.A,/96B E &M@1@1=?0 ,K960 ,@+,/.>;<=C@ B .1= =?(]@A&DG/96B[,/.>= .>=?(C=?&)Q/=?0 QK,/.>&D=CB 0676.>&D96;a@A*6= &D9%@A=C;<.A,K@1&DG<9 @A& E = U@1*6= @1& E =N,a@A,/.1;/=C@[.>= E ,/&D9:B\&D9 @A*6=W,/9%@A=?9:9-,IUGGK@AR6.>&D9%@ G/I-@A*:= @+,K.1;<=]@^4Z\&D;<7:.1=HbT4 S B1*:G B@1*6= = T=?(]@AB G/I.A,/9:;<= 06=CLS, $ QK,/.>&S,K@1&DG<9`G<9 , .A,/96;/= (?G E R6.1=CB1B>=?0 @+,K.1;<=]@^4 96= (^,/9:96G/@HB1& E R:L $ B1*6&MI @ ,/LDLWGKIa@1*6= .A,/96;/= # &D96B IUG/. G<96= R676L)B1=3, V =?0 , E G<7:9Y@ &)@1* .>=?B1R =?(]@N@1G ,/L)L-G/I_@A*:=a.1,/96;<= # &D9:B G/I ,/96G/@1*6=?.R676L)B1= # =C(^,/76B>= =^,K(+* .A,/9:;<= # &D9 0:G=CB 96GK@ *-,^Q<= 7:96&)IUG<. E B1& C= G<9@1*6= ;<.>G<76960 4B1G<L)7:@A&)G<9`@1G .1=C0676(C&D96;F.1,/96;<=Z06=?LD, $ QK,/.1&D,K@A&)G<93&DBa@1G &D9%@1=?.1R G<LD,K@A= @1*6= .A,/96;/= (CG E R6.1=CB1B1=C0 0-,K@A, &)9F@A*6= .A,K96;<= 06&D.>=?(]@A&DG/93B>G ,/L)L_G/I @A*6= .A,K96;<= # &D9:B ,/.>= ,K@W,/9 =CX 76,/L 06&)B>@A,/96(?=a@AGZ@1*6= &)06=^,/[email protected],/( 4BN06&DB>(?76B>B1=?0 &)9 06=]@+,/&)L &)9FN*-,KR:@A=C. L 76B1&)96; ;<=CG E =]@A. $ @A*:=.A,/96;/=WIU.1G E @A*6=&)06=^,KL:@A.1,/( @1G =?,/(+*H.A,/9:;<= # &D9 ' (?,/9 # =(?,/LD(C76LS, @A=?0 4\ @&)B 06& =C.1=?9%@WIUG/.W=^,/(+* R67:LDB1=B1&D9:(?=@1*6=R6LS, @1IUG<. E 0:G=CBW96G/@WIUG/LDLDG @1*6=96G E &D96,/[email protected],K( 4 06=?,/LDL $ 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 k93!" 29: HF !"<"<XH::!"1FN91F9 L8!;F9!;1PI5H =9 1gO> 1T -W<":@]9Q 2 2 4 4 6 6 8 8 10 12 14 14 16 16 18 18 \&);<76.1= b4QS :948 > 1000 1500 2000 azimuth sample 91F9 8 C91\: 112G@]59:!X1\ @]<"<"RO> 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 : EG H1%@A9-BF9 -929!"1 EGO>!"h912EGO>!;H%'w 9!;1i,x IF9 sO>!;8'wz:948 9!;18RO>_ {~ s9@~91F9 >E <X6Z=|!X!;1i, b &)IT@A*6=aR6LS, @1IUG<. E UI G<L)LDG N=C0P@1*6=a9:G E &)9-,/[email protected],/( Y@A*6=a.A,/96;/= # &)96BIUG<. =]Q<=C. $ 6R 76LDB>= G<76L)0 # =, @ .A,K96;<= 4 &)B (?G<96B@+,/9%@ # =C(^,/7:B1= G/I\@1*6=V =?0B1, E R6LD&)96; @A& E = 0:=?LS, $ K, 960`&)B(^,/L)(?76LD,K@A=C0 #%$ LD=]@1@1&D96; # =1@ *6= 96=^,/..1,/96;<= @1*6=?9 L 8M c db d c%b b4TS U 9%@A=C.1R G<LS,K@1&D96;Z@A*6=.1,/96;<=(CG E R:.1=?B>B1=C0`0-, @+, IU.1G E ' @AG C= 96B176.>=?B@A*6,K@=^,/(+*3.A,K96;<= # &)9 G/I\=^,/(+*`R676LDB>=Z&)B',/9=CX 76,/L806&DB@+,/96(C= IU.>G E @1*6=Z9:G E )& 9-,/L @1.A,/( *:&D(+*.>=?067:(?=?Ba.A,/9:;<=Z0:=?LS, $ QK,/.1&D,K@A&)G<9_4 ; $& 3 =5-BI = I-B $ -/4 $-8$! 6* =C9 ,P IUG<L)LDG B,/93&D06=?,/L @1.A,/( -@A*6=Z,C& E 7:@1* BA, E R6LD=B>R-,/(C&D96; G/I, @+,K.1;<=]@ B .1=]@A76.>96B &DBZ7696&MIUG<. E 4*6= ,?& E 7:@A*BA, E R6LD=PB1R-,K(?&D9:; &DB ,`IU7696(]@A&DG/9 G/IR6LS, @1IUG<. E Q<=?L)G(C&)@ $ ,/9603' # G/@A*3,/.>= (?G<9:B>@+,K9Y@'&)9 @A*6=&)06=^,/LT(^,/B>= 4N &D96(C= @A*6= !' &DB V =?0 -@A*:= ,C& E 7:@1* BA, E R6L)= B1R-,K(?&D9:;F(+*-,/96;<=CB ,/B @A*6= R:LS,K@>IUG<. E Q<=CLDG (?&)@ $ (+*-,/9:;<=?BC4 ?& E 7:@1* BA, E R6LD= B1R6,/(?&)96; 06& T=?.>=?96(C=?B306=?;<.1,/06= @A*:= 5 [ (+*6&).1R &D9 @1*6= , ?& E 7:@1* .>[email protected] *6&)(+* R:.1=CQ/=?9%@ G<R:@1& E 7 E , C& E 7:@1*F(?G E R6.>=?B1B>&DG<93G/I @A*6=@A,/.1;<=]@^4 G (?.>=^,K@1= (?G<9:B>@+,K9Y@ , ?& E 7:@A*`BA, E R6LD= B1R6,/(?&)96; T@1*6= .1,/96;<=Z(?G E R6.1=CB1B>=?0 0-,K@A, (^,K9 # =P&)9Y@1=?.>RTG<LD,K@A=C0 &)9 @1*6=P, ?& E 7:@A* 06&).1=?(]@A&)G<9 ,/LDG<9:;`=?,/(+*.1,/96;<= # &D9 4 @ &)B & E RTG<.@+,/9%@ @A*6,K@@1*6&DB'&D9%@A=C.1R G<LS, @A&DG/93G (?(C76.,KI @1=?.@A*6= &D9%@A=C.1R G<LS,K@1&DG<9 &)9`@A*:= .A,K96;<= 0:&D.1=C(C@1&DG<93@AG .>=?0676(C= @A*:= .1,/96;<= 06=CLS, $ QK,/.>&S,K@1&DG<9 GK@A*6=C. &DB>=@A*6= &D9%@1=?.1R G<LD,K@A&)G<9 &DBL)=?B>Ba,K(?(?7:.A,K@1=/4 &)@A* (CG<96B>@A,/9%@ , C& E 7:@1* BA, E R6L)=PB>R-,/(C&D96; [@A,/.1;/=C@ , ?& E 7:@A* (CG E R6.1=CB1B1&)G<9 & E R6.>G Q<=?B *6&D(+* =C96*-,/96(C=?B @A*:= & E ,/;<=XY7-,KLD&)@ $ 4 bVO / J , `G/@1&DG<9 (CG E R =?9:BA,K@1&D96; 06,K@+,F.1=CXY76&D.>=?B 96G &D96; @A*6=HR G<B1&M@A&)G<9 ,/960 ,K@1@1& @A7:06=G/I8@A*6=R:LS,K@>IUG<. E *6=C9`=?,/(+* R676LDB>=&[email protected],/9:B E &)@1@1=?0_4\ 93G/.106=C.N@AGH,/(C(?76.1,K@A=CL $ =?B>@1& E ,K@A= @A*:= R6LD,K@1IUG/. E R G<B1&M@A&)G<9 ,/960 , @1@A&M@A760:= @1*6= E G/@1&DG<9 G/Ia@A*6=`R6LS,K@>IUG<. E E 76B>@ # = B1=C96B1=C0 *6&DL)= 0-,K@+,Z&DB(?G<L)LD=?(]@A=C0_4[ G B1=C96B1= @1*6=R6LD,K@1IUG/. EE G/@A&)G<9 < (?G/9Y@A,/&D9:B ,[email protected],/R06G 9 96, Q &);%,K@A&)G<93B $ B>@1= E ,/960 LDG # ,/L8"G/B1&)@1&DG<9:&D96;P $ B>@1= E ]4 9`@1*6= [email protected],/R 06G 9 B $ B>@1= E :@A*:= E GK@A&DG/9 B1=C96B1G/.1B',/.1=aV-. E L $ ,K@>@+,/(+*6=C0 6G<. B>@1.A,/R6R =?0 06G 9 @AG @A*:=a R6LS,K@>IUG<. E 4[2 =?&D9:; V =C0`@AG @1*6= R6LS,K@>IUG<. E ,/LDL)G BN@A*6= [email protected],KR`06G 9`9-,^Q&);%,K@1&DG<9FB $ B@A= E @AG E =^,KB176.>= @A*6= (+*6,/96;<=CB &)9 R6LS, @1IUG<. E E G/@1&DG<9_4*:= .1=C(?=C&)Q<=CB B1&D;/9-,/LDB'IU.1G E ,F9Y7 E # =?.G/I G<. # &)@A&)96; B1,K@A=CLDLD&M@A=CB?4 @ @1*6=?9 76B>=?B @A*6G<B>=HB1&D;/9-,/LDBa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`(+*6G/B1=?9 JB1=C= S a,/960 TU 4 *6= E GK@A&DG/9 E =?,/B176.>= E =?9%@PB $ B>@1= E ,/960 [email protected],/R 06G 9 9-,^Q &D;%, @A&DG/9`.>=?L $ G<9B1=CQ/=?.1,/L\IU.A, E =CBG/I.>=CIU=C.1=?9:(?=/4*:G<76;<* [email protected],/R 06G 9 9-,^Q &D;%,K@1&DG<9 &DBa06&DB>(?76B>B1=C0 &)9 06=C@A,/&DL"&D9 N*6,/R:@A=C. O @1*6= IU.1, E =CB 76B>=?0 &D9 96, Q &);%,K@A&)G<9 ,K.1= ,/L)B1G 0:&DB1(C76B1B>=?0 *6=C.1=/4 *6= IU.1, E =CBG/I.>=CIU=?.>=?96(C= &D96(CLD760:= @A*6= &(/ 188&+. 1 @A*6= 1 @A*6= . 1 :@A*:= 8'< . 1 -,/960F@1*6= /%&0 ;& / . 1]4 bL + 7 48$:-B 14-B *6= G/.1&D;/&D93G/I@A*6= &D96=C.>@A&D,/L IU.A, E =Z, =?B&DB@A*:= (?=C9Y@1=?.G/I@1*6= =?,/.>@1*_4 *6=H, :=CB,/.>= 96G<9 .1GK@+,K@1&D96; &M@A*.>=?B>RT=C(C@'@AGH@A*6= V =?0 B@+,/.>B?4 *6=Z@1*6.1=C= , =CB,/.>=ZG/.>@A*:G<;<G<9-,KL &)@1*`@A*:= , :&)BHR-,/B1B>&D96; IU.1G E @A*6=3G<.>&D;<&)9 @A*6.>G<76;<* @A*6=3,/.>@1* BP96G/.>@A*RTG/LD= @A*:= 0 , &DBHR-,/B>B1&)96; 0 4 &D9:(?= @A*6&)B IU.1, E = IU.1G E @A*6=3G<.1&);<&D9 @1G @A*:==?XY7-, @AG<. ,/960 @A*6= , &DB =?XY7-,/L@AG 06G =?B 96G/@ .>G/@+, @A= a&)@F&)BF96G/@3,/(C(?=CLD=?.1,K@A&)96; J9:=?;<L)=?(C@1&D96; @1*6= ,/.>@1* B E G/@A&)G<9 ,/.>G<76960 @A*:= 769 # =?(^,K76B1= @A*6= (C=?9%@A.>&DR =C@+,KL8,/(?(C=?LD=C.A,K@1&DG<9 &M@= RT=C.1&)=?96(C=?B'&DBQ<=C. $ B E ,/L)L ]4[ 96L $ &M@A*6&)9 , 96G<9 ,/(C(?=?L)=?.1,K@A&)96; .1=]IU=?.1=C96(?= IU.A, E =06G =?B''= @AG/9 B'LS, G/I E G/@1&DG<9 1 - *6G<LD0 4 + H F 1 14-B *6=HW J=^,K.>@A* (?=C9%@A=?.>=?0 =^,/.@A* V =?0 IU.A, E = &DBa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a,/(C(?=CLD=?.>G E =C@A=C.1B",/.1=,/L)&D;<9:=?0_4 @ &)B , .1&D;/*Y@ *-,K9606=?0 (?G G<.106&)9-,K@1=`B $ B@A= E B1*:G 9 &)9 \&); :4Md<4 *6= O E ,K9 7IJ,/([email protected]=C. 1B R =?(C&)V-=CB'@1*-,K@@1*6= , :=CB E &DB1,/LD&);<9 E =?9%@ &DBc c<c:d ',/0_4 1 4-B *6= # G0 $ IU.1, E =a&DB 06=CV-9:=?0`,/BN@A*:= B1=]@G/I , =?BG/I8@1*6= R6LD,K@1IUG<. 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E =C0&)93@1G @1*6= # G0 $ IU.A, E =/4 *6= O @1G # G0 $ IU.A, E = @1.A,/96BIUG<. E ,K@1&DG<9 G (?(C76.1B'&D9F@1*6=IUG<LDL)G &)96; E ,/969:=?. '=?;%,K@1=@A*6= , &DB,/(C(?=CLD=?.1,K@A&)G<9 E =^,/B>76.1= E =C9Y@1B?4 '=?;%,K@1=@A*6= $ , &)B; $ .1G E =?,/B176.>= E =?9%@ABC4 '=?;%,K@1=@A*6= , &DB; $ .>G E =^,KB176.>= E =?9%@ABC4 G/@+, @A= @A*6=`O E =^,KB176.>= E =?9%@AB @1G ,/(C(?G<7:9Y@ IUG<. @1*6=aO @1G # G0 $ IU.1, E =3G TB1=]@ ,/9:;<LD=CB?4 - #$:*-$:! 14-B *6=9-,^Q &D;%, @A&DG/9IU.A, E =[&)B8,W.1&D;/*Y@ *-,K9606=?0 (CGG<.>06&D96,K@A=[B $ B>@A= E &)@1*Z, :=CB8&D9 A@ *:=LDG (^,/L ;<=CG<;<.A,KR6*6&D( 06&).1=?(]@A&)G<96B 'G<.>@1* T,KB>@ _,/960 06G 9 @1*6= =CLDLD&)R6B1G/&D0-,/L 96G<. E ,/L 4'*:= E G Q/= E =?9%@ bU \&);<76.1= :4 b :!"1F -9!" 1\!;1C9@_ L~E6T|5 +O>!"B : >:U N#+$'&%()* -5E63@A9 2<":@A9 !"<"<"H:w 9, /G I[@1*6= 9-,^Q &D;<,K@A&)G<93IU.1, E =Z067:=Z@AGP@A*6=Z.1G/@A,K@A&)G<9`GKI@A*6= ,K.>@A*&DB'(?G E E G/96L $ .>=CIU=?.>.1=C0@AGF,KB @A*:= @1.A,/9:B1R G<.>@.1,K@A= ' 4 9:G/@A*6=C.NIU.A, E ='B1& E &)LS,/.[@1GZ@A*:= 9-,^Q &D;%,K@1&DG<9HIU.A, E =a&DB@A*6=aO IU.A, E =K4[*6=, =CBWG/I @A*:&DBIU.1, E = ,/.1= ,/B>@ 8aG<.@A* ,/960 Q<=C.>@1&D(^,KLDL $ 76R 4 *:= &)96= E ,K@1&D( B $ B@A= E 76B1=CB @A*6&)B .1=]IU=?.>=?96(C= IU.1, E =K4 -/48 & $:I " !$ @ &DB96=C(?=CB1BA,K. $ @AG E G 06=CL\@A*6= B1*6,/RT=HG/I @A*6= ,/.@A* *6=?9 (^,/L)(?76LD,K@A&)96;F9-,^Q &D;%,K@1&DG<9 R-,/.1, E =C@A=C.1BB17:(+*F,/B;<.A,^Q &)@ $ G/[email protected],/96BIUG<. E &D9:; IU.1G E G/96=a.>=CIU=C.1=?9:(?=aIU.1, E =@1G ,K96G/@A*:=?.?4\*6= ,/.>@1* B.1GK@+,K@1&DG<9 (^,K76B1=CB@A*6= R G<LD=CB'@1G # =Z9:=^,/.>=?.a@1*-,/93@A*6=ZX 76,K@AG<.'@AGH@A*6=Z(?=C9Y@1=?.aG/I[@A*:= ,/.>@1*_4 *6=?.>=CIUG<.>= ",/R6R6.>G & E ,K@1&D96; @1*6= ,/.>@1* B B1*6,/RT=P,/B , B1R6*6=C.1= (^,/9 (^,K76B1= =?.>.1G<.>BZ&)9 9-,^Q &D;%, @A&DG/9_4[ G 0:=?(?.>=^,/B>= B>76(+*=C.1.1G/.1B 6@1*6= ,/.>@1*`&)B,/R6R6.>G & E ,K@1=?0 ,/B',/93=?L)LD&)R6B1G<&)0_4 96= =CLDL)&DR6B>G<&D0306=CV696&)@1&DG<9`&DB MVO G<.1L)0 =?G 06=C@1&D( $ B>@1= E Rd N M9O 4 G E = G/I @A*:= =?L)LD&DR:B1G<&)0 R-,K.A, E =C@1=?.1B ,/.1= &D9 ", # L)= :4Md<4 9 @1*6&DB NG<. 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RT=C(?B , &DB , &)B , &DB .1,/9606G E 06.1&MI @ d QK,/L)76= c d8M L c d8N/c c d8N<c ; &D96B>=?96B>&)@1&)Q<= # &S,/B c b d N%b L L bVM9O U M dRO M9O E , E =^,K9 c 9N L9M c O%cd<d c N UVO E &)9 E =^,/9 a c O%c L ac 9N M%b c O%c:dRN (CG<.1.>=?LD,K@A&)G<9F(?G = (?&)=?9% @ d ac c/c:d<dU c cd b U<b (CG<.1.>=?LS, @A&DG/9F(?G = (?&)=?9%@ ac c<:c d<d8U d c /c c S S<c:d (?G<.>.1=CLS,K@1&DG<9F(CG= P(C&D=C9Y@ c cd b U<b c c<c S S/c:d d 9 7 E # =C.G/I\B1, E R6LD=CB N S M L9S<c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aO E =^,/B>76.1= E =C9Y@ X 76,/9%@A& ?,K@A&)G<9 &)B ,/96GK@A*6=C. B1G<7:.1(?= G/I96G<&)B1= &)9 ,/0606&M@A&)G<93@1G @A*:= B1=C96B1G<.9:G<&DB>=/4=?0676(C&D96; @1*6= XY7-,/9%@1& ^, @A&DG/9 96G<&)B1= & E R6.1G Q/=?BN@1*6= ,/(?