A Fault-Tolerant Target-Tracking Strategy Based on Unreliable Sensing in Wireless Sensor Networks

Yi Xie, Guoming Tang, Daifei Wang, W. Xiao, Daquan Tang, Jiuyang Tang
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引用次数: 4

Abstract

Focusing on the unreliable sensing phenomenon in wireless sensor networks and its impact on target-tracking accuracy, this paper first analyzes the uncertain area and its boundaries. Then the monitor area can be divided into faces by these uncertain boundaries and each face has an identical signature vector. On the other hand, for each target localization, any pair-wise nodes' RSS is ordinal or flipped can be determined by multiple grouping samplings and the sampling vector is built. Hence, the Fault-Tolerant Target-Tracking (FTTT) strategy is proposed, which transforms the tracking problem into a vector matching process in order to improve the tracking flexibility, increase the tracking accuracy and reduce the influence of in-the-filed factors. In addition, a heuristic matching algorithm is introduced to reduce the computational complexity. Results have shown that FTTT is more flexible and has higher tracking accuracy than congenerous methods.
基于不可靠感知的无线传感器网络容错目标跟踪策略
针对无线传感器网络中存在的传感不可靠现象及其对目标跟踪精度的影响,首先分析了不确定区域及其边界。然后利用这些不确定边界将监测区域划分为多个面,每个面具有相同的特征向量。另一方面,对于每次目标定位,通过多次分组采样确定任意成对节点的RSS是有序的还是翻转的,并构建采样向量。为此,提出了容错目标跟踪(FTTT)策略,将跟踪问题转化为矢量匹配过程,以提高跟踪灵活性,提高跟踪精度,减少现场因素的影响。此外,还引入了一种启发式匹配算法来降低计算复杂度。结果表明,FTTT比传统方法具有更大的灵活性和更高的跟踪精度。
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