Target Confirmation Method Based on Line of Sight Vector Sequence
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摘要: 针对椭圆轨道红外监视系统图像畸变大,基于图像配准进行目标轨迹确认误差大的问题,提出基于视轴矢量序列的目标确认分析方法;建立了目标视轴矢量序列的状态转移模型和观测模型,利用GM-PHD(Gaussian mixture probability hypothesis density)滤波器对目标视轴矢量进行滤波实现目标确认分析;针对在目标状态未知条件下,GM-PHD滤波器易于丢失新目标的问题,采用反馈滤波方式对GM-PHD滤波器进行改进设计。仿真结果验证了基于视轴矢量序列进行目标轨迹确认分析的有效性以及改进GM-PHD滤波器对新目标状态估计的时效性。Abstract: Aiming at the serious image distortion of elliptical orbit infrared surveillance system and the low precision of target confirmation algorithm based on image registration, a novel target confirmation method based on line of sight (LOS) vector sequence is proposed. By establishing the state transition model and observation model of target LOS vector sequence, the GM-PHD filter is used to filter LOS vector sequence data and confirm target. Owing to that the GM-PHD filter will lose the new target when its states are unknown, the feedback GM-PHD filter is proposed. The simulation results verify the effectiveness of the proposed method based on LOS vector sequence and the timeliness of the improved GM-PHD feedback filter for new target states estimation.
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[1] 司马端, 龙云利, 安玮等. 基于显著性与帧间差分的红外弱小目标检测[J]. 航天电子对抗, 2015, 31(4): 32-35. DOI: 10.3969/j.issn.1673-2421.2015.04.009 SIMA duan, LONG Yunli, An Wei, et al. Infrared small target detection based on saliency and frame to frame difference[J]. Aerospace Electronic Warfare, 2015, 31(4): 32-35. DOI: 10.3969/j.issn.1673-2421.2015.04.009
[2] SUN Yang, YANG Jungang, LI Miao, et al. Infrared small-faint target detection using non-i. i. d. mixture of Gaussians and flux density[J]. Remote Sensing, 2019, 11(23): 2831. DOI: 10.3390/rs11232831
[3] GAO Jinyan, LIN Zaiping, AN Wei. Infrared small target detection using a temporal variance and spatial patch contrast filter[J]. IEEE Access, 2019, 7(99): 32217-32226.
[4] ZHU Ran, LONG Yunli, AN Wei. Multitarget tracking based on PHD smoother with unknown clutter spatial density[J]. Progress in Electromagnetics Research C, 2018, 82: 123-133. DOI: 10.2528/PIERC17120408
[5] 张涛, 薛永宏, 丁永和, 等. 背景在椭圆轨道红外监视平台的成像特性分析[J]. 红外与激光工程, 2016, 45(3): 282-287. https://www.cnki.com.cn/Article/CJFDTOTAL-HWYJ201603044.htm ZHANG Tao, XUE Yonghong, DING Yonghe, et al. Analysis of imaging characteristics of background in elliptical orbit infrared surveillance platform[J]. Infrared and Laser Engineering, 2016, 45(3): 282-287. https://www.cnki.com.cn/Article/CJFDTOTAL-HWYJ201603044.htm
[6] 肖业伦. 航空航天器运动的建模: 飞行动力学的理论基础[M]. 北京: 北京航空航天大学出版社, 2003. XIAO Yelun. Modeling of Aerospace Motion: Theoretical Basis of Flight Dynamics[M]. Beijing: Beihang University Press, 2003.
[7] 张雅声, 徐艳丽, 杨庆. 航天器轨道理论与应用[M]. 北京: 清华大学出版社, 2020. ZHANG Yasheng, XU Yanli, YANG Qing. Spacecraft Orbit Theory and Application[M]. Beijing: Tsinghua University Press, 2020.
[8] 张毅, 肖龙旭, 王顺宏. 弹道导弹弹道学[M]. 长沙: 国防科技大学出版社, 2005. ZHANG Yi, XIAO Longxu, WANG Shunhong. Ballistic Missile Ballistics[M]. Changsha: National University of Defense Technology Press, 2005.
[9] 盛卫东. 天基光学监视系统目标跟踪技术研究[D]. 长沙: 国防科技大学, 2011. SHENG Weidong. Research on Target Tracking Technologies for Space-based Optical Surveillance System[D]. Changsha: National University of Defense Technology, 2011.
[10] LUO Qingqing, GAO Zhisheng, XIE Chunzhi. Improved GM-PHD filter based on threshold separation clusterer for space-based starry-sky background weak point target tracking[J]. Digital Signal Processing, 2020, 103: 102766. DOI: 10.1016/j.dsp.2020.102766
[11] Kim Dohyeung, Kwon Cheolhyeon, Hwang Inseok. Gaussian mixture probability hypothesis density filter against measurement origin uncertainty[J]. Signal Processing, 2020, 171: 107448. DOI: 10.1016/j.sigpro.2019.107448
[12] ZHANG Qian, Taek Lyul Song. Improved bearings-only multi-target tracking with GM-PHD filtering[J]. Sensors, 2016, 16(9): 1469. DOI: 10.3390/s16091469
[13] Dominic Schuhmacher, Ba-Tuong Vo, Ba-Ngu Vo. A consistent metric for performance evaluation of multi-object filters[J]. IEEE Trans. on Signal Processing, 2008, 56(8): 3447-3457. DOI: 10.1109/TSP.2008.920469
[14] 刘伟峰, 文成林. 随机集多目标跟踪性能评价指标比较与分析[J]. 光电工程, 2010, 37(9): 14-20. https://www.cnki.com.cn/Article/CJFDTOTAL-GDGC201009006.htm LIU Weifeng, WEN Chenglin. Performance comparison and analysis of multitarget tracking indices based on random set[J]. Opto-Electronic Engineering, 2010, 37(9): 14-20. https://www.cnki.com.cn/Article/CJFDTOTAL-GDGC201009006.htm