(C76.A,K( $ GKI @A*6=aO E =^,/B>76.1= E =C9Y@1B ,/9:0 .1=C0676(?=CB@A*:= .A,K9606G E 96=?B>BG/I[G<7:@AR:7:@GKI[@A*6= ,/LD;/G<.1&M@A* E BW@A*-, @76B>= @A*:= O E =^,/B>76.1= E =C9%@AB@AG (^,/L)(?76LD,K@A=R6LS,K@>IUG<. E ,K@>@A&)@17606= ,/9:0`R G<B1&M@A&)G<9_4 U ?@3 $ (3-B$ -$:! ! $" *6= XY7-,K9Y@1& ?,K@A&)G<9 R6.>G(C=?B1BF=CB1B>=?9%@A&D,/LDL $ ,K0606B *6&);<* IU.>=?XY76=?9:( $ 9:G<&DB>=`@AG @1*6= aO B1=C96B1G/.FG<7:@AR:7:@ABC45 G R-,KB1B V-LM@A=?.>&D96; @A*6= aO G<7:@1R67:@F0:=?(?.>=^,/B>=?B @A*6=X 76,/9%@A& ?,K@A&)G<9 =]I IU=?(]@ABC4 G E =]@A*6G 06BFG/IZLDG R6,/B1B V-LM@A=C.1&D9:; (?G<96B>&D06=C.1=C0 ,/.>= ,/R6R6L $ &D96; , E G Q &)96; ,^Q<=?. ,/;<= &)9 @1*6= @A& E = 0:G E ,K&D9 ,/960,K@>@A=?9Y7-, @A&D9:; *:&D;<*!IU.1=CXY76=?96( $ (?G E RTG/96=?9%@AB &)9 @1*6= IU.1= XY76=?9:( $ 06G E ,/&)9_4 & E 76LS, @A&DG/96BB>*6G @A*6,K@ @A*6= IU.1=CXY76=?96( $ 06G E ,/&D9 V6L)@A=C.1&)96; G<7:@ R =?. IUG<. E B @A*6= E G Q &D96; , Q/=?.1,/;<= V-LM@A=C.1&D9:;64` G B1& E 76LD,K@A=H@A*6= V-L)@1=?.>&D96; @A*6= W,^Q<=]IUG<. E " -, c b[(?G<B b/6c 9, (?G<B c O 9, 3,<L B1, E R:LD=?0 IU.>G E c , d c ,K@d c/c<c ,KBB1*6G 9 &D9 \&);<76.1= 4 &DB ;<=C96=?.1,K@A=C0_4 ,/76B>B1&S,K9 96G/&DB1= &M@A* ,3B@+,/9606,/.10 06=CQ &S, @A&DG/9 =CXY7-,/L@AG @A*-, @ 06=]@A=?. E &)96=?0ZIU.1G E @A*:=NB>@A,K@A&)G<9-,/. $ O ; $ .>G 0-,K@A,a&)B\B17 EPE =?0 &M@A* " 3, ]4"*6=WB17 EPE =?0 B>&D; 9-,/L-&)B@A*6=C9 XY7-,/9%@A& ?=C0 ,/(C(?G<.>06&D9:; @1G XY7-,K@1&DG<9 :4 ,K960PV-LM@A=C.1=?0 &)@1* @1*6=.1=CB176LM@ (CG E R-,/.1=C0 @AG " 3, ]4'*6= IU.>=?XY76=?9:( $ 0:G E ,K&D9`V6L)@A=C.a&)B=CX 76,/L @1G d 769%@1&DL @A*6= 06=?B>&D.1=C0 (?G/.196=C.IU.1=CX 7:=?96( $ 3 2 1 0 −1 −2 −3 1000 \&);<76.1= :4 2000 3000 4000 5000 6000 7000 8000 9000 U: :8!;F129<sH Em:e: :d2<": !"1Fhc7H917!;f!;1 : 1\!"1B9@x N!;F129< !"Il ax a x l 10000 1!": 9,J T8 3!"9< l ?`l, ,/960P@A*6=C9 @A.1,/96B1&M@A&)G<96BIU.1G E d'@AG c 67 B1&)96; , *-,/LMI_R =?.1&)G0P(?G<B>&D96=IU7696(]@A&)G<9_4[*6=aV-L)@1=?.=?XY7-,/L)B cH,K@a,/LDL IU.1=CX 7:=?96(C&D=?B';<.>=^,K@1=?.@A*-,K9 1@ *6= B1R =?(C&)V-=C0B>@1G<R IU.1=?XY76=C96( $ 4 M *6=W=C.1.>G<.\067:=N@AG XY7-,K9Y@1& ?,K@A&)G<9 # G/@A* # =CIUG/.1=W,K960 ,KI @1=?."V6L)@A=C.1&)96;&)B\B1*:G 9 &)9 \&);<76.1= :4PO64*6= E , & E 7 E =?.>.1G<. &)@1*6G<7:@'V-LM@A=?.>&D96; &DB'G<9@1*6= G/.106=C.aG/Ic S4''I @A=C.,/R:R6L $ &D9:;P@A*:= E G Q &)96; ,^Q<=?.1,/;<= @A*:= ;<.1=?,K@A=CB>@ =?.>.1G<.F&)B G<9 @A*:= G<.106=C.FG/I c b 4*6= IU.1=CXY76=?96( $ 06G E ,/&D9 V-LM@A=?.>&D96; .1=CB176LM@ABW&)9 , E , & E 7 E =?.>.1G<. G<9 @1*6=G<.>06=?.NG/I8c c L4[ G (CG E R:LD=C@1='@1*6= =]Q/,KLD7-,K@1&DG<9 quantization error moving average error 0.6 frequency filtering error 0.2 0.04 0.15 0.4 0.03 0.1 0.05 0.2 0.02 0 0.01 0 −0.05 0 −0.1 −0.2 −0.4 −0.15 −0.01 −0.2 −0.02 −0.25 −0.03 −0.6 −0.3 2000 4000 6000 8000 \&);<76.1= :4PO 2000 4000 6000 8000 2000 4000 6000 8000 +2<;901U <; @A0RO>y %c5H91\!"f!;1T 9yO>!;Hqd2<": !"1F,_ % 17: 2<;9-RO>- 8 9L@]: Z2<;6!"1FU 3 v=5!X1FP=9 F9 9,B 2<;91G 3!;F7-RO 9@]: @] c5H 16TE89!X1Td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aB`, .>=?B17:L)@ '@A*6= aO N 1400 moving averge frequency filtering 1200 sum absolute error 1000 800 600 400 200 0 \&);<76.1= 4 L 0 5 10 15 20 window size in samples or Hz I:99<W2<"H: I=9<"H 9s9q-@AH12!;1 9@i 25 R=!"1FL=9 F9 +O>!"1EROj!"f >91E H:{J@A c5H 169,0$ @x NH:{J@] c5H 16B!"9 <;6U: 1 H: @A98y L 30 -@A c5H 16Td2<;: Q!"1F E R=!"1F8R=9 F9 Z8 5EY, E ^= ,/B>76.1= E =C9Y@1B,/.1=aV-L)@1=?.1=C0F&D9 @1*6&DB E ,K9696=?. # =]IUG<.1=@1*6= $ ,/.1=76B1=C0 @1G 06=C@1=?. E &)96=R6LD,K@1IUG/. E ,K@>@A&)@17606= ,/9:0`R G<B1&M@A&)G<9_4 7 :$ -B" +"' 96= W, $ @AG306=]@A=?. E &)96= @A*6= O &)B G/RT=C.A,K@1&D96;3,/(C(?G<.>06&D96;F@1G`B>RT=C(?&)V6(^,K@1&DG<96B &DB @1G E =^,/B>76.1=W@1*6=B1=C96B1G<.>B Y# &D,/B?4[`=^,/B>76.1&)96;@A*6=aO B1=C96B1G<. # &D,/B[.>=?XY76&D.>=?B06& =C.1=?9%@0-, @+,@A*6,/9 @A*6,K@WG # @+,/&)96=?0 #Y$ LD=?,^Q&)96; @A*6= aO G<9 , @+, # LD='769606&)B>@176. # =?0 IUG<. ,ZR =?.>&DG 0 G/I @1& E =/4"\, # LD= @AG/R O 0-,K@+,P96G/@ G/96L $ (?G/9Y@A,/&D9:Ba@A*:= OB1=?9:B1G<. # &S,/B # 7@ ,/LDB>G (CG<9%@+,/&)96Ba@1*6= IUG<.>(?=?BaG/I ;<.1, Q &M@ $ ,K960 @A*6G/B1=@1*-,K@W.>=?B>76L)@WIU.>G E @A*6=.1G/@A,K@A&)G<9 G/I @1*6=,/.@A*_4 G R6.>G<RT=C.1L $ .>= E G Q<= @A*:= 96G<9 # &D,/BB1=C96B1G<. G<7:@1R67:@ G/96= E 76B>@ 96G @1*6=H= :,/(C@ZG<.>&D=?9%@A,K@A&)G<9 G/I@A*6= O ,/B =?LDL,KB @A*:= = :,/(C@';<.1, Q &M@ $ Q<=C(C@AG/.?4 G .1= E =C0 $ @A*6&)BR6.>G # L)= E 6@A*6=ZO(?,/9 # =ZR:LS,/(C=?0 ,K@a06& =C.1=?9%@G<.1&)=?9%@+,K@1&DG<9:Ba,K960 ,/L)LDG N=C0@AG ;<,K@A*6=C. 0-,K@A,:4 I@A*6= O G<.>&D=?9%@A,K@A&)G<96BZ,/.1= R:.1G<R =?.>L $ (+*6G<B1=C9 @A*6= 06,K@+, (?,/9 # = B17 E E =C0 B176(+* @1*-,K@ @1*6=H,/.>@1* B IUG/.1(?=CB(^,/9:(?=?LL)=^,^Q &D96; >76B>@@1*6= B1=C96B1G/. # &S,/BC4 *:&DB &)B O%c &DL)[email protected],K@A=C0 E ,K@A*:= E ,K@A&)(^,/L)L $ ,KBaIUG<L)LDG B?4' @ &)B ,/B>B17 E =?0 @1*-,K@@1*6= B>=?96B>G<. # &D,/Ba&)B(CG<96B>@A,/9%@ ,/960 @1& E =W&D9%QK,/.1&D,/9%@.1=C;%,/.>06LD=CB1BG/I @A*6=G<.>&D=C9Y@A,K@A&)G<9 G/I @A*:='aOZ4%5 =]@1@A&)96; # =W@A*:=a,^Q/=?.A,K;<= , &DB aO B>=?96B>G<. E =?,/B17:.1= E =?9%@ , @ G<96=G<.1&)=?9%@+,K@1&DG<9 @1*6= (CG E R G<96=C9%@FG/I@A*:= E =^,/B>76.1= E =C9Y@a0676= @AGH@A*:= ,/.@A* ,K960&M@AB E GK@A&DG/9 -,/960 @1*6= B1=?9:B1G<. # &S,/B 6@A*6=C9 4 I@A*6=O (CG<76L)0 # =`.1G/@A,K@A=C0 B17:(+* @A*-,K@ =^,/(+* , :&)B E =^,KB176.>=?0 @A*:== :,/(]@ G<R6R G<B>&)@A= GKI @1*6= IUG<.1(C=?B G/I@A*6=H,/.@A* E =?,/B176.>=?0 &D 9 @1*6=?9 @A*6=HG<7@AR67:@Z,K@@1*6&DBB>=?(CG<960 G<.>&D=?9%@A,K@A&)G<9 NG/76LD0 # = 4 7 E E &D96; ,/960 ;/&)Q<=CB b :4 L 96= (^,/93B1=C=@A*-,K@@1*6= # &S,/B(?,/9 # = 06=]@A=?. 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E =^,/B>76.1= E =C9Y@1B?4 $ E # G<LD&)(^,/L)L $ G<96= E 7:B>@ E &D96& E & ?= F F ' ' O64M8d N F ' (?,/9 # = IUG<7:960 IU.1G E @A*:=H, Q/=?.1,/;<= ,K@1@1&)@17606= G # @+,/&)96=?0IU.>G E @1*6= &D96= E , @A&D( E =^, B17:.1= E =?9%@1BP@A*6,K@HG(C(?76.>=?00676.1&)96; @A*6= BA, E =F@A& E = ,KBH@1*6=`, Q/=?.1,/;<=?0 ,/(?(C=?L)=?.1G E =]@A=?. E =^, B17:.1= E =?9%@1B?4 *6= G TB1=C@ ,K96;<LD=CB 06=C@1=?. E &)96= F 4 O'B1&D9:; b/c E &)9 7@A=?B GKI B@+,K@1&DG<9-,K. $ 0-,K@A,G # @A,/&D9:=?0 *6&)LD=3@A*6=` ,/&).1(C.A,KI @ W,KB R-,/. =?0 @1*6= (^,KLD(?7:LS,K@1=?0 G B>=C@ ,/9:;<LD=CB ,/.>= ac d b 9O d d b L9N ,K9603c d/d %b .1G/LDL R6&)@1(+* -,/9:0, C& E 7@A* .1=CB1R =?(C@1&)Q/=?L $ 4 H-R) *4V R$ 3 = $& 3-$!" G @A=CB>@W@1*6= R =?.>IUG/. E ,/96(?='G/I @1*6=,K@>@A&)@17606='76R 0-,K@A=a=?XY7-,K@1&DG<9:B :B $ 9Y@1*6=C@1&D(aO 0-,K@A, &DB;<=C96=?.1,K@A=C0 ,/9:0`76B>=?0 &)@A* @A*:= ,K@>@A&M@A7606= =CX 76,K@A&)G<96B?4*6= B1& E 76LS, @A&DG/96BW;<&MQ<= &D96B>&D;<*%@'&D9%@1G *6G @1*6=B1=C96B1G/. 96G/&DB1== =C(C@1B@1*6=',/(?(C76.A,K( $ G/I @A*:==?XY7-,K@1&DG<96BC4[ 9HIJ,/(C@G<9:=.1=^,KB1G<9H@A*6=aO 0-,K@A, &DB V6L)@A=C.1=C0 @1G .1=C0676(?= XY7-,/9%@1& ^, @A&DG/9 96G<&DB>= &DB # =C(^,/76B>= G/I@A*6=F= =C(C@H@A*-, @ @A*6=F9:G<&DB>= *-,/0 G/9@A*6= ,K@1@1&)@A7:06= =CB>@A& E , @A=/4*6&DB B>=?(]@A&DG/9 R6.1=CB1=?9%@1B @A*6= R:.1G (?=?0:76.1= IUG<L)LDG =?0 067:.1&D9:; @A*:=Z, @1@A&M@A760:=B1& E 76LS,K@1&DG<9:BW,/960 @A*:= B>& E 7:LS,K@1&DG<9 .>=?B>76L)@1B?4 *6=B $ 9%@A*6=]@A&)(N,K@>@A&M@A7606=&)B E G 06=CLD=?0 ,/B8B>&D9Y76B1G/&D0-,/L &)@A*@ GaIU.>=?XY76=?9:( $ (?G E R G<96=C9Y@1B (+*6G<B>=?9 @1G ,/R6R:.1G & E ,K@A= ,/&).1(?.1,KI @ E GK@A&DG/9_4W*6= E , & E 7 E E =^,/B>76.1=C0 O!QK,/LD76=CB067:.1&D9:; L/c 0-, @+,P(CG<LDL)=?(]@A&DG/9,/.>= 76B>=?0 @1G B1=CLD=?(]@IU.>=?XY76=?9:(?&D=CB,/960 , E R:LD&)@17606=CB'IUG<.@A*:= B1& E 76LD,K@A=C0 0-,K@A,:4\*:= E , & E 7 E B>& E 7:LS,K@1=?0 Q/,KLD76=CB[,/.>=NG<9 @1*6=NG/.106=C.\G/I E , & E 7 E &D;/*Y@"0-,K@A,aQK,/LD7:=?B?4 *6= IU.1=?XY76=C96( $ ' d b ',/9:0 , E R6LD&M@A760:= ' d b IUG<.@1*6=Z@ G B>&D9Y76B1G/&D0-,/L ,K@>@A&)@17606=(CG E R G<96=C9%@ABWIUG<.W@1*6&DBB>& E 76LD,K@A&)G<9 ,K.1= ,/BIUG<L)LDG B c d d c d ,/960 c c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`,/(?(C76.A, @A=?L $ =?B@A& E ,K@1=H@1*-,/9 &D9 R6*-,/B>=PB>&D9Y76B1G/&D0-,/L ,K@>@A&)@17606= E G/@A&)G<9_4 6 R8$:3 = $& 3-$! H4 34 *6=B $ 9%@1*6=C@1&D( 0-,K@A, R6LS,K@>IUG<. E ,K@>@A&M@A7606=9 7 E =C.1&D(?,/L B>& E 7:LS,K@1&DG<96B(?G/96B1&)B>@G/I8@A*:= IUG<L LDG &)96; B>@1=?R6B d<4aN*6G G<B>=P,K9 G # >=?(C@ BZ,K@>@A&)@17606= ,/B , IU769:(C@A&)G<9 G/I@A& E = ,K@Z,F.A, @A=H=?XY7-,/L[@1G @1*6= BA, E R6LD=.1,K@A=GKI"@1*6= O!; $ .1G<B d c<c<cH ]4 b4aN*6G G<B>= @1*6= , @1@A&M@A760:=Z, @'@1*6= &D96&M@A&S,KLT@A& E =B@A=CR@AG B1=C.>Q<= ,/B@A*6= B>@A,/.>@a,/96;/LD=?BIUG<.@A*:= R6.>G<R-,/;<,K@A&)G<9F=?XY7-,K@1&DG<9:B?4 :4", = @A*:=Z, @1@A&M@A760:= @A& E = 06=C.1&MQ/, @A&)Q/= @AGHG # @A,/&D9F@1*6= ,K@1@1&)@A7:06=.A,K@1=?B ]4 O64aNG<9%Q/=?.>@@1*6=,K@>@A&)@17606=a.A,K@1=?BW@AG @1*6= # G0 $ .1,K@A=CB 76B1&)96;HX 76,K@A&)G<96B O64 b/c O64 bd ,/960 O64 b<b4 *:&DBHB>@1=?R &)BH96=?=C06=?0 B>&D96(C=3@1*6=3; $ .1G<B E =?,/B17:.1= # G 0 $ .1,K@A=CBP96GK@ ,K@>@A&M@A7606=.1,K@A=CB?4 , Fa0609:G<&DB>= @AG @A*6= # G0 $ .A,K@1=?B&)I8@1=?B>@1&D96;H96G/&DB1= R =?.IUG<. E ,/96(C=/4 # 7-,K9Y@1& C= @1*6= # G 0 $ .1,K@A= E =^,KB176.>= E =?9%@AB'&)I8@A=CB>@1&D96;HXY7-,/9%@A& ^,K@1&DG<9 = =C(C@ABC4 L4 96R:7:@`@1*6=B@+,/.@`,/96;<L)=?B`,/960 @1*6= # G 0 $ .A, @A=?B3&D9%@1G @1*6= 0:&D.1=C(C@1&DG<9 (?G<B>&D96= 76R 0-,K@1= =CX 76,K@A&)G<96B@AGHG # @A,/&D9 ,H06&).1=?(]@A&)G<9F(?G<B>&D96= E ,K@A.>& ,K@=^,K(+*`@A& E =B>@A=CR_4 S:4aNG<9%Q/=?.>@'@A*:= 0:&D.1=C(C@1&DG<9 (?G/B1&D9:= E ,[email protected]& F,K@'=?,/(+*3@1& E = B>@1=?R3@AG ,K@1@1&)@17606=/4 Ld U4a7 # @A.1,/(C@@1*6=06& T=?.>=?96(C= # =]@ N=C=?93@A*6==6,K(C@',K@>@A&)@17606= (?,/LD(C76LS, @A=?0 &D9FB>@1=?R d ,/960F@A*:= (?,/LD(C76LS,K@1=?03,K@>@A&)@17606= &)9 B>@A=CR :S 4 F c c d c c c F c c O64 b/c c c c (?G<B 1B &D9 B1&)9 (?