New method of scatterers association and 3D reconstruction based on multi-hypothesis tracking
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摘要: 针对雷达目标在未知视角下一维散射中心关联存在的问题,提出了一种基于散射强度信息辅助的多假设跟踪(MHT)散射点关联方法,采用散射点幅度信息辅助实现对目标散射点的有效关联,对关联后的数据采用序贯因式分解的方法实现了目标的三维重构。仿真实验表明,该方法简单、成像效果稳定,通过对关联过程中的假设更新和管理可有效剔除目标运动过程中产生的虚假散射点,适用于目标在多个姿态下多个散射点的关联和三维重构,具有较高的鲁棒性。
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关键词:
- 三维重构 /
- 散射点关联 /
- 强度信息 /
- 多假设跟踪(MHT) /
- 序贯因式分解
Abstract: Aiming at the problems of associating radar target scattering centers from the unknown perspective of one-dimensional range,in order to associate the radar target scattering centers at unknown radar line of sight,a new scatterers association method based on auxiliary information of scatterers intensity using multi-hypothesis tracking (MHT) is proposed.After using the scattering centers intensity information to associate the scattering centers,the target was 3D reconstructed by sequential factorization method.The sequential factorization method can effectively reduce the burden of the data storage and increase the real-time ability.The simulation results verify that the proposed algorithm is simple and very stable for the complex situations.This method can effectively eliminate the false scattering points derived from the process of target moving in the association process of hypothetical update and management,which is applicable to the target in multiple poses multiple scattering correlation and 3D reconstruction.This method has a good robustness for 3D reconstruction of the target under complex spatial motion. -
[1] SKOLNIK M.Introduction to radar systems[M].3rd ed.New York:McGraw-Hill,2001:320-323. [2] HONG C L,BO J,HONG W L,et al.Superresolution ISAR imaging based on sparse Bayesian learning[J].IEEE Transaction on Geoscience and Remote Sensing,2014,52(8):5005-5013. [3] NOVIELLO C,FORNARO G,MARTORELLA M.Focused SAR image formation of moving targets based on Doppler parameter estimation[J].IEEE Transaction on Geoscience and Remote Sensing,2015,53(6):3460-3470. [4] 梁必帅,张群,娄昊,等.基于微动特征关联的空间非对称自旋目标雷达三维成像方法[J].电子与信息学报,2014,36(6):1381-1388. LIANG B S,ZHANG Q,LOU H,et al.A method of three-dimensional imaging based on micro-motion feature association for spatial asymmetrical spinning targets[J].Journal of Electronics and Information Technology,2014,36(6):1381-1388(in Chinese). [5] MARTORELLA M,STAGLIANO D,SALVETTI F,et al.3D interferometric ISAR imaging of noncooperative targets[J].IEEE Transaction on Aerospace and Electronic Systems,2014,50(4):3102-3114. [6] 刘承兰.干涉逆合成孔径雷达(InISAR)三维成像技术研究[D].长沙:国防科学技术大学,2012:15-20. LIU C L.Research on interferometric inverse synthetic aperture radar three-dimensional imaging[D].Changsha:National University of Defense Technology,2012:15-20(in Chinese). [7] 梁必帅,张群,娄昊,等.基于微动特征关联的空间自旋目标宽带雷达三维成像[J].电子与信息学报,2013,35(9):2132-2140. LIANG B S,ZHANG Q,LOU H,et al.Three-dimensional broadband radar imaging of space spinning targets based on micro-motion parameter correlation[J].Journal of Electronics and Information Technology,2013,35(9):2132-2140(in Chinese). [8] MAYHAN J T.Phase-enhanced 3D snapshot ISAR imaging and interferometric SAR:ESC-TR-2007-067[R].Lexington:Lincoln Laboratory,2009. [9] KEMPF T,PEICHL M,DILL S.3D tower-turntable ISAR imaging[C]//Proceedings of the 4th European Radar Conference.Munich:Wiley Press,2007:114-117. [10] 王昕,郭宝锋,尚朝轩.基于二维ISAR图像序列的雷达目标三维重建方法[J].电子与信息学报,2013,35(10):2475-2480. WANG X,GUO B F,SHANG C X.3D reconstruction of target geometry based on 2D data of inverse synthetic aperture radar images[J].Journal of Electronics and Information Technology,2013,35(10):2475-2480(in Chinese). [11] 张颖康,肖扬,胡绍海.非合作雷达目标散射中心关联和三维重建算法[J].电子与信息学报,2011,33(9):2076-2082. ZHANG Y K,XIAO Y,HU S H.Method of scattering centers association and 3D reconstruction for non-cooperative radar target[J].Journal of Electronics and Information Technology,2011,33(9):2076-2082(in Chinese). [12] LI J,PI Y M.Research on the 3D imaging algorithm of spin target based on the Hough transform[J].Eurasip Journal on Wireless Communications and Networking,2013,2013(1):503-504. [13] WANG Q,XING M D,LU G Y,et al.High-resolution three-dimensional radar imaging for rapidly spinning targets[J].IEEE Transaction on Geoscience and Remote Sensing,2008,46(1):22-30. [14] 张颖康,肖扬,胡绍海.基于散射中心关联的三维成像方法[J].系统工程与电子技术,2011,33(9):1988-1994. ZHANG Y K,XIAO Y,HU S H.New method of 3D imaging based on scattering centers association[J].Systems Engineering and Electronic,2011,33(9):1988-1994(in Chinese). [15] 任双桥,刘永祥,黎湘,等.基于多姿态角下一维距离像的雷达目标三维成像[J].电子学报,2005,33(6):1088-1090. REN S Q,LIU Y X,LI X,et al.Radar target 3D imaging based on multi-aspect range profiles[J].Acta Electronica Sinica,2005,33(6):1088-1090(in Chinese). [16] ZHANG R H,ZHANG J.Feature-aided data association:A survey[J].Engineering and Electronics,2011,33(1):35-41. [17] 薛锋,刘忠,曲毅.结合幅度信息的粒子滤波机动目标被动跟踪[J].电光与控制,2008,15(6):13-17. XUE F,LIU Z,QU Y.Amplitude information based particle filtering for passive tracking of maneuvering target[J].Electronics Optics and Control,2008,15(6):13-17(in Chinese). [18] DAVEY S J.Extensions to the probabilistic multi-hypothesis tracker for improved data association[D].Adelaide:The University of Adelaide,2003:68-72. [19] HAMMARBERG B,FORSTER C,TOREBJORK E.Parameter estimation of human nerve C-fibers using matched filtering and multiple hypothesis tracking[J].IEEE Transaction on Biomedical Engineering,2002,49(4):329-336. [20] PITTON J,GANSE A,ANDERSON G.Distributed environmental inversion for multi-static sonar tracking[C]//International Conference on Information Fusion.Piscataway,NJ:IEEE Press,2006:1-6. [21] WERTHMANN J R.A step-by-step description of a computationally efficient version of multiple hypothesis tracking[C]//Signal and Data Processing of Small Targets Conference.Piscataway,NJ:IEEE Press,1992:288-300. [22] CARLO T,TAKEO K.Shape and motion from image streams under orthography:A factorization method[J].International Journal of Computer Vision,1992,9(2):137-154. [23] MORITA T,TAKEO K.A sequential factorization method for recovering shape and motion from image streams[J].IEEE Transaction on Pattern Analysis and Machine Intelligence,1997,9(8):858-867. [24] WANG J,WEI S M,SUN J P.A GTD model and state space approach based method for extracting the UWB scattering center of moving target[J].Science China information Sciences,2011,54(1):182-196.
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