A Vision Based Method for Aircraft Approach Angle Estimation
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- Νεφέλη Παπακώστας
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1 ISSN -9825, CODEN RUXUEW Joral of Software, Vol.7, No.5, ay 26, pp ttp:// DOI:.36/jos7959 Tel/Fax: by Joral of Software. All rigts resered., +, ( ( ), 8) A Visio Based etod for Aircraft Approac Agle Estimatio ZHU Hai-Jiag, WU F-Cao +, HU Za-Yi (Natioal Laboratory of Patter Recogitio (Istitte of Atomatio, Te Ciese Academy of Scieces), Beijig 8, Cia) + Correspodig ator: P: , Fax: , fcw@lpr.ia.ac.c, ttp:// Z HJ, W FC, H ZY. A isio based metod for aircraft approac agle estimatio. Joral of Software, 26,7(5): ttp:// Abstract: A algoritm for estimatig aircraft approac agle sig compter isio is proposed i tis paper. Drig te ladig of a aircraft, te descet of te aircraft may be approximately cosidered as a pre traslatio motio. I tis case te epipole as te same coordiates i all images ad is called te Focs-of-Expasio (FOE), ad te aisig lie of te grod plae is termed te Horizo. Frtermore, ow te Focs-of-Expasio ad te Horizo are extracted from a few calibrated seqetial images is first itrodced, te te aircraft approac agle is deried from tese parameters. Simlated ad real experimets alidate tis algoritm. Key words: aircraft approac agle; FOE (focs-of-expasio); orizo :.,.,, FOE(focs-of-expasio), Horizo. FOE Horizo,.. : ;FOE(focs-of-expasio);orizo : TP39 : A 2, (maed aerial eicle, UAV),. [,2]., [3]. GPS(global positioig system) INS(iertial aigatio system).,,, [5]. GPS, Spported by te Natioal Natral Sciece Fodatio of Cia der Grat Nos.6754, ( ); te Natioal Hig-Tec Researc ad Deelopmet Pla of Cia der Grat No.22AA42223 ( (863)) Receied ; Accepted 25--2
2 96 Joral of Software Vol.7, No.5, ay 26,...,,.,,., [6].,, 3 : (pricipal poit).,.,.,,,,...,,,,,., (epipole) ( ), FOE(focs-of-expasio).,, (pricipal axis, )., FOVC(field of iew ceter)., Horizo.,., P P, FOE, W ; P V, VP V, VP ( ); P,P,,P t,t,,t ; FOVC. α. Time t Camera cetre t P t P P FOE FOVC VP Image plae W α Grod plae V Fig. Geometry of te aircraft approac agle
3 : ,P ;Horizo ;FOE ;VP., α β, β. [],, β FOE VP. Horizo P (Camera cetre) FOE β VP Grod plae W α Fig.2 Image plae V easremet of te approac agle α 2 α K, w=k T K, FOE VP e, β T T T e ( K K ) e w cos( β ) = = () T T T T T T e ( K K ) e ( K K ) e w e w β, α. 2 FOE VP., [2]. 2, FOE, VP. FOE VP, (). [3,4] FOE., FOE VP. X, x, 2 x, :sx=hx,,h, 3 3 ;s. H = x=[,,] T [ ] T , 33 s = x =,,, H i 32 32, H 2., x i x (i=,2,,), : i =. = A = (2) [ ] T = ;
4 962 Joral of Software Vol.7, No.5, ay 26 = A. A, H.,, 4 H., 4, 4 3 []., H. [5], 3 l.,, ; l. Fig.3 Geometry of Homograpy H 3 H H H U=U V, : [ ] 3 2 U = ( i U i );V 3 3, = 3 2 λ λ λ V.,λ I (i=,2,3) H,. λ 2 =λ 3, λ FOE; λ 2,λ l Horizo. [5],, w. l p p, l p =w p (3), Horizo, (3) VP. :, 4 3, 4., 4, P4P [6] FOE VP 4, π Z=, 4, H π, H π =K[r,r 2,t], :K ;r,r 2 R ;t., H π R t. R,R 2 t,t 2 2, 2 3 l
5 : 963 : T e = K ( R2R ) ( t2 R2R t), e ( 2 = K t2 R2R t)., R R 2, e =e 2 =K(t 2 t ), FOE., VP. 3,. (), [2] ; (2), (2) H; (3), FOE Horizo;, (3) VP; (4),.2 (). 4 4., f =2, f =,s=, =32, =24. (), 4 A,B,C,D, 4 Z=, 4 X A =[,,] T,X B =[4,,] T,X C =[5,2,] T,X D =[2,3,] T. r=(.8568,.3549,.374) T, θ =.5325π ( r θ R). α [5,75 ], α =,r=z/ta(α),z=2. C =(.77r,.77r,z) T t =R C ; 2 C 2 =(.47r,.47r,.667z) T t 2 =R C 2., 6 6., σ(2.)., FOE VP,.,, P4P 4(a) 4(b)., RS(root mea sqare), 5(a) 5(b) P4P RS., ; RS, RS P4P. (2)., 6. 2,3,,6.,,,.5.. 6,, 6(a) 6(b) 5,3,45, RS.,,, RS.
