Adaptive Control and Reconfiguration of Mobile Wireless Sensor Networks for Dynamic Multi-Target Tracking

被引:54
|
作者
Zhang, Xi [1 ]
机构
[1] Texas A&M Univ, Dept Elect & Comp Engn, Networking & Informat Syst Lab, College Stn, TX 77843 USA
基金
美国国家科学基金会;
关键词
Distributed/Decentralized Probability Hypothesis Density (DPHD) Filter; dynamic mobile multi-target tracking; mobile wireless sensor networks (MWSN); mutual information-theory based control;
D O I
10.1109/TAC.2011.2163862
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We propose the adaptive control and reconfiguration schemes for mobile wireless sensor networks (MWSN) to achieve timely and accurate mobile multi-target tracking (MMTT) with cost-effective energy consumption. In particular, our proposed schemes can detect the mobile multi-targets' random appearance and disappearance in the clutter environments with high accuracy and low energy cost. We develop the optimal mutual-information based techniques to adaptively control the reconfiguration of the proposed MWSN by designing the Distributed/Decentralized Probability Hypothesis Density (DPHD) filtering algorithms. By dynamically adjusting the sensors' states, including their positions and activations, our schemes can efficiently improve the observabilities of the tracked multi-targets. We further analyze the asymptotic performance of our proposed schemes by deriving the upper-bounds of the detection-error probabilities. Also presented are the performance analyses which validate and evaluate our proposed adaptive control and reconfiguration schemes for MWSN in terms of the multi-target states estimation accuracy, the energy-consumption efficiency, and the robustness to the interference/noise.
引用
收藏
页码:2429 / 2444
页数:16
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