QIN Chuan, TAO Zhong, SANG Wei, ZHANG Peng, HAI Yunbo, MEI Fulin. Simulation on photoelectric positioning of moving targets based on particle filter[J]. Journal of Applied Optics, 2020, 41(1): 10-17. DOI: 10.5768/JAO202041.0101002
Citation: QIN Chuan, TAO Zhong, SANG Wei, ZHANG Peng, HAI Yunbo, MEI Fulin. Simulation on photoelectric positioning of moving targets based on particle filter[J]. Journal of Applied Optics, 2020, 41(1): 10-17. DOI: 10.5768/JAO202041.0101002

Simulation on photoelectric positioning of moving targets based on particle filter

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  • Received Date: June 16, 2019
  • Revised Date: November 15, 2019
  • Available Online: March 30, 2020
  • The photoelectric positioning of moving targets cannot do the mean filtering as simple as the stationary targets. In view of this, the particle filter algorithm was introduced, which could be applied in both linear and nonlinear systems. Firstly, based on the requirements of photoelectric positioning, the calculation formulas as well as the initial value and parameter selection formulas were deduced in detail. Secondly, the photoelectric passive positioning algorithm of sea moving targets with only measurement noise and with the measurement and motion noises was simulated, which verified the validity of algorithm. Finally, the influence of noise intensity on filtering effect, the influence of filtering parameters selection on filtering effect, the influence of target motion mode on filtering following performance and the resampling algorithms on filtering effect were discussed. The conclusions are as follows: ① the particle filter can be used in the photoelectric positioning process of moving targets to effectively reduce the positioning error; ② the particle filter algorithm has strong robustness, which is suitable for the situations such as large noise, big changes of target motion morphology, etc.
  • [1]
    秦川, 吴玉敬, 陶忠, 等. 载机平台光电转塔目标定位的仿真算法[J]. 应用光学, 2020, 41(2): 待发表.

    QIN Chuan, WU Yujing, TAO Zhong, et al. Simulation algorithm for target location of photoelectric turret on airborne platform [J]. Journal of Applied Optics, 2020, 41(2): accepted.
    [2]
    李美红, 尹健, 徐劲祥. 基于EKF的机载光电吊舱目标定位研究[J]. 弹箭与制导学报,2016,36(6):157-161.

    LI Meihong, YIN Jian, XU Jinxiang. Analysis of target geolocation of airborne electro-optical pod based on extended Kalman filter[J]. Journal of Projectiles, Rockets, Missiles and Guidance,2016,36(6):157-161.
    [3]
    刘栋, 王惠林. 卡尔曼滤波算法在目标定位系统中的应用[J]. 红外与激光工程,2010,39(增刊):387-389.

    LIU Dong, WANG Huilin. Kalman fliter used in the target orientation system[J]. Infrared and Laser Engineering,2010,39(Sup.):387-389.
    [4]
    李向军, 李良福. 基于后验概率密度的粒子滤波跟踪算法研究[J]. 应用光学,2011,32(4):646-651.

    LI Xiangjun, LI Liangfu. Particle filter algorithm based on posterior probability measurement[J]. Journal of Applied Optics,2011,32(4):646-651.
    [5]
    杨恒, 钱钧, 纪明, 等. 基于动态特征融合的粒子滤波目标跟踪算法[J]. 应用光学,2012,33(4):703-710.

    YANG Heng, QIAN Jun, JI Ming, et al. Particle filter object tracking algorithm based on dynamic feature fusion[J]. Journal of Applied Optics,2012,33(4):703-710.
    [6]
    陈晓敏. 粒子滤波应用于光电跟踪定位的研究[D]. 西安: 西安电子科技大学, 2013.

    CHEN Xiaomin. Partical filter-based passive tracking with an electro-optic system[D]. Xian: XiDian University, 2013.
    [7]
    江春冬, 卢茹, 杜太行. 粒子滤波算法在静止目标定位时的数学建模[J]. 中国测试,2016,42(2):115-118.

    JIANG Chundong, LU Ru, DU Taihang. Mathematical modeling for static target location with particle filter[J]. China Measurement & Test,2016,42(2):115-118.
    [8]
    古富强, 尚建嘎, 陈萍圆, 等. 基于粒子滤波器的移动目标定位算法[J]. 系统工程理论与实践,2011,31(增刊2):186-190.

    GU Fuqiang, SHANG Jianga, CHEN Pingyuan, et al. Mobile target positioning algorithm based on particle filter[J]. System Engineering-Theory & Practice,2011,31(Sup.2):186-190.
    [9]
    朱志宇. 粒子滤波算法及其应用[M]. 北京: 科学出版社, 2010.

    ZHU Zhiyu. Particle filter algorithm and its application [M]. Beijing: Science Press, 2010.
    [10]
    CARPENTER J, CLIFFORD P, FEARNHEAD P. An improved particle filter for non-linear problems[J]. IEEE: Radar Sonar Navigation,1999,146:2-7. doi: 10.1049/ip-rsn:19990255
    [11]
    GORDON N, SALMOND D. Novel approach to non-lineal and non-Gaussian Bayesian state estimations[J]. Institude Electric Engineering,1993,140(2):107-113.
    [12]
    GODSILL D S, ANDRIEU C. On sequential Monte Carlo sampling methods for Bayesian filtering[J]. Statistics and Computing,2000,10(3):197-208. doi: 10.1023/A:1008935410038
    [13]
    LIU J S, CHEN R. Sequential Monte-Carlo methods for dynamic systems[J]. Journal of the American Statistical Association,1998,93(443):1032-1044. doi: 10.1080/01621459.1998.10473765
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