<G B O64 bd ? ( < G B c 1 B ) & 9 O64 b<b B1&D9 B>&D9 (?G<B B1&D9 (CG<B (?G<B B>&D9 B1&)9 (?G<B (CG<B G`B>& E R6LD&MI $ @1*6=HB1& E 76LS,K@1&DG<9 @A*6= = T=?(]@AB G/IN@1*6=H.1G/@A,K@A&)G<9 G/I@A*6= =^,/.@A* 8@A*:= aO # &S,/B>=?B ,/960 @A*6= O GTB1=]@ ,/9:;<LD=CB ,/.>=P9:G/@ &D96(CLD7606=C0&)9 @1*6=PB>& E 7:LS,K@1=?0 0-,K@A,:4F= E G Q &)96;3@1*6=?B>= =T=?(]@ABIU.1G E .1=?,/L 0-,K@A,H&)B06&DB>(?76B>B1=C0 &D9 ,HLS,K@1=?.WB>=?(]@A&DG/96BG/I\@1*6&DB(+*-,KR:@A=C.?4 ; !$&"' 14 =$ 3:-$:! G V-.1B@ Q<=C.1&MI $ @1*6= R6.>G<R =?.G/RT=C.A,K@1&DG<9`G/I@A*6=Z06&D.>=?(]@A&DG/9(?G/B1&D9:= 76R 0-,K@A= ,/LD;/G<.1&M@A* E 0-,K@A,&DB B1& E 76LS,K@1=?0 &)@A*:G<7:@ XY7-,K9Y@1& ?,K@A&)G<9 G<. E =^,KB176.>= E =?9%@ 96G<&)B1=K4 *6= .1=CB176LM@AB G/I', <c B1=C(?G<9:0 B1& E 76LS, @A&DG/9Z,K.1=B1*6G 9 &)9 \&); O64Md<4 *6= E , & E 7 E =?.>.1G<. &D9Z,K@>@A&)@17606=&DBd b d c b d c -,K9603b d d c 4 @1*6=?.NB1& E 76LS,K@1&DG<9:B B>*6G @1*-,K@W@1*6= E , & E 7 E ,K@>@A&M@A7606= =?.>.1G<.'&DBa, IU7:96(C@1&DG<9`G/I E , & E 7 E # G 0 $ .A, @A=/4 *6&D;/*6=?. E , :& E 7 E # G 0 $ .A,K@1=ZL)=^,/06B@AG , *6&);<*6=?.a,K@>@A&)@17606=Z=?.1.>G<.?4'*6= B E ,KLDL8=?.>.1G<.a.1=?B>76L)@1&D96; IU.1G E @1*6&DBaB1& E 76LS, @A&DG/93B>*6G B @A*-, @@A*:= 06&).1=?(]@A&)G<9F(?G<B>&D96= 76R 0-,K@1= ,/LD;<G/.1&)@1* E NG/. B =?L)L &)@1*39:G<&DB>= IU.>=?= 0-,K@A,:4 =$ 3:-$:!>$ (3-B$ -$:! $" *6= B1, E = B1& E 76LD,K@A&)G<9 ,/B 06&)B1(?7:B1B1=C0 , # G Q/= &DB .1=C.1769 # 7@ @A*:= =T=?(]@AB G/I@1*6= aO E =^,/B>76.1= E =C9Y@WX 76,/9%@A& ?,K@A&)G<9F,/.>=,/L)B1G &)96(?L)7606=?0 4 @06G =?B96G/@N&D96(CLD760:=@A*6=.A,/960:G E (CG E RTG 96=C9Y@'G/I @A*:=O E =?,/B17:.1= E =?9%@1B?4*6= .1=CB176LM@ABG/I @A*6&)BB1& E 76LS,K@1&DG<9 ,/.1=B>*6G 9&)9O64 b 4*6= E , & E 7 E .>G<LDL KR:&)@A(+* Y,/960H, C& E 7:@1* =C.1.1G/.[&DB d S d c d N d^c %,/960 d b d c 4 L<b −7 roll error x 10 degrees 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 −7 degrees 2 x 10 2.5 4 x 10 1.5 1 0.5 0.5 \&);<76.1= O64Md 1 1.5 2 number of samples (1000 Hz) 2.5 4 x 10 %:!"HE % 9H!"1FZ -E!; !"1U!"1 HiE: 9<;F99!;2O!;T!"ZH<": E 1!" @] F9653E2, \&); O64 HB1*:G B@A*:=Z.>=?B17:L)@ABG/I @A*:= B>& E 7:LS,K@1&DG<9 *:=?9`V6L)@A=C.1&)96; @AGH.1=C0676(?= @A*6= XY7-,/9 @A& ^,K@1&DG<9 9:G<&DB>=/4 *6= E , :& E 7 E ,K@1@1&)@17606= =?.>.1G<.F&)B O L d c L b d c ,K960 d d^c 4 *6&DBH=?.>.1G<.H&)BH, # G/7:@ d VO @A*:=`=C.1.1G/. @A*-,K@ G (?(C76.1B &)@1*6G<7:@HXY7-,/9%@1& ^, @A&DG/9 V-LM@A=?.>&D96;:4 9 =C&)@A*:=?.N(?,/B1=G<96=B>=?=CBW@A*-,K@ @A*6=aXY7-,/9%@A& ^,K@1&DG<9 9:G<&DB>=a.>=?0676(C=?BW@1*6=,/(C(?76.1,/( $ G/I @A*:= ,K@>@A&)@17606=H76R 0-,K@1=PB>& E 76LD,K@A&)G<9 #%$ @1G O3G<.10:=?.1B G/I E ,/;/96&)@17606=/4P @ &DB ,/LDB>G`(CLD=?,/.@A*-,K@ @A*:= XY7-,/9%@A& ^,K@1&DG<9FV-LM@A=C.1&D9:; 06=?(C.1=^,KB1=?B'@A*6= ,K@>@A&M@A7606==?.1.>G<.?4 =$ 3:-$:!>$ (3-B$ -$:! -B CE-/"R34 !$" 9:G/@A*6=C. B>& E 76LD,K@A&)G<9 &DB (?G<9:0676(C@1=?0 @1*-,K@ &)96(?L)7606=CBPXY7-,/9%@1& ^, @A&DG/9 96G<&)B1=`,/960 ; $ .>G E =^,/B>76.1= E =C9Y@Z96G<&)B1=K4 *6= B@+,/9:0-,/.10 06=CQ &D,K@A&)G<9 G/IN@1*6= 96G/&DB1=H&)B (+*:G<B1=C9 B176(+*@1*-,K@Z,`*:&DB @AG/;<.A, E G/I B>& E 76LD,K@A=C0 B>@A,K@A&)G<9-,/. $ ; $ .>G0-,K@A, E ,K@1(+*6=?0H, *:&DB>@1G<;<.1, E G/I .1=^,KL6B>@A,K@A&)G<9-,/. $ ; $ .>G 0-,K@A, E &D9Y76B@A*:= # &D,/B?4\*6=aB@+,/9:0-,/.10 06=CQ &S, @A&DG/9 0:=C@A=C. E &D96=C0 &)9 @1*6&DB E ,/9696=C.IUG<.@1*6='@1*6.1=C= O , =CBa&)Bc Rd M L KB c 8d N B ,/960`c 8d N KBC4 L −4 roll error x 10 degrees 15 10 5 0 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 −4 x 10 2.5 4 x 10 degrees 5 0 −5 −10 0.5 \&);<76.1= O64 b 1 1.5 2 number of samples (1000 Hz) 2.5 4 x 10 %:!"HE % 9H!"1FZ -E!; !"1U!"1 HiE: 9<;F99!;2O!;T!"ZH<": E F9653E8!X1<"HE!X1FN $'&+n 8 9H 17>c5H917!;f!;1i, \ &);<76.1= O:4TO B1*6G B'@A*6= E , :& E 7 E E =^,/9 ,/960 E &)96& E 7 E , # B1G<L)7:@A= =?9:B1= E # LD=Z,K@1@1& @A7:06=a=C.1.>G<.,K@=^,/(+*P; $ .1G BA, E R6L)=@1& E =/4 *6= E , & E 7 E , # B1G<L)7:@A=.>G<LDL <R6&)@1(+* ,/960P,?& E 7:@1* =?.>.1G<.>BG/I @1*6= L/cB1& E 76LS,K@1&DG<9:B,/.1=c c Md c c M ,K960 c d 4[*6='*6&D;<*:=?B>@ ,^Q<=C.A,/;/=,K@>@A&M@A7606= =?.>.1G<.>B,/.>=c c 9O 6c c<9b M 6,/960 c c :d 4*6= E &D96& E 7 E =?9:B1= E # LD= ,K@>@A&M@A7606=a=?.>.1G<.>B,/.1= L)=?B>B @A*6,/9c c<c L 4 &)@1* ,/9769606=C.1B>@A,/9606&)96; G/I[*6G !@AG 06=]@A=C. E &D96= @A*6=ZR6LS, @1IUG<. E ,K@1@1&)@17606=Z,/960 B>& E 7 LS, @A=?0 .1=CB176LM@AB (?G<9V-. E &D96;@1*-,K@ @A*6= ,K@1@1&)@17606=(^,/9 # ==?B@A& E ,K@1=?0 0676.>&D96;'.1=?,/B1G<96, # LD=R6LD,K@1IUG/. E E G/@A&)G<9 -@A*6= E =]@A*6G 0 G/I76B>&D96;P@A*6= R:LS,K@>IUG<. E ,K@>@A&M@A7606= @AG G # @+,/&)9 R G<B1&M@A&DG/93IU.>G E @1*6= aO ,/(C(?=?L)=?.1,K@A&)G<9 E =?,/B176.>= E =?9%@AB&)B06&DB>(?76B>B1=?0`&D9F@A*:= 9:= @B>=?(]@A&DG/9_4 - #$:*-$:! + *4 *6=FaO E =?,/B17:.1=?B @1*6=F,/(C(?=CLD=?.1,K@A&)G<9 G<. B1R =?(?&MV-( IUG<.>(?=F,K(C@A&)96; G<9 @1*6=P R6LD,K@1IUG<. E 4 *6&)B&D96(CLD7606=CB @A*6= NG/.1&DG/LD&DB'IUG<.1(C= (C=?9%@A.>&DR =C@+,KL,/(?(C=?LD=C.A,K@1&DG<9 ,/960 ;<.1, Q &M@ $ 4 G ,/(C(?76.1,K@A=CL $ =?B@A& E ,K@1=W@A*6=a,/(C(?=?L)=?.1,K@A&)G<9HG/I @1*6=aR:LS,K@>IUG<. E &D9 @A*6='9-,^Q &D;%, @A&DG/9 IU.A, E = %@A*:=aaO LVO −4 roll error x 10 degrees 0 −1 −2 −3 −4 0.5 1 −4 x 10 1.5 pitch error 2 1.5 azimuth error 2 2.5 4 x 10 degrees 0 −2 −4 0.5 1 −4 x 10 2.5 4 x 10 degrees 2 0 −2 0.5 \&);<76.1= O64 1 1.5 2 number of samples (1000 Hz) 2.5 4 x 10 %:!"HE % 9H!"1FZ -E!; !"1U!"1 HiE: 9<;F99!;2O!;T!"ZH<": E F9653E8!X1<"HE!X1FN - 79 EPc7H291\!;f Eg$}&+n 9H 8 1\, E ^= ,/B>76.1= E =C9Y@1B E 76B>@ # = @A.1,/96BIUG<. E =?0 @AGH@A*6=Z9-,^Q &D;%,K@1&DG<9 IU.1, E =Z,K960`@1*6= IUG/.1(?=CB'IU.>G E @A*:= ,/.>@1* E 76B>@ # =.>= E G Q/=?0_4\*6=9-,^Q&);%,K@1&DG<9 =CXY7-,K@A&)G<9 R =?.>IUG/. E B\@A*6=9:=?(?=CB1B1,/. $ @1.A,/96BIUG<. E , @A&)G<9 ,/9:0IUG<.1(C= .1= E G QK,/L 4aI @1=?. G # @+,/&)96&D9:;P@A*:= 9-,^Q &D;%,K@1&DG<93IU.A, E = R:LS,K@>IUG<. E ,/(C(?=CLD=?.1,K@A&)G<9 @A*:=ZB>=?96B>G<. # &S,/B E 7:B>@ # = .1= E G Q/=?0 # =CIUG/.1=@A*6= 0-,K@A, (^,/9 # = &D9%@1=?;<.1,K@A=C03@1GP06=]@A=C. E &D96=@A*:= R6LD,K@1IUG<. E R G<B>&)@A&)G<9_4 6 - #$:!-$! 3 -$! 96=IUG<. E G/I @A*6= 9-,^Q &D;%, @A&DG/9F=?XY7-,K@1&DG<93&DB # ' F ' ) b ' # ' ' O64 b &)@1* ' ,/960 ' ' ,/BF06=]V-96=?0 D& 9 XY7-,K@1&DG<96BO:4 U ,/960 6O 4TM:4*:= 69 , Q &);%,K@A&)G<9 C= X 76,K@A&)G<9 ' ' &D9:(?LD7:06=?BZ,`(CG<.1.>=?(C@1&DG<9 U@1*6= (C.1G<B>B R6.>G067:(C@ @1=?. E IUG<. @A*6= NG<.1&)G<LD&)B ,/(?(C=?L)=?.A, @A&DG/9 @1*-,K@ ,/9 G # >=C(C@ = :R =?.>&D=C96(?=CB ,/B&M@ E G Q<=?B G Q<=C. @A*6= B>76.>IJ,K(?=HG/I@A*6= .>G/@+, @A&D9:;F,/.>@1*_4 *6=C.1=H&DB ,/LDB>G , (CG E R =?9:BA,K@1&DG<93IUG<.'@1*6= (C=?9%@A.>&DR =C@+,KL\,/(C(?=CLD=?.1,K@A&)G<9 ,K9 G # >=C(C@=:R =?.>&D=C96(?=CB,/B &M@aIUG<L)LDG B', LL roll error max mean min degrees 0.08 0.06 0.04 0.02 0 0 1 1.5 pitch error 2 1.5 azimuth error 2 2.5 3 4 x 10 max mean min 0.08 degrees 0.5 0.06 0.04 0.02 0 0 1 2.5 3 4 x 10 max mean min 0.1 degrees 0.5 0.05 0 0 \&);<76.1=JO:4TO 0.5 q3|!"ZH 1 1.5 2 number of angular rate samples (1000 Hz) 91 2.5 3 4 x 10 91EL8!"1!XLHDW:<"H: s 1: L2<; q:!;H2E q 9 929!"1 E 56kH211!"1FZ -1R=5!"F!;1g!XLH<X!;1UO>!;T91E $}&+n 9H 8 1\>1!": l !"8 , (?&).1(C76LS,/.R-,K@A* &)9 @A*6= &)96=?.@A&S,KL"IU.A, E = B>76(+* ,/B *6=?9 ,/9 G # >=C(C@ E G Q/=?B 06&).1=?(]@AL $ ,/B@ , @ , (?G/96B>@A,/9%@ ,KL)@A&M@A760:=/4 *6= ' @A=C. E LDG (^,/L";<.A,^Q &)@ $ Q<=?(]@AG<. "&)96(?L)7606=CB @A*6=H=T=?(]@AB G/I@A*6= @A*:= E ,/B1B, @[email protected],/(C@1&DG<9PG/I @A*:= =^,/.@A* ,/B N=CLDLT,/BN@A*:= ([email protected]&)RT=]@+,/L ,/(?(C=?LD=C.A,K@1&DG<9 .1=?B>76L)@1&D96; IU.1G E @A*:= ,/.>@1* B .1GK@+,K@1&DG<9_4 58=]@1@1&D96; .>=?R6.>=?B>=?9%@ @A*:=`IUG<.>(?=30676=`@1G @1*6= E ,/B1BP,K@>@A.A,K(C@A&)G<9 G/I @A*:= ,/.>@1* 6@A*:=?9 ' (?,/9 # = .1&M@1@A=C93,/B B>&D9ab ' b O64 bVO c d (?G<B b &DB@A*:=.A,K06&D76BG/I_@1*6==?,/.>@1* &)B@1*6= ,/.@A* BN.>G/@+, @A&DG/9P.1,K@A= &DB@A*:=G # >=C(C@ BN,/L)@1&)@A7:06= ,/960 &)BW@A*6= G # >=C(C@ B'LS,K@1&)@17606=/4 4- #$ E C *6= 9-,^Q &D;%,K@1&DG<9 =CX 76,K@A&)G<9 &DLDL)76B>@1.A,K@1=?BW@1*6= 96=?(C=?B1B>&)@ $ G/I 9:G &)96;H@A*6= LDG (^,/L ;<.A,^Q &)@ $ Q<=C(C@1G<. *6=?9 (^,/L)(?76LD,K@A&)96;a@1*6=,/(C(?=?L)=?.1,K@A&)G<9 G/IT,/9HG # >=C([email protected] E &D9:=?.>@1&S,/L E =^,/B>76.1= E =C9Y@06,K@+,:4 L9S -G<. ,K(?(?7:.A,K@1= 9-,^Q &D;%,K@1&DG<9 "@A*:= LDG (^,/L;<.1, Q &M@ $ Q/=?(]@AG<. (?,/9696G/@ # =F,KB1B17 E =C0 (?G<96B@+,/9%@?4 a9 G # >=C(C@ B E ,KB1B ,K@[email protected],/(]@A&)G<9@AG@A*6= ,/.>@1*Z(+*6,/96;<=CB &M@A* @A*6=G # >=C(C@ B RTG/B1&)@1&DG<9 4 *:&DB8&DB 067:= &)9 R-,/.@@AG @A*6='B1*-,KRT='G/I @1*6=a,K.>@A* &M@AB&D96*:G E G/;<=?96=CG<76B(CG E R G<B>&)@A&)G<9 %,K960P@1*6=a96,K@A76.>=aGKI @A*:= IUG<.>(?= G/I8;/.A,^Q &)@ $ 4-G<. = :, E R6LD= :,KB,/9FG # >=C(C@ B,/LM@A&M@A7606='&D9:(?.1=?,/B1=CB 6&M@AB E ,/B>B,K@>@A.A,K(C@A&)G<9P@1G @A*:==^,/.@A* 06=?(C.1=?,/B1=CB?4N 93,/0:06&)@1&DG<9 LD,/.1;/= G # >=C(C@AB -B176(+*`,/B E G<769%@+,K&D96B :G<.06=C96B1= E ,K@A=C.1&D,/LDB E , $ (+*6,/96;<=@1*6=B@A.>=?96;/@1* G/I ;/.A,^Q &)@ $ &D9 ,ZL)G(?,/L-.1=C;<&DG<9 4[*6=L)G(?,/L-;<.1, Q &M@+,K@1&DG<9-,KL-(+*-,/96;<=CB ,/.>= (^,KLDLD=C0;<.1,^Q&M@ $ ,K96G E ,/LD&)=?B?4''GF,K@1@1= E R:@ &)B E ,/06= &D9@1*6&DB NG/. @AG 06=]@A=C. E &D96=Z;<.A,^Q &)@ $ ,/96G E ,/L)&D=CB?4 9 @A*6=HL)&)@A=C.A,[email protected]= PS [@ NG3=?XY7-, @A&DG/96B ,/.1=HB>76;<;<=CB>@A=C0 IUG/.(^,/L)(?76LD,K@A&)96;P@1*6= E ,/B>B ,K@ @A.1,/(C@1&DG<9 E ,/;<96&M@A760:=`,K960 @1*6=3.A,K@1=3GKI (+*-,/9:;<=`GKI@A*:= E ,/B1BP,K@>@A.A,K(C@A&)G<9 &)@1*.>=?B1R =?(]@P@1G ,/LM@A&)@17606=K42NG/@1*`G/I @A*:=?B1= =CX 76,K@A&)G<96B',/.1=IU769:(C@A&)G<96BG/I\LS,K@1&)@17606= N U9M< c 8d M d L <c%b O d c B1&)9 <L N d c B>&D9 b EB O64 b L c 9 M U U U d c + d d N d c 1 B D & 9 O64 9b S E *6=CB1=H=?XY7-,K@1&DG<9:B(?G E R =?96B1,K@A= IUG/.(+*-,/9:;<=?B&)9 E ,KB1B,K@>@A.1,/(C@1&DG<9`0676= @1G @A*6= B>*-,/R = G/I@A*:= ,/.