DocumentCode
1472666
Title
Maintaining Quality of Sensing with Actors in Wireless Sensor Networks
Author
He, Shibo ; Chen, Jiming ; Cheng, Peng ; Gu, Yu Jason ; He, Tian ; Sun, Youxian
Author_Institution
Dept. of Control, Zhejiang Univ., Hangzhou, China
Volume
23
Issue
9
fYear
2012
Firstpage
1657
Lastpage
1667
Abstract
In this paper, we consider using actors to maintain the quality of sensing in the wireless sensor networks. Due to factors such as battery drainage or physical malfunctions, the number of available sensors normally decreases over time after initial deployment, resulting in performance degradation. To maintain the quality of sensing in the network, actors can be used to allocate spare sensors to sensor-deficient regions (sensor allocation) or to relocate sensors from sensor-abundant regions to sensor-deficient regions (sensor relocation). We first focus on the sensor allocation problem. We introduce a baseline centralized greedy algorithm (GA) for sensor allocation, where global sensor information is communicated to obtain the optimal solution. As GA is only efficient for small networks, we proceed to design a distributed patrolling algorithm for achieving global optimization (DPAG) by using only local information. We then extend our work to the application scenario of sensor relocation by proposing a modified GA and DPAG (M-GA and M-DPAG), respectively. Extensive simulation results are provided to demonstrate the performance of the proposed algorithms.
Keywords
greedy algorithms; optimisation; sensor placement; wireless sensor networks; actors; baseline centralized greedy algorithm; distributed patrolling algorithm; global optimization; global sensor information; sensing quality maintenance; sensor relocation; sensor-abundant regions; sensor-deficient regions; spare sensor allocation; wireless sensor networks; Genetic algorithms; Markov processes; Monitoring; Resource management; Sensor systems; Wireless sensor networks; Genetic algorithms; Markov processes; Monitoring; Quality of sensing; Resource management; Sensor systems; Wireless sensor networks; distributed algorithms.; sensor allocation; sensor relocation;
fLanguage
English
Journal_Title
Parallel and Distributed Systems, IEEE Transactions on
Publisher
ieee
ISSN
1045-9219
Type
jour
DOI
10.1109/TPDS.2012.100
Filename
6171178
Link To Document