Exploiting Reactive Mobility for Collaborative Target Detection in Wireless Sensor Networks

被引:59
|
作者
Tan, Rui [1 ]
Xing, Guoliang [2 ]
Wang, Jianping [1 ]
So, Hing Cheung [3 ]
机构
[1] City Univ Hong Kong, Dept Comp Sci, Kowloon, Hong Kong, Peoples R China
[2] Michigan State Univ, Dept Comp Sci & Engn, E Lansing, MI 48824 USA
[3] City Univ Hong Kong, Dept Elect Engn, Kowloon, Hong Kong, Peoples R China
关键词
Data fusion; algorithm/protocol design and analysis; wireless sensor networks; TRACKING; CLASSIFICATION; DEPLOYMENT;
D O I
10.1109/TMC.2009.125
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Recent years have witnessed the deployments of wireless sensor networks in a class of mission-critical applications such as object detection and tracking. These applications often impose stringent Quality-of-Service requirements including high detection probability, low false alarm rate, and bounded detection delay. Although a dense all-static network may initially meet these Quality-of-Service requirements, it does not adapt to unpredictable dynamics in network conditions (e. g., coverage holes caused by death of nodes) or physical environments (e. g., changed spatial distribution of events). This paper exploits reactive mobility to improve the target detection performance of wireless sensor networks. In our approach, mobile sensors collaborate with static sensors and move reactively to achieve the required detection performance. Specifically, mobile sensors initially remain stationary and are directed to move toward a possible target only when a detection consensus is reached by a group of sensors. The accuracy of final detection result is then improved as the measurements of mobile sensors have higher Signal-to-Noise Ratios after the movement. We develop a sensor movement scheduling algorithm that achieves near-optimal system detection performance under a given detection delay bound. The effectiveness of our approach is validated by extensive simulations using the real data traces collected by 23 sensor nodes.
引用
收藏
页码:317 / 332
页数:16
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