Decentralized Cooperative TOA/AOA Target Tracking for Hierarchical Wireless Sensor Networks

被引:10
|
作者
Chen, Ying-Chih [1 ]
Wen, Chih-Yu [1 ]
机构
[1] Natl Chung Hsing Univ, Grad Inst Commun Engn, Dept Elect Engn, Taichung 402, Taiwan
关键词
wireless sensor networks; target tracking; Bayesian filtering; neural networking; covariance intersection;
D O I
10.3390/s121115308
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
This paper proposes a distributed method for cooperative target tracking in hierarchical wireless sensor networks. The concept of leader-based information processing is conducted to achieve object positioning, considering a cluster-based network topology. Random timers and local information are applied to adaptively select a sub-cluster for the localization task. The proposed energy-efficient tracking algorithm allows each sub-cluster member to locally estimate the target position with a Bayesian filtering framework and a neural networking model, and further performs estimation fusion in the leader node with the covariance intersection algorithm. This paper evaluates the merits and trade-offs of the protocol design towards developing more efficient and practical algorithms for object position estimation.
引用
收藏
页码:15308 / 15337
页数:30
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