>@1*,K960 R6LS,K@>IUG<. E ,/L)@1&)@17606=/4 9:G/@A*6=C. IJ,K(C@AG/.&D9 06=C@1=?. E &D9:&D96; &DB@1*-,K@ @A*6= 06&).1=?(]@A&)G<9 G/I @1*6= E ,/B>B ,K@[email protected],/(]@A&DG/9 IUG<.>(?=F&DB 9:G/@ R-,/.1,/LDL)=?L@AG @A*:=396, Q &);%,K@A&)G<9IU.1, E =PQ<=?.@A&)(^,/LW0:&D.1=C(C@1&DG<9_4 "G (CG E R =?9:BA,K@1= 4 ,/960 4 ,/.1=Z06=CV696=?0 ,/BaRTG<B>&)@1&)Q<=Z.1G/@A,K@A&)G<96Ba, # G<7:@@1*6= ,/B@ ,/960 aG<.@A* 9-,^Q &D;<,K@A&)G<9`IU.1, E = , =?BC4ZaLDB>G 9:G 9 ,/Ba@A*6= E =?.>&D06&D,/906= =?(]@A&)G<9 4 G (?(C76.1B # =?(?,/76B>=H@1*6= E ,/B1B ,K@[email protected],/(]@A&DG/9 IUG<.>(?= &)BZ0:&D.1=C(C@1=?0@1G N,/.>06BZ@1*6= (?=C9%@A=?.ZG/I@A*:= ,/.>@1* ,/9:0@A*6=P9-,^Q &D;%,K@1&DG<9 IU.A, E =HQ<=C.>@A&)(^,/L , &DB&DB96G<. E ,KL6@AGZ@1*6=a,K.>@A* B B176.IJ,/(?=K4&D96(C=a@1*6=,/.@A* BNB>*-,/R =&)B=CLDL)&DR:@1&D(^,KL6.A,K@1*6=?.@A*6,/9 B1R:*6=?.>&D(^,KL ,/LDL LD&)96=?B96G<. E ,KL @1GZ@1*6= &)@1B B>76.>IJ,K(?= 06GZ96G/@NR-,/B1B @A*6.>G<76;<* @1*6=&M@AB(?=C9Y@1=?.C4 O'B1&)96; @A.>&D;<G/96G E =C@A. $ /,/960 @A*6=(CGG/.106&)9-,K@A=CB[G/I @A*:=RTG<&)9%@[G/I &D9%@1=?.1=CB>@&)9 @A*6=W IU.A, E = @A*:=?9 4 &)B O64 b U 4 ,/.1(]@+,/9 O64 9b M XY7-,K@A&)G<96B @1G @A.1,/96B>IUG/. E , RTG<&)9%@ UI .1G E 58,K@1&)@A7:06= '5 G<96;<&M@A760:= ',/960 /, LM@A&M@A7606= @AG W IU.A, E =(?G G<.>06&D9-, @A=?B,/.>=a;/&)Q<=C9 &)9 PU 4 *6='06= =C(C@1&DG<9 R =?.>RT=C9606&)(?76LD,/.@AG E =C.1&D0:&S,/9 4 Y06G=CB LU 96G/@'*-,^Q/= ,/B'B1& E R:LD=,HB1G<L)7:@A&)G<9_4 $ R6&D(?,/LDL $ &)@ E 7:B>@ # = 06=]@A=C. E &D96=C03IU.>G E = E R6&).1&D(?,/L 06,K@+,:4 &)96(?=H&)@ &)B96G/@ 06=]@A=C. E &D96=C0 &)9 @1*6&DB G<. &)@ &)B ,FB1G<76.>(?= G/I =?.1.>G<.?4 ,/L)76=?BIUG<. 4 ,/(C.1G<B>B aG/.>@A*H E =C.1&D(?,,/.1=NG<9 @A*6=G<.>06=?.G/I d c,K.1(B1=C(?G<9:06B?4 9 @A*6&)B G<. 4 &)B,/B1B>7 E =?0H@AG=?XY7-,KL ?=C.1G64 &)Q/=?9F@A*6= ;<.1,^Q&M@+,K@1&DG<96,/L 06= =?(]@A&)G<96B 4 ,/9:0 4 4 4 O64 b9N *6&)(+*`&)B76B1=C0&D9F@1*6= 9-,^Q&);%,K@1&DG<9F=CX 76,K@A&)G<9_4 FH-B 3:-$ G 60 =C@1=?. E &D9:= .>=?XY76&).1=?BFLD,K@A&M@A760:= E =^,/B>76.1= E =C9Y@1B ,/960 @1*6=@A7:.19 .A,K@1= G/I @A*:= ,/.>@1* 4F*:= ;<&MQ<=?B LS, @A&)@17606= E =^,/B>76.1= E =C9Y@1B , @ d c3 K4F*6=?B>= E =^,/B>76.1= E =C9Y@1B ,/.>=Z(C7 # &D(ZB1R6L)&D96= &D9%@1=?.1R G<LD,K@A=C03@1Gd c<c/c Z,/960`@A*6=C9 76B1=C0 &)@1*`@A*:=ZQK,/LD7:= GKI ,/B;/&)Q<=C9 &D9 ", # L)= :4Md @AGF06=]@A=?. E &)96= ,K@=^,K(+* @1& E = (?G/.1.1=CB1R G<9606&)96;F@AGF=?,/(+* aO ,/96;<7:LS,/.a.A,K@1= E =^,/B>76.1= E =C9Y@?4*6=?9P=^,/(+* QK,/LD76=&)B7:B1=?0 &D9H@A*6=a,K@1@1&)@17606=76R 0-,K@A='=?XY7-, @A&DG/9 @1GZ.>= E G Q/= @A*:=Z,/.@A* B.1G/@A,K@A&)G<9 IU.1G E @A*6= ; $ .>G E =^,KB176.>= E =?9%@ABC4 *6= BA, E = QK,/LD76=CB,/.>= ,/LDB>G 06=?(C& E ,K@A=C0 @AG L/c<c ,/960 76B>=?03&D9 @1*6=9-,^Q &D;%,K@1&DG<9 =?XY7-, @A&DG/9 @1G .1= E G Q<=@1*6= ,/(?(C=?L)=?.A, @A&DG/9 @A*6=aO = RT=C.1&)=?96(C=?B'0676= @AG @1*6= ,/.>@1* B.>G/@+,K@1&DG<9 ,/960 @1*6= R6LD,K@1IUG<. E E G Q<= E =C9Y@?4Z*:= Q/,KLD76=CBG/I ,/.>= G<9 @A*:= G<.106=C. G/I ,K@ , LD,K@A&M@A7606= G/I O%c Z4 &)Q/=?9 @A*6=3 R G<B>&)@A&)G<9 E =^,/B>76.1= E =C9%@AB *-,^Q<=`, B@+,/9:0-,/.10 06=]Q&D,K@A&)G<9 G/I b E =C@A=C.1B 8@1*6=H(?G<.>.1=CB1R G<9606&)96;`B@+,/9:0-,/.10 06=]Q &S,K@1&DG<9 &D9 06=C;<.1=C=?B &DB b d c 4 *:=?.1=]IUG<.1=H@A*:= =?.>.1G<.0:76= @1GH&D9%@A=C.1R G<LS,K@1&D96;Z@A*6= LS, @A&)@17606= E =^,KB176.>= E =?9%@AB&DB E &D9:& E ,/L 4 FH-B 3:-$ ' G (^,/L)(?76LD,K@A= ' .>=?XY76&D.>=?B R6LD,K@1IUG/. E Q<=CLDG (?&)@ $ LS,K@1&)@A7:06= ,K960 @A*6= 0:&DB>@A,/96(C= IU.1G E @A*:= (?=C9Y@1=?.G/I @1*6=,/.@A* @1G @A*6=R6LS,K@>IUG<. E *:&D(+*F(^,K9 # =a=^,/B>&DL $ 06=]@A=C. E &D96=C0 IU.1G E @A*:= R6LD,K@1IUG<. E R G<B1&M@A&)G<9&D9 @A*6= W3IU.A, E = ]4 &)Q/=?9 @A*:=?9 4 *6=Zd cZ E =^,/B>76.1= E =C9%@AB ,/.1='(?7 # &D('B1R6L)&D96=&D9%@1=?.1R G<LD,K@A=C0 @1GPd c/c<cZ ,K960 76B>=?0 @1G V-960 4W*6=C9@A*:= Q/=?LDG (?&M@ $ -LD,K@A&M@A7606= ,/960 QK,/L)76=?Ba,/.1= 76B>=?0@1G 06=]@A=C. E &D96= ' *:&D(+* &DB,KR6R6LD&)=?03,/BB>*6G 9&D93XY7-,K@1&DG<96B O6T4 SH,/960 O64 b :4 L9M ; F -/& 3-$& H: $ B- " $:$:! 69 (?=a@A*6= 96, Q &);%,K@A&)G<9 =CXY7-,K@A&)G<9F&DB 76B1=C0F@AG (?,/LD(C76LS,K@1=a@1*6=,/(C(?=?L)=?.1,K@A&)G<9 G/I @1*6= R6LD,K@ IUG<. E &D9 @1*6= 9-,^Q&);%,K@1&DG<9 , =CB @A*:= ,K(?(?=CLD=C.A,K@1&DG<9 E 7:B>@ # = &)9Y@1=?;<.1,K@A=C0 &)@A* .>=?B1R =?(]@`@1G @A& E = @1GHG # @+,K&D9F@A*6= R6LD,K@1IUG/. E Q/=?L)G(C&)@ $ 4*6= 9Y7 E =?.1&)(^,/L &D9%@A=C;<.A,K@1&DG<9 G/I @A*:= 0:=?L)@A, Q/=?L)G(C&)@ $ QK,/LD7:=?BH&DBHR =?.>IUG/. E =?0 ,/BH06=?B>(?.>& # =?0 &)9 =?(C@1&DG<9>O64 b4PO64 Q/=?L)G(C&)@ $ E =^,/B>76.1= E =C9%@ R6.>G Q &)06=?B@A*:='&)96&)@1&S,/LYQ<=CLDG (?&M@ $ 4[W@@1*6&DBR G<&D9%@[@1*6=Q<=?L)G(C&)@ $ 06,K@+,(?G/9Y@A,/&D9 @1*6=&D9%@A=C;<.A,K@1=?0 ,/( (?=CLD=C.1G E =C@1=?. # &D,/B1=CB?4[ 9%@1=?;<.1,K@A&)96; @A*6= # &S,/B>=?0 Q<=CLDG (?&M@ $ 0-, @+, $ &D=CLD06B[LD,/.1;/=N=?.>.1G<.>B&D9 R G<B1&M@A&)G<9_4 *6=C.1=CIUG/.1= -@1*6= ,/(?(C=?LD=C.1G E =C@1=?. # &D,/B E 76B@ # = E =^,/B>76.1=C0,/9:0`.>= E G Q/=?0_4 ?@#$& : 4 R4 :$ -B" *6= ,/(?(C=?L)=?.A, @A&DG/9 E =^,/B>76.1= E =C9%@AB3G # @+,K&D96=C0 IU.>G E @A*:= 96, Q &);%,K@A&)G<9 =?XY7-,K@1&DG<9 ,/.>= # &D,/B1=C0 067:= @1G`B>=CQ<=C.A,/LB1G/76.1(C=?B GKIN=C.1.1G/.?4P\&D.>B>@ @1*6= ,K(?(?=CLD=C.1G E =C@1=?.1B *-,^Q/= , # &S,/B0:76= @1G B1=C96B1G/.& E RT=C.>IU=?(]@A&)G<96B?4*6&DB # &S,/Ba= &DB@AB *6=C9 9:G IUG<.1(C= &DB,/(C@1&D96; G/9 @A*6= ,K(?(?=CLD=C.1G E =C@1=?. ,/960&DB@A& E =HQK,/. $ &D9:;`B>&D96(C= &)@Z(+*-,/9:;<=?B &)@A* @A= E R =?.1,K@A76.>=/43[Q<=C9 &)@A*RT=C.>IU=?(]@ ,K@>@A&M@A7606= ,/960 ;<.1, Q &M@ $ E =^,/B>76.1= E =C9Y@1B 8@A*6&)B # &S,KB&DBR6.>=?B1=C9%@ &)9 @1*6=H9-,^Q &D;%,K@1&DG<9`IU.A, E =H,/(?(C=?L)=?.A, @A&DG/9 E =^,/B>76.1= E =C9Y@1B?4 =C(?G<960 :@A*6=,/(?(C=?L)=?.1G E =]@A=?. 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E ,K@A&)G<9 &)B 06=CRT=C9606=?0 76R G<9 &D9 @A*:= S<c 9-,^Q &D;%, @A&DG/9=CX 76,K@A&)G<9_4 G E =G/I @1*6= &)06=^,/BHIUG<. @A*6&)BPB>& E 76LD,K@A&)G<9 (?G E =`IU.>G E d^c 4 *6&)B B1=C(C@1&DG<93G<7:@1LD&D9:=?BN@1*6= 9-,^Q&);%,K@1&DG<9FB>& E 76LD,K@A&)G<9 R6.>G(C=?067:.1=Z,/960 R6.1=CB1=C9Y@1Ba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d b Z,/960, E R:LD&)@17606= 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 d c` [,/960 c c S%b/b` K4`*:=FaG<.@A* RTG<B>&)@1&DG<9 ,/LDB>G*-,KB ,`L)&D96=?,/.@A=C. 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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 d b4''7 E =C.1&)(^,/L)L $ &D9%@A=C;<.A, @A= @1*6= 9-,^Q&);%,K@1&DG<9IU.1, E = Q<=CLDG (?&)@ $ @AG G # @A,/&D9 @1*6= 9-,^Q &D;%,K@1&DG<9 IU.1, E =R G<B>&)@A&)G<9_4 d:4a7 # @A.1,/(C@[@1*6=N&)9%@A=?;/.A,K@1=?0 R G<B1&M@A&)G<9ZIU.>G E @A*6= RTG<B>&)@1&DG<9Z&D9 B@A=CRFdN@AG ;/=C@,K9 =?.>.1G<. @A=?. E 4 K ; =$ 3:-$:!>$ ! $" OaB>&D96;P0-,K@A, &)@1*6G<7:@aXY7-,/9%@A& ^,K@1&DG<9`G<. E =^,KB176.>= E =?9%@ 96G/&DB1=Z;<&)Q/=?B,PR G<B1&M@A&DG/9`=C.1.1G/. ,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= O64QL4 76(+* B E ,/L)L[=?.>.1G<.>B ;<&)Q/=?B (?G<9:V606=?96(C= &)9 @1*6=P96, Q &);%,K@A&)G<9 =?XY7-, @A&DG/9 @1*-,K@ @A*6= =?.>.1G<. &)B 06=]@A=?. E &)96=?0 #%$ @A*:= XY7-,KLD&)@ $ G/I @A*6= E G/@A&)G<9 0-,K@A,:4 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, K =$ 3:-$:!>$ ( (3-B8$ -8$! !$&" *6=ZBA, E =ZB>& E 7:LS,K@1&DG<9 ,/Ba, # G Q<= &)Ba.>=?.>769 # 7@@A*:=ZXY7-,/9%@1& ^, @A&DG/9`G/I # G/@1*`@1*6=Z; $ .>G 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 XY7-,/9%@A& ?=C0 06,K@+, &)B B E GGK@A*6=C0 @A*:=?9 @A*6= E , & E 7 E =?.1.>G<. # =?(CG E =CB d b ( E b ( E 8,K960 L E E JB1=C=\&);<76.1= O6Q4 U 4[ @W&)BN=CQ &)06=?9%@N@1*-,K@NB E GG/@1*6&D9:; @1*6=XY7-,/9%@1& ?=C0F0-,K@A,Z.1=C0676(C=?BW@A*:= R G<B1&M@A&DG/9F=?B>@1& E ,K@A==C.1.>G<.?4 K =$ 3:-$:!>$ (3-B$ -$:! -B CE-/"R34 !$" *6= B>& E 7:LS,K@1&DG<9 &DB'.17:9 &)@1*@A*6=ZBA, E = R6,/.A, E =C@1=?.>B,/B06&DB>(?76B>B1=?0 &)9`@1*6= R6.>=CQ &DG/76B B1& E 76LD,K@A&)G<9 = (?=CR:@@A*-,K@&)9 ,/060:&)@A&)G<9 @1GX 76,/9%@A& ?,K@A&)G<9 96G<&)B1= E =?,/B176.>= E =?9%@96G<&)B1=W&)B,/060:=?0 @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\ !XEO>!;Bc5H917!;f!;1P1!X: 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<; s~!;!;1 9 929!"1 E 56kH211!"1FZ -1R=5!"F!;1g!XLH<X!;1UO>!;T91E $}&+n 9H 8 1\>1!": l !"8 , G Q<=C. *:&D(+* @AG E =?,/B17:.1=@A*6= R =?.IUG<. E ,/96(C=G/I8@A*6= 9-,^Q &D;%, @A&DG/9F=?XY7-,K@1&DG<9 @A*6= B1& E 76LD,K@A&)G<9 &)B .17:9 L/c @1& E =?B?4 R:LDG/@G/I[@A*:= E , :& E 7 E E =?,/9 T,/960 E &D96& E 7 E , # B1G<L)7:@A=Z=?.1.>G<.GKI@A*6=Z=?96B>= E # L)= ,K@ =^,K(+* ,/(C(?=?L)=?.>G E =]@A=C.ZB1, E R:LD= @A& E = &)B B1*6G 9 &)9\&);<76.>= O64QM4 *6= E , :& E 7 E , # B1G/LD7:@1= R G<B1&M@A&DG/9'G<.>@1* ,/B@ ,/9:0 06G 9 =C.1.1G/.1B ,K.1=b L/b E b S9O E W,/960 c U U E 4 aQ/=?.A,K;<= R G<B1&M@A&DG/9 =?.>.1G<.N*6&D;<*:B,/.1= c M9N U E d c:d E 6,/9:0 c b9L<b E 4*6= E &)96& E 7 E R G<B1&M@A&DG/9 =?.>.1G<.>B ,/.>=FLD=?B>B @A*-,K9c d E 4 NG E R-,K.1&D9:;@A*6= E =^,K9 =?96B>= E # L)= RTG<B>&)@1&DG<9 =C.1.>G<. @AG @1*6=FRTG/B1&)@1&DG<9 =?.>.1G<. &)@A*:G<7:@ E =^,/B>76.1= E =C9Y@ 96G<&DB>= B1*:G B @1*-,K@ @A*:= E =?,/B176.>= E =?9%@H96G<&)B1= &)96(?.>=^,/B>=?B @A*:= 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:-$:!>$ !$" -B :4! 8 4 :$ -B" *6= BA, E = 9-,^Q &D;<,K@A&)G<9 B1& E 76LS, @A&DG/9 &)@1* B E GG/@1*6&D9:; ,/960 96G<&)B1= ,/B 06&)B1(?7:B1B1=C0 &)9 @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 E 56UQH11!"1FL L1=!;F!;1P!"LH2<"!;1TO>!;P91E 2!"9 91EZ2!"9b v=|9< l%!X 15000 ,xn!X1F (L $'&+n 9H 9H 171!X: 17_: 9 <; v=9 I$}&+no8 9H 2!"9I9<X:8 EH2 I -E!"@]I!"1T N~!;!;1U :!"8: LEH :8 N$}&+n8 9H : 17 17>1!X: 9, 69 G<&)B1= &)@1* ,`B@+,/9606,/.10 0:=CQ &S,K@1&DG<9 =?XY7-,/L@AG`@A*6=`d QK,/L)76=PL)&DB@A=?0 &D9 \, # LD= :4 @AG E G 06=?L @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 *6= .>=?B>76L)@1BG/I[@1*6= B>& E 76LD,K@A&)G<93,/.1=ZB1*6G 9 &)9 \&);<76.1= O64TN:4aaG/@1&D(?