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杂波环境中多机动目标自适应跟踪算法

An Adaptive Tracking Algorithm for Multiple Maneuvering Targets in Clutter Environment
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摘要 针对多杂波多机动目标环境引起的跟踪误差和实时性问题,提出了一种结合IMMPDA和改进的IMMJPDA的自适应多机动目标跟踪算法,在跟踪过程中根据目标之间的距离来选择IMMPDA和改进的IMMJPDA算法中的一种跟踪方法,其中改进的IMMJPDA算法是根据每个模型产生的关联矩阵取并集产生关联矩阵。自适应多机动目标跟踪算法能在有效地提高跟踪实时性的同时,减小目标机动时位置误差的超调。通过蒙特卡罗仿真表明,算法是有效的。 In view of the tracking error and real - time problem caused by the multiple maneuvering target tracking in clutter environment, an adaptive maneuvering multi -target tracking algorithm based on the IMMPDA and modified IMMJPDA is proposed. The distance of targets decides which tracking method between IMMPDA and modified IMMJPDA would be used for tracking. The adaptive maneuvering multi - targets tracking algorithm combines all association matrixes which are generated by all targets' models. This new algorithm can improve the real - time capability and reduce the overshoot of error in position. The validity of this algorithm is illustrated through Monte - Carlo simulations.
出处 《计算机仿真》 CSCD 北大核心 2009年第9期329-333,共5页 Computer Simulation
基金 国家自然科学基金项目资助(60434020 60602049)
关键词 自适应 交互多模型 多机动目标跟踪 概率数据关联 修正联合概率数据关联 Adaptive Interacting multiple models (IMM) Multiple maneuvering target tracking PDA MJPDA
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参考文献9

  • 1H A Blom, Y Bar - Shalom. The interacting multiple model algorithm for systems with Monrovian switching coefficient [ J ]. IEEE Transactions on Automatic Control, 1988, 33 (8) : 780 - 783.
  • 2G A Watson, W D Blair. IMM algorithm for tracking targets that maneuver through coordinated turn [J]. SPIE, 1992, 1698 : 236 - 247.
  • 3Y Bar- Shalom, E Tse. Tracking in a cluttered environment with probabilistic data association [ J ]. Automatica, 1975,11 : 451 - 460.
  • 4T E Fortmann, Y Bar - Shalom and M Scheffe. Sonar Tracking of Multiple Targets Using Joint Probabilistic Data Association [ J ]. IEEE J. Oceanic Eng, 1983, OE-8:173-183.
  • 5Y Bar - Shalom and X R Li. Muhitarget - Multisensor Tracking: Principles and Techniques [M]. Storrs, CT: YBS Publishing, 1995.
  • 6B Chen and J K Tugnait. Tracking of multiple maneuvering targets in clutter using IMM/JPDA filtering and fixed - log smoothing [J]. Automatica, 2001, 37:239 -249.
  • 7J K Tugnait. Tracking of multiple maneuvering targets in clutter using multiple sensors, IMM and JPDA coupled filtering[ C]. IEEE Proceedings of the American Control Conference, 2003. 1248 - 1253.
  • 8D C Mao, A K Xue, D L Pang. An Improved IMMJPDA Algorithm for Tracking Multiple Maneuvering Targets in Clutter [ J ]. IEEE World Congress on Intelligent Control and Automation, 2006. 4317 - 4320.
  • 9Y Bar- Shalom, X R Li, T Kirubarajan. Estimation with applications to tracking and navigation [ M ]. Wiley - Interscience Publication. 2001.453-457.

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