Efficient multi-target tracking with a two-tier hierarchical Wireless Sensor Network

Jin Wei, Xudong Wang, V. Syrmos
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引用次数: 3

Abstract

Recently, a two-tier hierarchical wireless sensor network (WSN) was proposed to address the problem of multi-target tracking (MTT). The WSN estimated the multi-target states well, but kept no record of target identities. In this paper, the performance of the WSN is improved by activating certain sensors instead of all the sensors in the first level of the hierarchy at each time step. Furthermore, a track-to-estimate association scheme is also proposed to incorporate individual target identities and produce estimates of individual target tracks. The proposed tracking algorithm works well even when the target dynamics and/or measurement process is severely nonlinear. The efficiency of the algorithm is demonstrated in the application of bearing and signal strength tracking.
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基于两层分层无线传感器网络的高效多目标跟踪
近年来,针对多目标跟踪问题,提出了一种双层分层无线传感器网络(WSN)。WSN能很好地估计多目标状态,但不保留目标身份的记录。在本文中,通过在每个时间步长激活某些传感器而不是激活层次结构第一层的所有传感器来提高WSN的性能。此外,还提出了一种航迹到航迹估计的关联方案,用于合并单个目标身份并产生单个目标航迹估计。所提出的跟踪算法即使在目标动力学和/或测量过程是严重非线性的情况下也能很好地工作。在方位和信号强度跟踪中的应用验证了该算法的有效性。
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