= @A*6,K@@1*6= E , & E 7 E R G<B1&M@A&)G<9 =C.1.1G/.N06.>G<R6B IU.>G E b E IUG<.@1*6= (?,/B1= &M@A* 9:G<&DB>= ,/960 &)@A*:G<7:@, # &S,/B@AG L)=?B>B @A*6,/9 O%c ( E IUG<.@A*6=Z(^,/B>= &)@1* 96G<&)B1= # &D,/B ,/9:0 .1= E G Q &D96; @A*6= # &S,KB?4*6&DB'06= E G<9:B>@A.1,K@A=CB @A*6,K@ 76B1&)96; @1*6= E =^,KB176.>= E =?9%@AB @AG .1= E G Q<= @A*6=3O # &D,/B 96G/@PG<96L $ .1= E G Q<=CBP@A*:= O # &S,/B # 7:@',KLDB1G .>=?067:(?=?B@1*6=06.1&MI @WG/I8@1*6=RTG/B1&)@1&DG<9 =?B>@1& E ,K@A=CBW(^,K76B1=C0 #%$ B>=?96B>G<.96G<&)B1=/4 2W,/B>=?0`G<93@1*6=?B>=Z.>=?B>76L)@1B -G<96= (?,/9`= RT=C(C@@1*6= ,^Q<=?.1,/;<= RTG/B1&)@1&DG<9F=C.1.>G<.',KI @A=C. <c B>=?(CG<9606B'G/I &);<*%@@A& E =@1G # = LD=CB1B@A*-,K9 L ( E 4 SS ?@ -B -R- - #$*-$:! 0 -BI" *6&)BB1=C(C@1&DG<9`;<&)Q/=?B=:, E R:LD=?BaG/I[(?,/LD(C76LS, @A&D9:; ,K@>@A&M@A7606= ,/9:0 RTG/B1&)@1&DG<9376B>&D96; @A*6= ,/L ;<G<.>&)@1* E B"06&DB>(?76B>B1=C0P&)9 @A*6=WR:.1=CQ &)G<76BB1=C(C@1&DG<9HG/I @A*:=(+*-,/R:@1=?.[IU.1G E .>=^,/L6aO 0-,K@A, G # @A,/&D96=C0 &D93, (?G/[email protected]<L)LD=C03LD, # G<.A,K@1G<. $ =?9%Q &D.>G<9 E =?9%@',/96030676.>&D96; , @1=?B@ &);<*%@^4 6 - #!D $:83 -8- G ;<&)Q/= (?G<9V-06=?9:(?= &D9 7:B1&D9:; @A*6= , @1@A&M@A760:= =?XY7-,K@1&DG<9 &)@A* .>=^,/LaO 06,K@+, @A*:= E G/@A&)G<9 # G W,KB E G Q<=C0 &)9 , N=CLDL # =?*6, Q/=?0 E ,/9696=C.?4*6= @1=?B@ # =?;<,/9 #Y$ R6LS,/(C&D96; @A*:= E G/@1&DG<9 # G G/9 , LD, # G<.A,K@1G<. $ ", # L)= ,/960 LD=?,^Q&)96;F&)@B>@A,K@A&)G<9-,/. $ IUG<. B>=CQ/=?.A,KLB1=?(CG<9606BC4 *6=C9 @1*6= # G N,/B .>G/@+,K@1=?0 ,KLDG<96;`&)@1B # G/@1@1G E =?06;<=CB?4 @ N,/B .>G/@+,K@1=?0 &)9@A*:= IUG<LDL)G &D96; ,/R6R:.1G & E ,K@A= E ,/9696=C. d<4 <c , # G<7:@@A*:= .>G<LDL , &DB 0 , &DB ]4 b4 <c , # G<7@@A*6= .1G/LDL , &)B?4 :4 <c , # G<7@@A*6= R6&M@A(+*`, &DB , &DB 4 O6,4 N<c , # G<7:@@A*:=Z, ?& E 7:@A*3, &DB , &)B ]4 L4 N<c , # G<7@@A*6= , C& E 7:@1*3, &DB?4 aI @1=?.'=^,/(+* .>G/@+, @A&DG/9 E =?9%@1&DG<96=C0 , # G Q<= T@A*:= E G/@A&)G<9 # G N,/B*6=CLD0,K@&M@AB'G<.1&)=?9%@+, @A&DG/9 IUG/. B1=]Q<=C.A,/L"B1=?(CG<9606B # =CIUG/.1= # =C&D96;[email protected]:=?0 @AG @A*6=ZG<.1&);<&D96,/L_G<.>&D=?9%@A,K@A&)G<9 c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a.>769696&)96; @A*:= N=CLDL # =?*6, Q/=?0,K@1@1&)@17606= 0-, @+,@A*:.1G<76;/* @A*6= ,K@>@A&M@A7606= =?XY7-, @A&DG/9 ,K.1= B>*6G 9 &D9 "&D;<76.>= O64Md c:4aG/@1&D(C= @A*6= E G/@A&)G<9 # G ,K@>@A&)@17606= E ,K@1(+*6=?BF@A*:= .1GK@+,K@1&DG<96B0:=?B1(C.1& # =C0P&)9H@1*6=R6.1=C(?=C06&D96; R-,/.1,/;<.1,/R6*6BC4&D9:(?=@A*6=aO &)B96G/@,/L)&D;<96=C0H= :,/(C@1L $ &)@1* @A*6= =?0:;<=?B G/I @A*6= E G/@A&)G<9 # G &)@F(?,/9696G/@ # = ,/B1B>7 E =?0 @A*-,K@F@1*6= .1G/@A,K@A&)G<96B G/96L $ 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 \&);<76.1= O64Md c T |!" 2 3 4 5 6 7 8 number of gyro samples (1000 Hz) 9 10 11 4 x 10 'Os <X<W R=9 E$'&nE, l HZ U<"< 91E>[l H> Nf!"ZH %9<"H<": EB89!;1TU:!"HE %99!"1 EU@A 9!;1mtOy9 lH L2!;C|!X |!",V!X0E l !"8: <;6G9: E HZ U<"<q|!" [l -H Nf!"ZHC|!" 1::: -18: Q!;H0 9I9<XH<"!"1F2<X:@]9 :!"HE O>!;U$'&n E, G (?(?7:.1=?0`, # G<7:@'G<96= , &)B?4*6=C.1=CIUG/.1= G<9:= G<76L)0`=RT=C(C@'@AGHB1=C=ZB>& E 76LM@+,/9:=?G<76B(+*6,/96;<=CBa&)9 ,K@>@A&)@17606=, # G<7@ E G<.>=N@A*6,/9HG<96=', &DBC4\*6=CB1=a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`G/@1&DG<930-,K@A,P;%, @A*6=C.1=?0G<9d cP (C@1G # =C.b/c/c<c -0676.>&D96; ,H !@1=?B@ &);<*%@G Q<=C. @A*:= W,/(+*6= ,/LDL)= $ 96=^,K.58G/;%,/9 -O' 6&DBW,/9-,/L $ C=?03&D9 @1*6&DBWB>=?(]@A&DG/9_4"G >760:;<= @A*6= ,/(C(?76.1,/( $ G/I[@1*6= 96, Q &);%,K@A&)G<9 XY7-,/9%@A&M@A&D=CB @A*6=Z&D9%@A=C;<.A, @A=?0`O 0-,K@A,P&DB'(?G E R-,K.1=?03@AG @A*6= 306,K@+,:4 96= G<76LD0 = :R =?(]@ @A*6= E @AG ,/;/.1=?= &M@A* =?,/(+* GK@A*6=C. *6=?9 @A*6= E G/@1&DG<9 =CB>@1& E ,K@A&)G<9 &)B 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 \&);<76.1= O64Md<d NE! { 1 L~ Os 1C <"!"1 !"V +E! { 1 ~ Os 1k 40 (g:!;HE Z91EP N$'&n/:!;H2E 9, NE9:: E (3:!;HE +91E8 $'&nD:!"HE v=5!"1F3=9 F9 9@x NE2! {~ 1 9,s N1 <;6Uf U<;9 9@x N 9@i F967Z 9@x (3 9H 9H (T v=5!"1F3=9 F9 RO> : 1\s2!"9s!"V 8R=9 Ei,V >:91EQE3E =!"!;139@i E!;{~ 12 O0 1 170912E3 +:!;HE + :!"3: 0!Xs<; q91Ul 9H 91E8 +:<"!"E3<"!"1 >!Xq 1\ Q , A +91EEUE =!"!;1 6R .>G<RT=C.1L $ RT=C.>IUG<. E =C0_4*6= E G/@1&DG<9F06,K@+, &DBL)& E &)@A=C0 @AGH@A*:= E G/@1&DG<9FG/I"@A*6= R6LD,K@1IUG/. E *:&DLD= @A*:= &)96B>@1.17 E =?9%@ N,/B'(?G<L)LD=?(]@A&)96;H 0-,K@+,4 R$ 3 -8 *6= ,K@>@A&)@17606= GKI"@1*6=R6LS, @1IUG<. E ,/B E =^,/B>76.1=C0 #Y$ @A*6= F,/9:0`,KB(^,/L)(?76LD,K@A=C0 IU.1G E @A*:= O&DB(?G E R-,/.>=?0 &D9 "&D;<76.>= O64Md<d<4 *6= E G Q &)96;F,^Q<=C.A,/;<=HG/I@1*6= 06& T=?.>=?96(C= # =]@ N=C=?9 @A*:= @ NG3B1=]@AB G/IN,K@1@1&)@A7:06= 0-,K@A,F&DB ,/R6R:.1G & E ,K@A=CL $ @A*6=HB1, E = 0:76.1&)96; @A*6=(S<c R:LD76BB>=?(?G/9606B G/I &D;<*%@ @A& E =/4 *:&DB 0:= E G<96B>@1.A,K@1=?B @A*-,K@ @A*:=; $ .1G # &S,/B &DB (?G E R =?96B1,K@A=C0_4 I @A*6= # &S,KB =?.1= 7:96(?G E R =?96B1,K@A=C0 _@A*6= E G Q &D96; , Q/=?.1,/;<= 06& =C.1=?9:(?= G<76L)0 *-,^Q<=H, 96G<9 C=?.>GFB1LDG/RT= ,KB E =^,/B>76.1=C0 ,/(C.1G<B>B @1*6=3,K@1@1&)@17606=F0-,K@A, 0:76.1&)96; @A*6= &);<*%@ @A& E =/4 *:=`.>=^,/B>G<9 @1*6= E G Q &D9:; 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 \&);<76.1= O64)d b dV:N %E2! {~ 1 %~ Os 1g R=9 $'&n 9H 17V2!"9,b) (k=9 <;5!" 6T91EB $'&n=9 <;!; 6TH!X1FZ3<"!"1 c5H9E!"IE2! {~ 1 I 89!"12V@]: s v=5!"1F- <"!"1 I=9 <;5!" 6BE! { 1 9, ,^Q<=C.A,/;<= 60 & T=?.>=?96(C= # =]@ N=C=?9 @A*6= ,K@>@A&M@A7606= ,/960@1*6= aO ,K@1@1&)@17606= &)B 96GK@ (?=C9%@A=?.>=?0 ,/.>G<76960 ?C= .1G &DB 0:76= @AG @A*:=FG B>=C@ ,/9:;<LD=CB # =]@ N=C=?9@1*6=FO ,K960 ,/B 06&)B1(?7:B1B1=C0 &)9 =C(C@A&)G<9 O64 b4 L 4 *6= B@+,/9606,/.10 06=]Q&D,K@A&)G<9 # =C@ =?=C9 @1*6= 06& =C.1=?9:(?= &D9 ,K@1@1&)@A7:06= IUG<.'@A*6= .>G<LDL TR6&M@A(+* ,/960 , ?& E 7:@1*&)B c b/c c d8S ,K960 c dL 4 *6=?B>=QK,/LD76=CB ,K.1=3=^,/(+* L)=?B>B @1*-,/9@1*6= E ,/9Y7:IJ,/([email protected]=C. B B1R =?(?&MV-=?0 B>@A,/960-,K.10 06=CQ &S, @A&DG/9 GKIN, @1@A&M@A760:= E =?,/B176.>= E =?9%@AB G/INc 4 *6&)B .1=CB176LM@IU76.>@1*6=?.;<&MQ<=CB'(CG<9:V-0:=?96(C= &D9F@1*6= ,/(?(C76.A,/( $ G/I"@A*6= (^,KLD(?7:LS,K@1=?0FO ,K@>@A&M@A7606=K4 !"R$ $: -8- *6= 0:& T=?.1=C96(?= # =]@ N=C=?9 @A*:= E =?,/B176.>=?0Q/=?L)G(C&)@ $ ,/960`RTG<B>&)@1&DG<9`,/960@1*6= (?,/L (?7:LS,K@1=?0 Q<=CLDG (?&M@ $ ,/9:0 RTG<B>&)@1&DG<9G # @+,K&D96=C0 IU.1G E @A*6=9-,^Q&);%,K@1&DG<9=?XY7-,K@1&DG<96BF&)B B>*6G 9 &)9 \&);<76.1=CB O:4)d b ,/960 O:4)d4 *:=O # &S,KBP&)BP.>= E G Q/=?0 #%$ V6@1@1&D96; ,LD&)96=F@AG @A*6=3Q<=?L)G(C&)@ $ =?.>.1G<.N,/BN0:=?B1(C.1& # =C0 &D9 =?(]@A&DG/9@O64PO64 b 4 *:=Q<=CLDG (?&)@ $ 0:& T=?.1=C96(?=(?LD=?,/.1L $ B1*:G B, XY7-,/06.1,K@A&)( QK,/.1&D,K@A&)G<93G Q/=?.@1& E =/4'*6= (?,/76B1= GKI[@A*6= X 76,/06.A, @A&D( QK,/.1&D,K@A&)G<9`&)Ba7:9 96G 9_4 @ &DBaRTG/B1B1& # LD= 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 \&);<76.1=,O64Md dI:8 %E! { 1 +~ Os 1U R=9 L -$'&n 9H 1\>2!"9, 40 (3~!;!;13912Ek $'&n?!;!;1kH!"1FZ<"!"1 @A*6,K@ @1*6=aO # &D,/B &)B @1& E =3QK,/. $ &)96;.1,K@A*:=?.P@1*-,/9 (CG<96B@+,/9%@^4 B>=?(?G/960 RTG<B>B1& # &DL)&)@ $ IUG/. @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:@ @A*:= XY7-,K06.A,K@1&D( Q/=?LDG (?&M@ $ QK,/.>&S,K@1&DG<9 0:&D0 96G/@ ,/R:RT=?,/.&D9 =CQ/=?. $ @A=CB>@ &D;/*Y@ E G/@1&DG<9F0-, @+, B1=]@^4*6=ZXY7-,K06.A,K@1&D( 06& =C.1=?9:(?= (^,/7:B1=?B'@A*6= (C7 # &D( 06& =C.1=C96(?= B1=C=?9 &D9F@1*6= RTG<B>&)@1&DG<9F(CG E R6,/.1&)B1G<9_4 *6&)LD=F@A*6=`= :,/(]@ (^,K76B1=3IUG<. @A*6=`X 76,/06.A, @A&D( QK,/.1&D,K@A&)G<9 &DBH769 96G 9 G<9:=`(?,/9 B1=C= *6G @1G .>= E G Q<= &)@?4 2W,/B1=C0G/9 @1*6&DB = E R6&).1&)(^,/L =CQ &D06=C96(?= @1*6=3,/LD;<G/.1&)@1* E @AG .1= E G Q<= @A*:= ,/(C(?=?L)=?.>G E =]@A=C. # &S,/B N,/B E G 06&)V-=C0 @AG V6@`, XY7-,/0:.A,K@1&D( =?XY7-,K@1&DG<9 @AG @1*6= Q/=?L)G(C&)@ $ =C.1.1G/. &D9:B>@A=?,/03G/I"V:@1@A&)96;H,HLD&D9:=@AG @A*:= =C.1.>G<.?4 *6=Q<=?L)G(C&)@ $ ,/9:0 RTG/B1&)@1&DG<9 06& =C.1=C96(?=N,KI @A=C.\.1= E G Q &D9:;'@1*6=NXY7-,/0:.A,K@1&D(Q<=?L)G(C&)@ $ =C.1.1G/. &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 > mE!;{~ 12 t O0 1 c5H9E!"dI!"1: 9ET9@ <"!"1 ydy: (?=9 <;!; 6?912E? v=9 - %$'&n $'&n =9 <;!; 6?H!"1Fo 9H 8 1\I2!X9,_ c7H29E!"d EH I8~ :: > H<;I291B -<"!"1 Id, 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 −0.2 \&);<76.1= O64MdL > tE! { 1 G Os 1 c5H9E!"%d2I:8 v=9 N -$'&+n 9H ( 40 !;!"1S91ED t$}&+n 172!"9, U<b !;!;1DH!"1F ,/L)LDG B @1*6= ,/960 O 0-, @+, @1G E G<.1=3(?L)G<B1=CL $ E , @A(+* =?,/(+* G/@A*:=?.?4 *6=C.1=CIUG/.1= &M@ &)B # =?LD&)=CQ/=?0@1*-,K@'@A*6&)B'Q/=?LDG (?&M@ $ ,/960 R G<B>&)@A&)G<93=?B>@1& E ,K@A= &)B E G<.1=Z,/(C(?76.1,K@A= @A*-,/9`@A*6=Z=?B>@1& E ,K@A= 76B>&D96; @A*:= L)&D96=?,/.NQ/=?LDG (?&M@ $ =?.>.1G<.WV:@^4 *6= E , & E 7 E 0:& T=?.1=C96(?= # =C@ =?=C9 RTG/B1&)@1&DG<9,/960 O RTG<B>&)@1&DG<9 &DB &M@A*6&)9 @A*:= 96G<&DB>= .A,K@1&D96;FGKI@1*6=H 4_ 9 06& T=?.>=?9%@A&D,/L E G0:= @A*6=HR G<B1&M@A&)G<9 =?.>.1G<.GKI@1*6= &)B O%c ( E W *6&DL)= @1*6= ;<.>=^,K@1=?B@ 06& =C.1=?9:(?= # =C@ =?=C9 `R G<B1&M@A&)G<9,K960 O RTG/B1&)@1&DG<9 IUG<.@A*6&)B0-,K@+, B1=]@ &DB <cH( E 4*6=?.>=CIUG<.>= @A*6= O RTG<B>&)@1&DG<9 &DBa,K@'LD=?,/B>@,/Ba,/(?(C76.A, @A= ,KBa@A*:= FR G<B1&M@A&DG/9_4 \&);<76.1,= O64M8d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aO # &D,/B1=CB?4 *6&DB .>=?B17:L)@ B176;/;<=?B@AB @A*-,K@ 76B>&D96;3, E G Q &D9:; ,^Q<=C.A,/;<= G/IW@A*:= RTG/B1&)@1&DG<9 E =^,/B>76.1= E =C9Y@[email protected]= E G Q/= @A*6=PLDG<9:;3@1=?. E @1.1=?9:0 G/I@A*:= O!R G<B1&M@A&)G<9F=?B@A& E ,K@1=?B(^,K9`& E R6.>G Q<=LDG/96; @A=C. E ,/(C(?76.1,/( $ 4 2N=]IUG<.1= 76B1&)96; @A*6=P RTG/B1&)@1&DG<9 E G Q &D96;`,^Q<=?.1,/;<= \,/9:G/@A*6=C. R:*6=?96G E =C96G<9 E 76B@ # = 96G/@1=?0_4 76.>&D96; @A*:= E , >G<.>&)@ $ G/IZ@1*6= E G/@1&DG<9 06,K@+, B1=]@AB @A*6= RTG/B1&)@1&DG<9 E =^,/B>76.1= E =C9Y@1B E , = LS,K.1;<= >7 E R6BC4\&D;<7:.1= O64Md U B>*6G B ,H0-,K@A,PB1=]@a@1*-,K@a(?G<9%@A,/&D96B >7 E R6B?4 *6=ZRTG<B>&)@1&DG<9 >7 E R6Ba,/R6R =^,/.a,/B'LS,/.