6 964 Joral of Software Vol.7, No.5, ay ea of te approac agle ea of te approac agle Noise (pixel) Noise (pixel) (a) Or metod (a) (b) Based o P4P metod (b) P4P Fig.4 Te aerages of te estimated approac agle der differet oise leels RS error 5 RS error Noise (pixel) Noise (pixel) (a) Or metod (a) (b) Based o P4P metod (b) P4P Fig.5 Te RS errors of te estimated approac agle der differet oise leels 5 RS
7 : 965 ea of te approac agle (degree) Te mber of images Te mber of images (a) Te aerages of te estimated approac agle (a) (b) Te RS errors of te estimated approac agle (b) RS Fig.6 Te aerages ad te RS errors of te estimated approac agle der differet mber of images RS,,,,...,, 7 6, 5 ; 8 2 6, 35. [2], Cay, 4 ( ); FOE Horizo,., 5.37, ,. RS errors (pixeeels) Fig.7 Te st image seqece of te lab. scee 7
8 966 Joral of Software Vol.7, No.5, ay 26 Fig.8 Te 2d image seqece of te lab. scee 8 2,,, 72.6,, 3 9 ( )., FOE Horizo; ,. Fig.9 Te 3rd image seqece of te lab. scee 9 3 5,.,.,,...,. Refereces: [] Ster D, Hamel T, aoy R. Visal seroig based o omograpy estimatio for te stabilizatio of a x4-flyer. I: Proc. of te 4st IEEE Cof. o Decisio ad Cotrol, Vol ttp://
9 : 967 [2] Beard RW, clai TW, Goodric A, Aderso EP. Coordiated target assigmet ad itercept for maed air eicles. IEEE Tras. o Robotics ad Atomatio, 22,8(6): [3] Sim DG, Park RH, Kim RC, Lee SU, Kim IC. Itegrated positio estimatio sig aerial image seqeces. IEEE Tras. o Patter Aalysis ad acie Itelligece, 22,24():8. [4] Werer S, Fürst S, Dickmas D, Dickmas ED. A isio based aigatio system for atoomos aircraft ttp:// camps/lrt/lrt3/detsc/artikel/fed_ias98.pdf [5] Beets E, Bokir S, Ster D. Aircraft pose estimatio from Homograpy. 24. ttp:// 24/ECSE--24.pdf [6] Tg D, Ster D, Bab-Hadiasar A. Aircraft approac agle estimatio: Visio based ladig. 23. ttp:// [7] Sakeriat O, a Y, Koo TJ, Hespaa J, Sastry SS. Visio gided ladig of a maed air eicle. I: Proc. of te 38t Cof. o Decisio ad Cotrol, Vol ttp://citeseer.ist.ps.ed/23549.tml [8] Sakeria O, Sarp CS, Vidal R, Sim DH, a Y, Sastry S. ltiple iew motio estimatio ad cotrol for ladig a maed aerial. I: Proc. of te It l Cof. o Robotics ad Atomatio, Vol ttp://robotics.eecs.berkeley.ed/~omids/ papers/icra2.pdf [9] Sarp CS, Sakeria O, Sastry SS. A isio system for ladig a maed aerial eicle. I: Proc. of te It l Cof. o Robotics ad Atomatio, Vol ttp://citeseer.ist.ps.ed/ tml [] Saripalli S, otgomery JF, Skatme GS. Visio-Based atoomos ladig of a maed aerial eicle. I: Proc. of te IEEE It l Cof. o Robotics ad Atomatio, Vol ttp://cres.sc.ed/pbdb_tml/files_pload/334.pdf [] Fisler A, Bolles RC. Radom sample cosess: A paradigm for model fittig wit applicatios to image aalysis ad atomated cartograpy. Commicatios of te AC, 98,24(6): [2] Zag ZY. A flexible ew teciqe for camera calibratio. IEEE Tras. o Patter Aalysis ad acie Itelligece, 2,22(): [3] Negadaripor S, Hor BKP. A direct metod for locatig te focs of expasio. Compter Visio, Grapics ad Image Processig, 989,46(3): [4] Ce ZZ, Pears N, cdermid J, Heseltie T. Epipole estimatio der pre camera traslatio. I: S C, Talbot H, Orseli S, Adriaase T, eds. Proc. of te 7t Digital Image Comptig: Teciqes ad Applicatios. Colligwood: CSIRO Pblisig, [5] Hartley RI, Zisserma A. ltiple View Geometry i Compter Visio. Cambridge: Cambridge Uiersity Press, [6] H ZY, Lei C, W FC. A sort ote o P4P problem. ACTA AUTOATICA SINICA, 2,27(6):77775 (i Ciese wit Eglis abstract). : [6],,. P4P.,2,27(6): (97 ),,,,,. (96 ),,,,,,Hog,. (957 ),,,,,.
A Vision Based Method for Aircraft Approach Angle Estimation
ISSN -9825, CODEN RUXUEW E-mail: jos@iscasaccn Journal of Software, Vol7, No5, May 6, pp959 967 ttp://wwwjosorgcn DOI: 36/jos7959 Tel/Fax: +86--62562563 6 by Journal of Software All rigts reserved, +,
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