杂波环境下机动目标的多假设跟踪

I. Whang, Jang-Gyu Lee
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引用次数: 2

摘要

结合测量关联假设和目标模型转移假设,推导了一种杂波环境下机动目标跟踪的最优滤波器。最优滤波器是不可实现的,因为它需要考虑指数增长的假设。为了减少假设,提出了一种新的假设修剪技术。然后提出了一种可实现的次优滤波器。仿真结果表明,该滤波器比交互多模型概率数据关联滤波器产生更小的估计误差和更好的航迹维护能力。
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Multiple hypotheses tracking for maneuvering targets in clutter environment
In this paper, an optimal filter for maneuvering target tracking in clutter environment is derived by combining measurement association hypotheses and target model transition hypotheses. The optimal filter is not realizable since it should consider exponentially increasing hypotheses. To reduce the hypotheses, a new hypotheses pruning technique is proposed. And then a realizable suboptimal filter is suggested. Simulation results show that the proposed filter produces smaller estimation errors and takes better track maintenance than the interacting multiple model probabilistic data association filter.
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