>;<= 06&DB>(?G<9%@A&)9Y76&)@1&D=?B&)93@1*6=ZR G<B>&)@A&)G<9 0-,K@A,:4*6= LD,/.1;/=?B>@ >7 E R6BG(C(?76. ,/B@A*6='9Y7 E # =?.G/I_B1,K@A=CLDL)&)@A=CB[@A*-, @@1*6=a .>=?(C=?&)Q/=?B B1&D;/9-,/LDB[IU.>G E (+*-,K96;<=?BC4 -G<.&D9:B>@+,K96(?= 6@A*6= G/I @1=?93.1=CRTG<.@AB@A*6,K@ UHB1,K@A=CLDL)&)@A=CB B1&D;/9-,/LDBW,/.1= 76B>=?0`@1GH06=C@1=?. E &D9:= @A*:=a(C76.1.>=?9%@ H0-,K@A,:4 *6=C9 @A*6=a H.1=C(?=?&MQ<=CBNG<96= E G/.1=G<.G<96='LD=?B>B B1,K@A=CLDL)&)@A=B>&D;<96,/L @A*:= R G<B>&)@A&)G<9 E , =CB , >7 E R_4H*6&DB >7 E R (^,/9 # = G/9 @1*6=HG<.106=C. G/INB>=CQ/=?.A,KL E =C@1=?.1BC4H*6= >7 E R6B06G 96GK@G(C(?76.G<.W,/.1= E 7:(+*3B E ,KLDLD=C. &)9FB1& ?=&D9 @1*6= PQ/=?L)G(C&)@ $ E =^,KB176.>= E =?9%@ABC4 *6= R G<B>&)@A&)G<9 >7 E R6B ,/.>= .1= E G Q/=?0 #Y$ 76B1&)96; @A*6= 9Y7 E # =C.3GKI BF0-,K@A, JB>=?= =C(C@1&DG<9 4 :4Md @AG 06=]@A=C. E &D96= *6=?9 @1*6= 9Y7 E # =?.WGKI8.1=?(C=?&MQ<=BA, @A=?L)LD&M@A=B1&);<9-,/L)B (+*-,K96;<=?BC4 *6=C9, (+*6,/96;<= &D9 @A*6=F9Y7 E # =?. GKI B G (?(?7:.1B @A*:=F(?G<.>.1=?(]@HRTG/B1&)@1&DG<9 &DB =CB>@1& E ,K@A=C0 #Y$ ,/060:&D96; @A*:=3R:.1=CQ &)G<76B Q<=CLDG (?&)@ $E =?,/B17:.1= E =?9%@ E 76LM@A&)R6LD&)=?0 #%$ @1*6= BA, E R6LD= R =?.1&)G0@AG @A*:= R6.1=]Q&)G<76B RTG/B1&)@1&DG<9 E =?,/B176.>= E =?9%@^4 *6= 06& =C.1=C96(?= # =C@ =?=C9 @A*:= (?G/.1.1=C(C@'R G<B1&M@A&DG/9F=?B>@1& E ,K@A= ,/9:0 @1*6= RTG<B>&)@1&DG<9F=CB>@A& E , @A= &)@1*F@A*6= >7 E R3&)BWIUG<76960 ,/960 @A*6&)B U 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 \&);<76.1=HO64Md8S M2!;F7>!X > ZE2! {~ 1 L Os 1G 100 120 seconds 140 (C!;!;1C91Eh $}&+n 9, +=9 %!"8 N Z$}&+n/!;!"1PE!;@A>RO0R6C@A 1 EB:kH: (T 9H 17:8 EH -EQ!;@], !;!"1g@A9U<"1F9 (P~!;!;1gHF9F9 :!"1FT 60 & C= .1=?9:(?= &DB.>= E G Q/=?0 IU.1G E ,/LDLTG/I @A*6=IUG<L)LDG &D96; R G<B1&M@A&DG/9 BA, E R6L)=?B769%@A&)L @A*:= 9:= @ >7 E R G(C(?76.>B'G/.@1*6= =?9603G/I @A*6= 0-, @+, &DB.>=^,/(+*6=C0_4 &)@1*P@1*6= R G<B1&M@A&DG/9 >7 E R6B .1= E G Q<=C0 6, E G Q &D96; , Q/=?.1,/;<=GKI @A*6=a06& T=?.>=?96(C= # =]@ N=C=?9 @A*:=a RTG<B>&)@1&DG<9H,/9:0 @1*6=O RTG/B1&)@1&DG<9 =CB>@1& E ,K@A=&)B(^,/L)(?76LD,K@A=C0_4\*6&)B E G Q &D9:;Z,^Q/=?.A,K;<= &DB @1*6=?9 &D9%@1=?.1R G<LD,K@A=C0 IUG<.Fd c F@A G L/c<c 3,/960,/0606=C0 @1G @1*6= O R G<B1&M@A&DG/9 =?B>@1& E ,K@A= (^,K76B1&)96; @A*6= LDG<96; @A=C. E @1.1=C960 G/I@A*:= OR G<B1&M@A&)G<9=CB>@A& E , @A=Z@1G IUG<L)LDG @A*:=H E =^, B17:.1= E =?9%@1B?4 \&D;<7:.1= O64M8d M B>*6G B'@1*6=RTG/B1&)@1&DG<9 06& T=?.>=?96(C= GKI"@1*6=BA, E =0-,K@A, &D93\&);<76.1= O64)Rd S ,/9603.1= E G Q &D9:; @A*6= E G Q &)96; , Q/=?.1,/;<= 06& T=?.>=?96(C=/4 aG @1*6= O!R G<B1&M@A&DG/9 =?B@A& E ,K@1=?BIUG<LDL)G @A*:= @1.1=C960`GKI"@1*6= 0-,K@A, =]Q<=?9`0676.>&D96; , LDG<9:; &D;<*%@@1& E =/4 G3;/&)Q<=H,FB>=?96B>= GKI @1*6= @AG/@A,/L E G Q<= E =?9%@ G/I@A*:= R6LS,K@>IUG<. E 0676.>&D96; 0-,K@A, (?G/LDLD=C(C@1&DG<9 @A*6=Z,K@>@A&)@17606= ,/9:0`R G<B1&M@A&)G<9 G/I"@1*6= R6LS,K@>IUG<. E G Q<=?.'BA, E = &);<*%@0-,K@+, ,/B76B>=?0 &)9 \&);<76.1= O:4)8d M ,/.>= R:LDG/@>@A=?0 4N*6=Z,K@1@1&)@17606= &DBB1*:G 9`&D9`\&D;/76.1= O64M8d N:4 *6=Z,K@1@1&)@A7:06= (+*-,/96;<=CB ,/.>=F, IUG<. E G/I'769 W,K9Y@1=?0,/&D.>(?.1,KI @ E G/@A&)G<9 067:.1&D9:; 0-,K@+, (CG<LDL)=?(]@A&DG/9_4 *6= RTG/B1&)@1&DG<9 0-,K@A, &DBaB1*6G 9 &D9 "&D;<76.>= O64 b/c:4*:= (+*-,/96;<=CB &D9@1*6= B1L)G<R = G/I@A*:= aG<.@A* ,/9:0 ,KB>@ LD&)96=?B UVO 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 \&);<76.1=O64MdU 15HN 9@ 40 seconds (J!;!;1m91E k$'&+n !;!;1t@]9 hE (P!"!;1 KH W> H<;+@] T291F9 8!"1h W1 EP:k - v=9 Eg @A9 - (B~!;!;1B!"H: E kE! { 1 U O0 1 : 179!"1!"1F 30 (g~!;!;18K:H82, (B: <"<"!;: ,y 0KH :8 8R=9 N -$}&+n~!;!;1TE!;@A, /, .>=, .1=CB176LM@G/I @1*6= R6LD,K@1IUG<. E (+*-,/96;/&D96; *6=?,/06&)96;64[*6= QK,/.>&S,K@1&DG<9 &D9P@A*6= R:LS,K@>IUG<. E ,/LM@A&M@A7606= &DB,KLDB1GH=]Q&)06=?9%@?4*:=?B1=Z,/.>=Z,KLDB1GH=6, E R6L)=?BG/I"76960:=?B1&).1=C0R6LD,K@1IUG<. E E G/@1&DG<9_4 FH! 3" $! aO B>&D96; @1*6= R6.>&D96(C&DR6L)=?Ba06&DB>(?76B>B1=?0 &D9`@A*6&)B (+*-,/R:@1=?. _@A*6= R6LD,K@1IUG<. E E G/@1&DG<9 (^,K9 # ==?B@A& E ,K@1=?0_4 \L)&D;<*%@ 0-, @+,WB1*:G B8@A*6,K@ @A*6=R G<B1&M@A&)G<9 G/I @A*6=R6LD,K@1IUG/. E (^,/9 # ==CB>@1& E ,K@A=C0 @AG &)@1*6&D9 LD=CB1B@A*-,K9d E GKI_=?.>.1G<.C4OaB>&D96; @A*6='=?B@A& E ,K@1=?0 RTG/B1&)@1&DG<9 /Q<=CLDG (?&)@ $ :,K960 ,K@>@A&)@17606=0-, @+, :@1*6= .A,/06,/.0-,K@A, (?,/9 # = E G/@A&)G<9F(?G E R =?96B1,K@A=C0_4 UL 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 −0.4 \&);<76.1=O:4)d8M 8!"15H: - BE! { 1 B O0 1 v=5!X1F8=9 F9 Z:8 8R=9 N $}&+n 100 120 seconds ( 140 !"!;1 91E B$'&n !;!;1 ~!;!;1TE!;@Ay@]98<;1F9 MW!;F\I!X H!"1FG` 9, 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 \&);<76.1= O64Md8N (T %:!;HE +9@ +W<":@]9Q@A9y <;1F9 yM2!;F70!" 9H 17 : 2Q!;1g Os 1h $'&n@]Q9 120 %E,q %1!"63<"!"1 +!" 912EB N879P<X!"1 !"I N :!"8: EC:!;HE 9,0 9:1g@]9 (P91EC :!"8: :!;HE !"EH N:U L{: 91F<" > O0 1h N91EB ~E6k@]98 9, U9S North meters 0 −5000 −10000 0 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 \&);<76.1= O64 b/c > N2<X:@]9 !;!;1 (g 120 9H 8 1\%91Eg$}&+n !;!;1g :!"8: , E! { 1 Os 1g O0k!">:889<"<2>!;9119>~ - 1P!"I9<; 9, UU U9M / 9 @A*6&)B (+*-,/R:@1=?. B1& E 76LS,K@1&DG<9.1=?B>76L)@1B8=?B>@A, # L)&DB1*@1*-,K@8@A*6=R6.>G<R G<B1=C0ZB>G<LD7:@1&DG<9:B_@AGR6*-,/B>= *6&)B>@AG/. $ QK,/.1&D,K@A&)G<9 %.1,/96;<=a06=?LD, $ QK,/.>&S,K@1&DG<9 Y,/960 , ?& E 7:@A*PBA, E R6LD='B1R6,/(?&)96;ZQK,/.>&S,K@1&DG<9 J;/&)Q<=C9 &D9 =C(C@A&)G<9 b4 U .>=?067:(?=a@1*6='=T=?(C@1BNG/I 769 W,K9Y@1=?0FR6LD,K@1IUG/. EE G/@1&DG<9_4" =C@A,/&DL)BG/I @1*6= E G/@1&DG<9 (?G E R =?96B1,K@A&)G<9H,/L);<G<.1&M@A* E B>76(+* ,/B(?,/LD(C76LS,K@1&D96;'@A*6=R G<B1&M@A&)G<9 G/I @A*6=',/9%@1=?969-,KB ,K960P=CB>@1& E ,K@ &D9:;Z@A*:= R6LS, @1IUG<. E *6=?&);<*%@, # G Q<= ;/.1G<769:0F,/.1=a= R6LD,/&D96=C0_4\&)9-,/LDL $ %,Z(?G E R-,/.>&DB1G/9 G/I QK,/.>&DG<76B @+,K.1;<=]@AB,/9:0F,/.1=?,/BWG/I , & E ,K;<= # =]IUG<.1=,K960 ,KI @A=C. E G/@A&)G<9 (?G E RT=C96BA, @A&DG/9 06= E G<9 B>@1.A,K@1=?B @1*-,K@ @1*6= E GK@A&DG/9(?G E R =?96B1,K@A&)G<9 ,/L);<G<.>&)@A* E & E R6.1G Q<=CB & E ,/;<= 06=C@A,/&DL [.1=CB1G<L)7:@A&)G<9 ,/9603(?G/[email protected],/B@^4 K 6 CEB$!GFH!IJ" -$:!G=$ 3:-$:!" 9 N*-,KR:@A=C.b @A*:.1=?=a=T=?(]@ABWG/I87:9 N,/9%@A=C0 E G/@1&DG<9 G<9P 06,K@+, ,K.1=.>=?R G<.>@1=?0 R6*-,KB1=*:&DB>@1G<. $ Q/,K.1&S, @A&DG/9 %.A,/9:;<=a0:=?LS, $ QK,/.>&S,K@1&DG<9 <,/960 , ?& E 7:@A* BA, E R6L)='B>R-,/(C&D96; QK,/.1&D,K@A&)G<9_4 G<L)7:@A&)G<96B @AG @1*6=?B>=F=T=?(C@1BH,/.1= ,/LDB>G R6.>=?B1=C9%@A=?0 4 G Q<=C.1&)I $ @A*:= B1G<L)7:@A&)G<96B LD=CB1B1=C9 E G/@1&DG<9 =T=?(]@AB E G/@A&)G<9`(CG E RT=C96BA,K@1&DG<93&DB'B1& E 76LD,K@A=C0_4\&D.>B>@ 9:G<9 &)06=^,KL E G/@1&DG<9` 0-, @+,P&)Ba(C.1= ,K@1=?0_4 *6=?9&)@H&)B (?G E RT=C96BA, @A=?0 4*6&)BHB1=?(]@A&)G<90:=?B1(C.1& # =CB @1*6= B1& E 76LS,K@1&DG<9 E =C@1*6G 0,K960 .1=CLS,K@1=?B'@A*6=Z.1=?B>76L)@1B G/IB>& E 7:LS,K@1&DG<96B *6&)(+* B1*6G @A*6,K@ E G/@A&)G<93(?G E RT=C96BA, @A&DG/9.1=C0676(C=?B @A*:= , # G Q<= 9-, E =?03= T=?(]@AB?4 G (?.>=^,K@1=B1& E 76LS,K@1=?0Z.A,/96;/= (CG E R6.1=CB1B1=C0 0-,K@A, %,B>& E R6LD=LS,K9606B1(?,/R =W&DB"06=CV-9:=?0 &)@1* R G<&D9%@ @+,/.>;<=C@1B ,K@ 9:G 9 R:& =?L'LDG (^,K@1&DG<9:B?4 9 @A*:= LS,/9:06B1(?,/RT=`R6& =CLDBH@A*-,K@ 06G 96GK@ (?G/9Y@A,/&D9 ,'@+,K.1;<=]@,/.>=N;<&MQ<=?9 ,aQK,/LD76=G/I C=?.1G *6&DL)= R6& =?LDB @A*-, @[,/.>=W,K@\RTG/&D9%@"@A,/.1;/=C@[L)G(?,K@A&)G<96B ,/.>=F;<&)Q/=?9 , 96G<9 ?=C.1G QK,/LD76=K4 *:=3R G<B>&)@A&)G<9 G/I@1*6=F.A,/06,/. R6LD,K@1IUG<. E &)B ,/L)B1G 96G 9 ,K960 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 G B>& E R6LD&MI $ @A*6= B1& E 76LD,K@A&)G<96B @1*6= 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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a,/9%@A=?9:9-,ZIUG G/@AR6.>&D9%@ <@1*6=?9 &)@&DB&D;/96G<.1=C0_4[O'B1&)96; @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 ,K@>@A=?9Y7-, @A&DG/9_4N2 $ QK,/. $ &D9:; @1*6=Z(C.1G<B>B @A.A,K( RTG<B>&)@1&DG<9FG/I"@A*6= R6LD,K@1IUG<. E # GK@A*3R6*-,/B>=Z*6&)B>@1G<. $ 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 (?G/96B1=C(?7:@1&)Q<=3,/L)G<96; @A.1,/( R6LS,K@>IUG<. E R G<B1&M@A&)G<9R G<&D9%@1B B1& E 76LS, @A=?B , ?& E 7:@1* BA, E R6L)= B1R6,/(?&)96; QK,/.1&D,K@A&)G<9_4 aI @1=?.W(C.1=?,K@A&)96; @A*:= 0-,K@+, E =C@A*:G06B@AG .>=?0676(C= E GK@A&DG/9 = T=?(]@AB(?,/9 # =@1=?B@A=?0 4 *6=3B1G<L)7:@A&)G<9 @AG R6*-,KB1= Q/,K.1&S, @A&DG/9 &DB @AG ,/R6R:L $ , R6*-,KB1=3B1*6&MI @ @1G @1*6= .A,/9:;<= (?G E R6.1=CB1B>=?0 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 IU.1G E @A*6=@+,K.1;<=]@@1G@A*6='&D06=?,/[email protected],/( ' 4'G N=CLDL6@1*6=a06,K@+, (^,/9 # =a(CG E R =?9:BA,K@1=?0 ,KL E G<B>@ (?G E R6L)=C@1=?L $ 0:=?R =?9606B G<9 *6G ,/(C(?76.1,K@A=CL $ ,/960 ' (?,/9 # = (?,/LD(C76LS,K@1=?0_43*6= E =C@1*6G 0 G/I0:=C@A=C. 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E G/@1&DG<9 M<c 1 1 2 2 3 3 4 4 5 5 6 6 7 7 8 8 9 9 10 10 11 11 200 \&);<76.1= L 4)d abs range−compressed target return range bin range bin abs range−compressed target return 400 600 azimuth sample 800 1000 200 @Aq NF9 > H1y@A9>9EE I98 IF9 q@A: q 9!;1 400 600 azimuth sample 800 1000 +9I91F9 LE <"6T=!"!;1Y,q*>!;F7 1!;1i,x$}17: <"!"1F E2%:-%d5 E E2!":91 y@A N18!"19<~:94B EH I {~ 9@ Q91F9 NE <"R6T=|!X!;1i, (?G E R =?96B1,K@A&)G<93B1*6G B9:G<. E ,/L .A,K96;<= E &);<.A,K@1&DG<9 # 7:@'@A*6= =T=?(]@ABGKI.A,/9:;<= 06=?LD, $ QK,/.>&S,K@1&DG<9 ,/.>= .>?= 067:(?=?0 4 `&)96& E & C&D96; @1*6= = T=?(C@1BZGKI,C& E 7:@1* BA, E R6LD=HB>R-,/(?&)96; Q/,K.1&S, @A&DG/9 .1=?XY76&).1=CBZ&)9Y@1=?.>RTG LS, @A&D9:;@A*6= .1,/96;<=F(CG E R:.1=?B>B1=C0 0-,K@A, B1G @A*-, @ @A*6= ,C& E 7@A* BA, E R6L)=?BH,/.>=FB1=?R6,/.A,K@1=?0 #%$ , (?G/96B>@A,/9%@06&DB@+,/96(C=/4 GH&DLDL)76B>@1.A,K@1='@1*-,K@N&D9%@A=C.1R G<LS,K@1&D96;Z& E R6.1G Q/=?B,C& E 7@A* @A,/.1;<=]@(?G E R6.>=?B B1&)G<9 0-,K@+,`G/I',B1&)96;<L)= @A,/.1;<=]@ &)BZ;<=C96=?.1,K@A=C0 &)@1* ,R6LD,K@1IUG<. E Q<=CLDG (?&)@ $ @1*-,K@ QK,/.>&D=CB @A*:.1G<76;/*6G<7:@@1*6= &D9%@A=C;<.A,K@1&DG<9 @1& E = B1& E 76LD,K@A&)96; R6LD,K@1IUG/. E ,/(?(C=?LD=C.A,K@1&DG<9 067:.1&D9:; 0-,K@+, (CG<LDL)=?( @A&)G<9_4 *:=0-,K@A, &)B @1*6=?9 , ?& E 7:@1* (CG E R:.1=?B>B1=C0 76B>&D96; @A*6=`,^Q<=?.1,/;<=3Q<=?L)G(C&)@ $ 067:.1&D9:; @A*:= &D9%@1=?;<.1,K@A&)G<9`@1& E = ,/9:0 (?G E R-,/.>=?0@1G 0-,K@A, @A*-,K@&DBa&D9%@A=C.1R G<LS,K@1=?0 &)9 , C& E 7@A* # =CIUG<.>= # =?&D9:; (?G E R6.>=?B>B1=?0 4 *6= 0-,K@A,`&)B &D9%@1=?.1R G<LD,K@A=C0B1G`@A*-,K@ =^,/(+* , ?& E 7:@A* B1, E R6LD= &DBZB1=?R6,/.A,K@1=?0 &)9 06&)B>@+,K96(?= #%$ @A*6=a,^Q<=C.A,/;<=Q<=CLDG (?&M@ $ 06&)Q &)06=?0 #%$ @A*6=''N4%*6=a, ?& E 7:@A* (?G E R6.>=?B>B1=?0H@+,K.1;<=]@ .1=CB176LM@AB,K.1=WB>*6G 9 &D9 \&);<76.>2= L4 b4\ @\&DB"=CQ &D06=C9%@@A*-,K@[, ?& E 7:@1* &D9%@A=C.1R G<LS, @A&DG/9 & E R:.1G Q<=CB[(?G<9 @A.1,/B>@,/960F.1=CB1G<L)7:@A&)G<9 G/I @1*6= @+,K.1;<=]@ # =?(^,K76B1=@A*:= RTG/&D9%@W.>=?B1R G<96B>= *-,/B, *6&);<*6=C. E ,/;<96&M@A7606= ,/960`, 9-,/.>.1G N=C. &D0:@1*3@1*-,/9 &)@1*6G<7:@a, C& E 7:@1*F&D9%@A=C.1R G<LS, @A&DG/9_4 M:d 4 x 10 2.5 2 1.5 1 0.5 0 2350 \&);<76.1= L4 b f!"ZH 4 No azimuth interpolation abs of azimuth compressed target abs of azimuth compressed target 2.5 2400 2450 2500 azimuth sample f!"ZHP K ; 1.5 1 0.5 0 2550 2550 2600 2650 azimuth sample 2700 EF9 UEG @]9 P91E@A: 0 @]9 T!X1\: <"!"1t Bf!"ZH )f!"LHU!X1\: <"!"1k:89 f!"ZHT9 After azimuth interpolation 2 P2:<"H: B=9<"H B9@91f!XLHj !"17: <"!;1i, x 10 9 W<; U29!"1Fe!"191:917, 2<; :W9!"1FZ=|!X!;1U H<;y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`R:76LDB>=?B,/.>= E &DB1B>=?0 :(?G E R67:@1&D96;H,/9%@1=?969-, R G<B1&M@A&)G<9 YV-9606&)96; @A*6=.1,/96;<= # &)9F06&DB@+,/9:(?= -=CB>@1& E ,K@A&)96; R6LD,K@ IUG<. E *6=?&);<*%@, # G Q<= ;/.1G<769:0 R =?.IUG<. E &D96;HR6*6,/B1= *:&DB>@1G<. $ ,/9:0.A,K96;<= 0:=?LS, $ (?G E R =?96B1,K@A&)G<9 ,/9603& E R6L)= E =?9%@A&)96; , C& E 7@A* BA, E R6L)=B1R-,/(C&D96;H(CG E R =?9:BA,K@1&DG<9_4 K ; 6 F -/& 3-$& ! $-B +4-B 2N=]IUG<.1=3(^,/L)(?76LD,K@A&)96; @A*6=`96G E &D9-,[email protected],K( W@1*6= E G/@1&DG<9 0-,K@A, &)BP&)9%@A=?.>RTG/LS,K@1=?0 IU.1G E @A*:= aO BA, E R6LD= .A,K@1=H@1GF@A*6= 'N4_*6&)B ;<&)Q/=?B@A*6=HR G<B1&M@A&)G<9 G/I @A*6= R6LD,K@1IUG<. E *:=?9=?,/(+*R:76LDB>=&[email protected],/96B E &M@1@A=C0_4 *6=P96G E &D9-,/L[@1.A,/( &)9 @1*6=P96, Q &);%,K@A&)G<9 IU.A, E =H&DB 06=C@1=?. E &D9:=?0 IU.>G E @A*:=PR6LD,K@1IUG/. E R G<B1&M@A&DG/9F0-,K@+,4*:= @1.A,/( &)BIUG<76960 #%$ V6@1@1&D96; , LD&)96= @AG @A*:=Z'G<.>@1*`R G<B>&)@A&)G<9F0-,K@A, 6@AGH@A*:= ,/B>@R G<B>&)@A&)G<9 06,K@+, Y,K960 76B1&)96; @A*:= E =?,/9 06G 9HRTG<B>&)@1&DG<9_4 96G E &)9-,/L *6=^,/0:&D96; ' %&DB[,/LDB>G M%b IUG<769:0 IU.>G E @A*6=06&).1=C(C@A&)G<9 @1*6=96G E &D9-,KL @1.A,/( RTG<&)9%@AB?4\*6= 96G E &D9-,/L R6LD,K@1IUG/. E ,K@1@1&)@A7:06=&)B c c ' ]4 K ; ; 8 4 $$ 3 &"'" -/4 C $"R" *6=C9P,R67:LDB1=N&DB[.>=?(?=C&)Q/=?0P,/960HBA, E R6L)=?0 /@1*6=0-,K@A, &DB .>&)@>@A=?9 @1G , *-,/.>0 06&)B 06.1&MQ<=/4 L)L\G/I@1*6= BA, E R6L)=?B GKI G/96= @A.1,/96B E &)@>@A=C0 R676L)B1=H,/.>= (^,/L)LD=C0 , LD&)96=/4Z (?(?,/B1&)G<9-,/L)L $ 0676= @1G , *-,/.>0 N,/.1=P=?.1.>G<. \,`.>=?(?=C&)Q/=?0 R67:LDB1= G<. LD&)96=H(^,/969:G/@ # = .>&)@>@A=?9 @AG306&DB 4 76(+* ,`R:76LDB>=P&)B (^,KLDLD=C0 , E &DB1B>=?0 R:76LDB>=/4*:=F.A, 0-, @+, (?G/9Y@A,/&D9:B 96G @A& E =PB>@+, E R6B B>G , E &)B1B1=C0 R676L)B1= (?,/9696GK@ # =06=C@1=?(C@1=?0 06&).1=?(]@AL $ IU.>G E @A*6=.1, 06,K@+,:4 &)@A*:G<7:@, E =C@1*6G 0 G/I806=]@A=?(]@A&)96; E &DB1B>=?0 R67:LDB1=CB 8, G<9:= @1G G/96= (CG<.1.>=?B1R G<960:=?96(C= # =C@ =?=C9 @1*6= R6LD,K@1IUG<. E RTG<B>&)@1&DG<9`0-,K@+,F,K960 =^,K(+* L)&D96=3G/IZ 0-, @+, E 76B@ # = ,/B>B17 E =?0_47:R6RTG/B1= @A*:= T@1* R676LDB>= &DB E &)B1B>=?0 @A*:=?9 @A*:=3R G<B>&)@A&)G<9 0-,K@A, IUG/.H@1*6= T@1*R67:LDB1=3&DBH,KB1B1&);<96=C0@AG @1*6= d?@1*R67:LDB1=K4 @1*6G<76B1,/960 E &DB1B>=?0HR676L)B1=CB L)=^,/06B[@1G , L)&D96=NG/I 06,K@+, # =?&D9:;Z,KB1B1&);<96=C0 @1*6=RTG<B>&)@1&DG<9 G/96=B1=?(CG<960 # =]IUG<.1=@A*:= LD&)96= W,/B.>=?(C=?&)Q/=?0_4 aB1B1&);<96&)96; @A*:= .1G<9:;FRTG<B>&)@1&DG<93@AGF, .>=?(?=C&)Q/=?0 R676L)B1= T.1=C0676(?=CB E G/@1&DG<9 (?G E R =?96B1,K@A&)G<93,/(?(C76.A,K( $ 4 G3.>= E =?0 $ @A*6&)B R6.>G # LD= E , @A& E = B@+, E R &DBBA,^Q<=C0 B>=?R-,/.1,K@A= IU.>G E @1*6= 0-,K@A, *6=C9P=?,/(+*H.1=?(C=?&MQ<=?0 R676L)B1=&)B[BA, E R6L)=?0H,/960 .>&)@>@A=?9 @1G E = E G<. $ 4"2 $ (CG<769%@A&)96;@A*6=9Y7 E # =C. 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E &DB, Q/=?(]@AG<.IU.1G E @1*6=R6LS, @1IUG<. E R G<B>&)@A&)G<9 UB1R =?(?&MV-(^,KLDL $ @A*:= R G<B1&M@A&DG/9 G/I_@1*6= aO @1G @A*6= ,/9%@A=?9:9-,:4*6&)BNQ<=C(C@AG/.W(^,/9 # =0:=CV-96=C0 &D9 ,K9 $PE G/@A&)G<9PIU.1, E = G/I .>=CIU=?.>=?96(C=/4&)96(?=@1*6= ,/9%@1=?969-,KB ,/.1=`.1&D;/&D06L $ E G/769%@A=?0 @1G@A*:= R6LS, @1IUG<. E # G 0 $ W@1*6=?&). R G<B1&M@A&DG/9F&D9F@A*6= # G0 $ IU.A, E =&DB(CG<96B>@A,/9%@^4B@A*:=Z, @1@A&M@A760:=Z,K960`R G<B>&)@A&)G<9FG/I @A*6= R6LD,K@1IUG/. E (+*-,/9:;<=?Ba&D9 @A*6=Z9-,^Q&);%,K@1&DG<9FIU.A, E = 6@A*6= 9-,^Q &D;%,K@1&DG<9 IU.A, E =R G<B1&M@A&)G<9`GKI[=^,K(+* ,/9%@A=C969-, ' ' ' (+*6,/96;<=CB?4*6= R G<B1&M@A&)G<9 G/I ,K9 ,/9%@A=?9:9-, &D9 @1*6= 9-,^Q &D;<,K@A&)G<9PIU.1, E =a&DB =?XY7-,/L @AG @A*:= R G<B1&M@A&DG/9`G/I\@A*6=ZR6LS,K@>IUG<. E ' R6L)76Ba@1*6= ,/R:R6.1G<R:.1&S, @A= 9-,^Q &D;%,K@1&DG<9 IU.A, E =Z,/9%@A=C969-, L)=CQ<=C. ,/. E 6=C&)@1*6=?. ' ' -G<. ' 4 *6=R6LD,K@1IUG<. E 0:&D.1=C(C@1&DG<9 (CG<B1&)96= E , @A.1& Z(^,/9 # ='7:B1=?0H@AG @1.A,/9:B>IUG<. E @A*:= # G 0 $ IU.1, E = LD=]Q<=C. ,/. E @AG @A*6= 9-,^Q &D;%, @A&DG/9 IU.1, E = LD=CQ/=?.Z,/. E 4 9 @A*6&)B E ,/9:96=?.@A*:= @1.A,/96B E &M@ ,/9%@A=C969-, R G<B1&M@A&DG/9F&DB(^,KLD(?7:LS,K@1=?0 ' ' ' &L4)d ' F ' &L4 b *6= R G<B>&)@A&)G<93G/I@A*6=Z.1=C(?=?&MQ<=H,/9%@1=?969-,KB &DBIUG<76960 &)9`@1*6= B1, E = IJ,/B1*:&DG<9 # 7:@ .1=?XY76&).1=CB B17 # B>@1&)@17:@A&)96; IUG<.W@A*:= (CG<.1.>=?(]@aL)=CQ/=?.',/. E 4 *6= # G 0 $ IU.A, E =H,/9%@A=C969-,`L)=CQ/=?. ,/. E BG<9 @A*6= R6LS,K@>IUG<. E &D9 E =C@A=C.1B ,/.>= =?B@A& E ,K@1=?0,/B c L L L ,/960 L L ]4a`G<.>= = :,/(]@ LD=]Q<=C.a,K. E E =^,/B>76.1= E =C9%@AB96=?=C0`@1G # = E ,K06=/4 K ; 12$&$ ?@-B* $ $&" 8-B a I @1=?.NV69606&D9:; @A*6= R G<B>&)@A&)G<9 GKI @1*6=,/9%@1=?969-,KB -G<96= E 76B>@W06=C@1=?. 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LD=CB1B @1*-,/9 ,/L)L G/I@1*6=F=?L)= E =?9%@AB GKI ' 4-G<. @A*6=CB1=FIU= =?L)= E =?9%@AB GKI &D9%@A=C.1R G<LS, @A&DG/9 &)B 96G/@NRTG/B1B1& # LD=K4[ 9 ;<=C96=?.1,/L = @A.A,KRTG<LD,K@A&)G<9 LD=^,K06B @1G 7696.>=^,/L)&DB>@1&D(?,/LDL $ LS,K.1;<='0-,K@A, QK,/LD7:=?B *:&D(+* (?G/.1.17:R:@@A*6=a & E ,/;<=/4 *6=C.1=CIUG/.1=@A*6=QK,/LD7:=?BG/I *6&D(+* .1=CX 7:&D.1== @1.A,/R G<LD,K@A&)G<9 E 76B@ # = 06=]@A=?(]@A=C0 ,/960B>=C@ @1G B>G E = .1=?,/B1G/9-, # L)= QK,/L)76=/4 9@1*6&DB NG/. = @A.1,/R G<LS,K@1&DG<93R G<&D9%@ABa,/.>= MU B1=]@@AG , QK,/L)76=G/I c:4\*:=a(CG<96B1=CXY76=?96(C=G/I @A*:&DB,/(]@A&DG/9 &)B[@A*-, @, 0-,K. # G<.>06=?.G/I @1=?9P,/R6R =^,/.>B G<9F@A*:= =C06;<=CBaG/I\, E G/@1&DG<9 (?G E RT=C96BA, @A=?03& E ,/;<=K4 K ; 7 I:!$& $& 3 =5-BI: =5I-B $<FH!IJ" -$! aO B>&D96;a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a 4 *6= ,^Q<=C.A,/;<= Q/=?L)G(C&)@ $ &)B 06=]@A=?. E &)96=?0 #%$ 0:&)Q &D06&)96;P@1*6= 06&)B>@+,K96(?= # =C@ =?=C9 @A*:= V-.1B@ ,/960 LD,/B>@ RTG/&D9%@ABPG/I@A*6=R6LS,K@>IUG<. 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GKI E ,/;<96&M@A760:= ;<.1=?,K@A=C. @A*6,/9@1*6=B>76.1.>G<769606&)96; .>=^,/L0-,K@A,:4 *6=.>=?B>76L)@1B ,/.>=& E ,/;<= ,K.>@A&MIJ,/(C@1B @1*-,K@P(?G<9:B1&DB@A=C0 G/I # .>&D;<*%@'Q<=?.@A&)(^,/L"LD&D9:=?Ba,/R6R =^,/.>&D96;PB1&D0:= #%$ B1&D0:= ,/(C.1G<B>B@A*6= & E ,/;<= &D9`.A,/96;/=/4a.>@1&)IJ,/(]@ABa,/LDB>G G (?(?7:.1.1=C0 *6=?9 LD&)96=^,K. &)9Y@1=?.>RTG<LD,K@A&)96; E ,/9 $ (?G<9:B1=?(C7:@A&MQ<=CL $FE &DB>B1=?0 R676LDB>=?BC4 *:=?93, B>@1.1&D9:; G/I E &)B1B>=?0 R676L)B1=?B N,/B06=C@1=?(C@1=?0 -@1*6= &D9%@A=C.1R G<LS,K@1=?0F0-, @+, .1=CR6LS,/(C&D96; @1*6= E &)B1B>=?03R676LDB>=?B N,/B ;<&MQ<=?9 ,`.1,/9606G E R6*-,/B>=/4 *:&DB B1&);<96&)V6(^,/9%@AL $ .1=C0676(C=?0@1*6= Q&)B1& # &DL)&)@ $ G/IN@1*6=P&)9%@A=?.>RTG/LS,K@1&DG<9 ,/.@A&)IJ,K(C@ABC4 K ?@ -B -R-?@"R3 " =]Q<=?.1,/L E =]@A.>&D(?B ,/.>=F76B1=C0 A@ G 06=]@A=C. E &D96= *6G E G/@1&DG<9 C( G E R =?9:BA,K@1&DG<9 (+*-,/9:;<=?BP, & E ,/;<=K4 -G<. 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E /G @A&)G<9 (?G E RT=C96BA, @A&DG/9&DB B1*:G 9 &)9 MN After motion compensation 10 10 20 20 30 30 40 40 azimuth azimuth Before motion compensation 50 60 60 70 70 80 80 90 90 100 100 2 \&);<76.1=HL4 ) 50 4 6 range 8 10 2 ` t`Z<;594T!X8F9 N9@_ LF9 4 6 range 8 10 `- ~12: - @]9 L91EC@]: !;1Y,0 Nf!"ZHPO>!XEB9@x NF9 +Q91F9 @] R!X8: <;6 <; 91J`l8f!"ZHBW! 5 <X,_ -17:9:>Q!;8!" 5 , l3912EJ`9`, 9!;1C 1w l3f!"ZHg2! <"y: ~ !"=9 <;69, \ &);<76.1= L4 4 *6= R6* $ B>&D(?,/L 06& E =?96B>&DG<9:BF,/.1= ,KR6R6.1G & E ,K@1=?L $ B1XY7-,K.1= IUG<. @A*6= & E ,/;/=?B &)9 @A*:=H\&D;<7:.1= =]Q<=?9 @A*:G<76;<* @A*:= R6& =?L\B1& C= &DB 9:G/@ B1XY7-,/.>=/4 2N,/B1=C0 G<9 @1*6= Q &DB>7-,/L[06& =C.1=C96(?= &)@Z,/R:RT=?,/.1B @A*6= @+,/.>;<=C@ IUG(C76B1=CB &)9 ,C& E 7:@1* # =C@>@A=C. ,KI @1=?. E G/@1&DG<9 (CG E R =?9:BA,K@1&DG<9_4 2 =CIUG<.>= E G/@A&)G<9 (?G E R =?96B1,K@A&)G<9 @A*:= @+,/.>;<=C@B>R-,/96B',/R:R6.1G & E ,K@A=CL $ <c R6& :=CLDBW&)9 ,?& E 7:@1* # 7@',KI @A=C. (?G E R =?96B1,K@A&)G<9 &)@B>R-,/96B'LD=CB1B@A*6,/9 d c R6& =?L)B&D9 , C& E 7:@1*_4 *6= E G0:&)V-=C0 (?G<9%@1.A,/B@ .A,K@1&DGF,/L)B1G B>76;<;<=CB>@1B @1*-,K@ @1*6= @+,K.1;<=]@&DB E G<.>=ZIUG (?76B>=?0 .1= B17:L)@A&)96;H&D93*6&D;/*6=?.'(?G<9%@1.A,/B@ ,KI @1=?. E GK@A&DG/9F(?G E RT=C96BA, @A&DG/9_4W*6= (?G<9%@1.A,/B@ .A, @A&DG # =CIUG<.>= ,K960 ,KI @1=?. E G/@A&)G<9F(?G E R =?96B1,K@A&)G<9 &D,B L4 cH,/960 d<d<T4 M .1=?B>RT=C(C@1&)Q<=CL $ 4 +-/4* ; *6=aB1=?(CG<960 @A,/.1;/=C@ &DB ,K@ L<b/c )dRO<c:d [&D9H@A*6= d d cZL)GG & E ,/;<=K4"*6='@+,/.>;<=C@ # =CIUG<.>= ,/960`,KI @1=?. E G/@A&)G<9F(?G E R =?96B1,K@A&)G<9 &DBB1*:G 9`&D93\&);<76.1= L 4TO64*:= Q &DB>7-,/L_=]Q &D06=C96(?=ZB176;<;/=?B>@1B @A*6,K@ @A*6=@+,K.1;<=]@8(?G E R6.1=CB1B>=?0 # =C@>@A=C. &)9@A*6=,C& E 7:@1* 06&D.>=?(C@1&DG<9 ,KI @1=?. E G/@A&)G<9(?G E R =?96B1,K@A&)G<9_4 2N=]IUG<.1= (CG E RT=C96BA,K@1&DG<9 @A*6= @A,/.1;/=C@ B>R-,/96B ,KR6R6.1G & E ,K@1=?L $ L/c,?& E 7:@A*R6& =?L)B *6&)LD= ,KI @A=C. N<c After motion compensation 10 10 20 20 30 30 40 40 azimuth azimuth Before motion compensation 50 60 60 70 70 80 80 90 90 100 100 2 \&);<76.1=,L 4TO 50 4 6 range 8 10 2 bF9 0a- :1: I @A9 >91Ek@]: 0 6 range 8 10 1!;1C` U`<;594!X8F9 9,_ 1 <;6lTf!"ZHe2! <":B<; 291 f!"ZHe:291h9@q LF9 -!X EH Eh@] 17:9:>Q!;8!" 5 , l`L91E 9!;1k 4 `l,- 7, [ ~ !"=9 <;69, (?G E R =?96B1,K@A&)G<9 @A*:= @A,/.1;/=C@ B1R6,/96B3, # G<7:@ d c ,C& E 7:@1* R6& =CLDB?4*6= (?G<9%@A.1,/B>@3.1,K@A&)G ,/LDB>G &D9:06&D(?,K@A=CB E G/@1&DG<9F(CG E RT=C96BA,K@1&DG<9 & E R6.>G Q<=?0F@1*6=@+,/.>;<=C@'(?G E R6.>=?B>B1&DG/9_4*6= (?G<9%@A.1,/B>@'.1,K@A&)G IUG<. # =CIUG<.>= ,/9603,KI @A=C. E G/@1&DG<9 (?G E RT=C96BA, @A&DG/93&)B,L4 c:d ,/960 U4QN9MH.>=?B>RT=C(C@A&MQ<=CL $ 4 +-/4* *6=Z96= @@A,/.1;/=C@ W,KB(+*6G<B>=?9 # =?(?,/76B>= &)@',/R:RT=?,/.1=C0 # .1&);<*%@A=C. # =CIUG/.1= E G/@1&DG<9 (CG E R =?96B1,K@A&)G<9 @A*-,K9 , I @A=?. E G/@1&DG<9`(?G E R =?96B1,K@A&)G<9 &D9@1*6=Fd d c LDG G & E ,/;<=K4 @ABL)G(?,K@A&)G<9&)B bKc<c T9b N N:d ]4*6= d d LDG G 06,K@+, # =]IUG<.1= ,/960 , I @A=?. E GK@A&DG/93(CG E RT=C96BA,K@1&DG<9`&DB'B1*6G 9 &)9 \&);<76.1H= LQ4 L4'Oa9:LD& = @1*6=ZV6.1B>@a@ NGP@+,/.>;<=C@1B @A*6=C.1= &)BaL)&)@>@ALD= Q &)B1& # LD= 06& T=?.>=?96(C= &D9 @A*:=Z@+,K.1;<=]@ &)@1* ,/960 &M@A*6G/7:@ E G/@A&)G<9(CG E RT=C96BA,K@1&DG<9 4 *6= (?G/[email protected],/[email protected], @A&DGP*6&D9%@1B@A*-, @ E G/@A&)G<9(CG E R =?96B1,K@A&)G<9B>LD&D;/*Y@1L $ & E R:.1G Q<=C0`@A*:= @A,/.1;<=]@ ,KBa@A*:= .A, @A&DG # =CIUG<.>= ,/9:0 ,KI @1=?.'(?G E RT=C96BA, @A&DG/9`&)B S:4Md H,/960 U4 <c .1=?B>RT=C(C@1&)Q<=CL $ 4 G IU7:.>@A*:=?.&D9%Q/=?B>@1&D;%, @A=W@A*:=W@+,/.>;<=C@06& =C.1=C96(?=CB ,/9 , ?& E 7:@1* B1LD&)(?=WGKIT@1*6=0-,K@A,,/LDG<9:; .A,K96;<= # &D9 S G/I # G/@1* @A,/.1;/=C@AB &DBB>*6G 9&)9\&);<76.>(= LQ4 S4 G3B E GG/@1* @A*6= 0-,K@A, &M@ &DB &D9%@1=?. N:d After motion compensation 10 10 20 20 30 30 40 40 azimuth azimuth Before motion compensation 50 60 60 70 70 80 80 90 90 100 100 2 \&);<76.1=@L4QL 50 F9 ` 4 6 range 8 10 2 4 o`T<;794t :1: k~ @A9 T91E 6 range @]: 889!;1 8 10 1!;1i, E! { 1 -!XI: 1g!"1T -f!"LHP!;f -9@b -F9 ,s -17:9:!;8!"^5,"` 3 91E 6 3 2.5 2.5 2 2 1.5 1 0.5 0.5 F9 500 1000 1500 interpolated azimuth pixels moco x 10 0 2000 !;:<; 1.5 1 0 \&);<76.1= L4TS 6 nomoco x 10 abs of the azimuth slice abs of the azimuth slice 3 7, l, 500 1000 1500 interpolated azimuth pixels 2000 !"1\: ~<X: Ejf!"ZHj<"!" B :1 P @]9 C91Ej@A: U89!;1 1!"1i, Cf!"ZH <"!" C9@ CF9 T@A: B : I :: >291B @]9 -89!;1P 1!"1i, N%b 9!;1 1!"1o<;594k<"!"49 g!; R <G LS,K@1=?0 76B>&D96; [\ &D9%@1=?.1R G<LD,K@A&)G<9F,/BB17:;<;<=?B@A=C0 #%$ ,/.>.1&)B d<d 4*6= ,/0:QK,/9%@A,/;<= G/I\[\ &D9%@1=?.1R G<LD,K@A&)G<9&)B96GF96= 0-, @+, &DBa(?.>=^,K@1=?0_4 9:L $ &D9%@A=C. E =?06&D,K@A=ZRTG/&D9%@AB # =C@ =?=C9 @1*6= 0-,K@A, R G<&D9%@AB\,/.1= (?.>=^,K@1=?0_4 G@A*6= E , :& E 7 E QK,/L)76= GKI-@A*6= &D9%@A=C.1R G<LS,K@1=?0Z0-,K@+,a&DB",0-,K@A,RTG/&D9%@[,K960 96G/@Z,/9 &D9%@1=?.1R G<LD,K@A&)G<9 RTG/&D9%@^4 *6= B1LD&)(?= 0-, @+, B1*6G BZ@1*-,K@ @A*:= @A,/.1;<=]@ (?G E R6.1=CB1B>=?B # =C@>@A=C. ,KI @1=?. E G/@1&DG<9 (CG E R =?9:BA,K@1&DG<9_4 *6= 0:& T=?.1=C96(?=Z&DB', bKc R =?.>(?=?9%@&D96(C.1=^,KB1= &)93@1*6= E , & E 7 E .1=]@A76.>9,K9603@1*6= 96=^,K.1=?B@'B1&D0:= L)G # =?BG/I @A*6= E ,/&D9F.>[email protected]`,/.1= B E ,/L)LD=C.?4 2NG/@1* @1*6=(?G<9%@1.A,/B@".1,K@A&)G,/960Z, ?& E 7:@1* B>LD&)(?=0-,K@A,'&)9606&)(^,K@1=\@A*-, @ @1*6=@+,/.>;<=C@ .>=?B1R G<96B>= & E R6.>G Q/=?B,KI @A=C. E G/@A&)G<9(CG E R =?9:BA,K@1&DG<9_4'*6&)B & E R6LD&)=?B@A*6,K@@1*6= .>=^,/B>G<9 @A*6=Z@+,/.>;<=C@&DBL)=?B>B Q &DB>& # L)=&D9 @A*6='d d^caLDG G aE L)&%,KI @A=C. E G/@1&DG<9(CG E RT=C96BA,K@1&DG<9 &DB896GK@"0:76=@1G'@1*6=(?G E RT=C96BA, @A&DG/9 # 7:@, .1=?B>76L)@WG/I8@A*6= E 76L)@1& L)GG ,^Q<=?.1,/;<&)96;64@A*:=?.B E ,/L)L @A,/.1;<=]@AB,KR6RT=?,/.WL)=?B1B Q&)B1& # LD=,KI @A=C. E G/@A&)G<9 (?G E R =?96B1,K@A&)G<9 &D9 @A*6= d d c LDG G E LD&& E ,/;<=/4 96= (?,/9696G/@3B1, $ IUG/.F(?=?.@+,/&)9 @A*6,K@ @A*6=CB1= @A,/.1;/=C@AB`,/.>= L)=?B>B3Q &DB>& # L)= 0676= @AG @A*6= E 76LM@A& LDG G ,^Q<=?.1,/;<&)96;G/. @1*6= E G/@1&DG<9 (?G E R =?96B1,K@A&)G<93,/LD;/G<.1&M@A* E &)@1*6G<7:@',K9-,/L $ C&D96; @1*6=Hd d L)GG 0-,K@A,:4 F *4 4?@ 98*4 67 .>&D96; @1*6= @1=?B>@ &D;<*%@ _B1=]Q<=?.1,/L[(CG<.196=C..1= =?(]@AG<.>B N=C.1= R6LD,/(?=C0 G<9 ,/9 , # ,/9606G<9:=?0 .17:9 N, $ 4 W,KB G 9 @1G(?.>=^,K@1= ,/9& E ,/;<=FG/I@A*6=`.1769 N, $ 4 NG/.196=C. .1= =?(]@AG<.>B ,/R6R =^,K. =?B>RT=C(?&D,/LDL $ # .1&);<*%@ &D9 & E ,/;<=CB # =?(?,/76B1=P@A*6= $ IUG (?76B @A*6= E &D(C.1G N, Q/=?B IU.>G E , .1=CLS,K@1&)Q/=?L $ LD,/.1;<=N,/.1=?,,/960 .>= =C(C@&)@ &)@1* LD&)@>@AL)= L)G<B1B # ,/( @1G N,/.>06B[@A*6=' ,K9Y@1=?9696,:4[*6&)B R-,/.@A&)(?76LD,/.\(CG<.196=C..1= =?(]@AG<. N,/B(+*6G<B1=C9 # =?(?,/76B>='&M@ N,/BB1=?R6,/.A,K@1=?0 =?96G/76;<* IU.1G E @A*6=GK@A*6=C. .1= =?(]@AG<.>B'@1*-,K@@1*6=?&)[email protected]:Ba06&)0 96G/@G Q<=C.1LS,KR_4 *6=R G<B1&M@A&)G<9 G/I @1*6=(?G<.>96=?.\.1= =?(C@1G<.&D9Z@A*6=d d^c LDG G E L)& &)B UVM L 6d UVS L ]4"\&);<76.1= LQ4 UB1*6G B@A*6=(CG<.19:=?..1= =?(]@AG<. # =CIUG<.>=,/960 ,KI @1=?. E G/@A&)G<9 (CG E R =?9:BA,K@1&DG<9_4 *6=Q &DB>7-,/L6(CG E R-,/.>&DB>G<9 &DL)[email protected],K@A=CBa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b4 .>=?B1R =?(]@A&MQ<=?L $ 4 N 50 50 100 100 150 150 200 200 250 250 300 300 20 \&);<76.1=@L4QU After motion compensation azimuth azimuth Before motion compensation G` 40 range 60 20 40 range `T<;594t :1: 39@+e91 M :9 @A9 T91E 1!;1Y,+)@]: -89!;1e f!"ZHi,V -1\:9>!; 1!;1C 60 @]: 389!;1 w 91 % M :9-2~ Q>:T ZZHQh89<"<; %!"1 @A9 -91EP@A: 8~ 12!;1P!" 5,391E a5, 5, 6* &)LD= @1*6=?B>= @A,/.1;<=]@AB ,/.>= 96G/@Z,/9 = *-,K76B>@1&)Q<= .1=CR6.1=CB1=C9Y@A,K@A&)G<9 G/I ,/LDL[GKI@1*6= Q &DB1& # LD= @+,K.1;<=]@AB &D9@1*6=& E ,/;<= &D9=^,K(+*Z(?,/B1=@A*:=06,K@+,(?G/9:V-. E @A*-, @ E G/@1&DG<9(CG E RT=C96BA,K@1&DG<9& E R:.1G Q<=CB @A*:= R G<&)[email protected]=?B>RTG/96B1= G/I8 & E ,/;<=CBW9-, E =?L $ #%$ &)96(?.>=^,/B>&D96;H.>=?B1G/LD7:@1&DG<9 ,/9:03(CG<9%@A.1,/B>@?4 9,K@1@1= E R:@a&DB E ,K06= @1G B>*6G , @+,K.1;<=]@'@1*-,K@a&DB'96G/@a& E R6.1G Q/=?0 #%$3E G/@A&)G<9 (?G E RT=C96BA, @A&DG/9 J",/.>;<=C@ # 7:@&)9 @A*6==?960F&M@ABN06,K@+, B>76;<;<=CB>@1B&)@ &DBW,KLDB1G & E R6.1G Q<=C0_4[*6= ,^Q/=?.A,K;<= (?G/[email protected],/B@ .A, @A&DG3& E R6.>G Q/= E =?9%@ E G/@1&DG<9 (?G E R =?96B1,K@A&)G<9 R6.1G Q &D06=C0@A*:=PIUG<76. @+,K.1;<=]@AB &)B S9N`R =?.1(C=?9%@ G/. b4 0-2 # 7:@@1*6= , E G/769%@Q/,K.1&D=C0 &D06=CL $ IUG/.=^,/(+*3@+,/.>;<=C@?4 K ; ! 84 $& 34 -/ -/ 7 -/* 8-B$ ? " 3 " G &)LDL)76B>@1.A,K@1=a@A*6,K@@A*6= E G/@1&DG<9 (CG E RT=C96BA,K@1&DG<9 ,KLD;<G<.>&)@1* E & E R6.1G Q<=CB;<=?G E =]@A.1&)(,/( (?7:.A,/( $ ,/9:0 & E ,/;<=H06=C@A,/&DL \B>=CQ<=C.A,/LNLS,/.>;<=?. B1=C(C@A&)G<96B GKI@A*6=P& E ,/;<=P,/.1=PR6.1=CB1=?9%@1=?0_4 *6=CB1= & E ,/;<=B1=?(]@A&)G<96B',/.1=IU.>G E @1*6=Hd d c L)GG & E ,/;/= B1&)96(?=@A*:= R:& =?L_B>& C= &)B96=^,K.1L $ B1XY7-,/.>=/4 *6=FV-.>B>@H& E ,/;<= = :, E R6LD= B>*6G B @1*-,K@ E G/@A&)G<9 (CG E R =?9:BA,K@1&DG<9 & E R6.>G Q<=?B @1*6=F;<= G E [email protected]&D(?,/L,/(C(?76.1,/( $ G/IW@1*6= & E ,/;<=K4F\&);<76.1=L4TM B1*6G B R-,K.>@ZG/I,/9,/&D.>RTG<.@ .1769 N, $ N9O After motion compensation 20 20 40 40 60 60 80 azimuth azimuth Before motion compensation 100 120 80 100 120 140 140 160 160 180 180 200 200 50 \&);<76.1=L4TM 100 range 150 200 50 100 range )+1t!"3F9 89@I91t9!;9QH1\Oy6e @A9 391Em@]: Z 150 200 9!;1t8~ 12!;1i,U <" @], H17Oy6N F!"12b!X1L yH bQ!;F\x91 _9@~ 93!"8F9 91EZ 1E__ 09:: 1!"1B -8!"E2E<; +9@b H17O0R6U 1E20!X1T!"-` J`lk<;594U!"3F9 9, !"H # C= IUG<.>= ,/960 , I @A=?. E G/@A&)G<9(CG E R =?9:BA,K@1&DG<9_4aaGK@A&D(C=Z@1*-,K@ &)9`@1*6= E &D0606L)= G/I@A*6=Z7696(CG E R =?9 BA, @A=?0 & E ,/;<= @A*:=.1G<,/0 *-,KB , # =C960_4 *6= # =?9:0 06G =?B 96G/@P.1=^,KLDL $ = &DB@ &D9 @A*:= ,/&).1R G<.>@ .17:9 N, $ 4 @[email protected] E 7:9606=?B>&D.>=?0R:LS,K@>IUG<. E E G/@1&DG<9 4 *6= E G/@A&)G<9 (?G E RT=C96BA, @A=?0`& E ,/;<= B1*:G B@A*:= .>769 W, $ &)@1*6G<7:@', # =?960 4 *6=H96= @@ G & E ,K;<= B>=?(C@1&DG<9:BB1*6G @1*-,K@ E G/@1&DG<9 (CG E RT=C96BA,K@1&DG<9 & E R:.1G Q<=CB @A*:=06=]@+,/&)L GKI_@A*6=a& E ,/;<=K4\*6='V-.1B@W& E ,/;<=&)BN, B>@A.>76([email protected]=a@A*-,K@ LDG G BLD& =, # LDG ( 4 *6= B>@1.176(]@A76.>= # =CIUG<.>= ,/9:0 ,KI @A=C. E G/@1&DG<93(?G E R =?96B1,K@A&)G<9&)BaB>*6G 9 &D9`\&D;<7:.1= L4QN4a'G/@A&)(?= @A*-, @ @A*:= 0-,/. G/7:@AL)&D96= G/I@1*6= &)B E G<.1= 06=]V-96=?0 ,KI @1=?. E GK@A&DG/9`(CG E R =?9:BA,K@1&DG<9_4'L)B1G , 06&)@1(+* &DB Q&)B1& # LD= .>769696&)96; IU.1G E @1*6=@AG<R .1&);<*%@WB1&)06=G/I8@A*:= @1G @A*6= # G/@1@1G E .1&D;/*Y@W(?G<.>96=?.G/I @A*:= & E ,/;<=K4[*6= 06&M@A(+*3&DBG # B>(?76.>=?0`&D9F@A*6= & E ,/;/= &)@1*6G<7:@ E G/@A&)G<9 (CG E R =?9:BA,K@1&DG<9_4 *6= LD,/B>@P& E ,/;<=3,/R:RT=?,/.1B @AG # = , B>@A.>76([email protected]=&D9@1*6=;/.1G<769:0 LD& =`,06&)@1(+*_4 *6= B>@1.176(]@A76.>= # =CIUG/.1=3,/960,KI @A=C. E GK@A&DG/9 (?G E RT=C96BA, @A&DG/9 &DBH&D9 \&);<76.1= L4)d^c:4 *6=3=?06;<=CB ,K960 &D9%@1=?.1&)G<.8G/I6@1*[email protected]:(C@A7:.1=,/.>= E G<.>= (CLD=^,K.1L $ B1=?=C9 &D9 @A*6=& E ,/;<=,KI @1=?. 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