DocumentCode :
149740
Title :
Coverage-based lossy node localization in wireless sensor networks using Chi-square test
Author :
Bao, Forrest Sheng ; Wu-Jun Zhou ; Wu Jiang ; Chen Qian
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Akron, Akron, OH, USA
fYear :
2014
fDate :
6-9 April 2014
Firstpage :
2886
Lastpage :
2891
Abstract :
Locating lossy nodes in wireless sensor networks (WSNs) is difficult due to the large amount of sensor nodes, and their limited resources. The state-of-the-art work frames lossy node localization in WSNs as an optimal sequential testing problem guided by end-to-end data. It combines both active and passive measurements to minimize testing cost and number of iterations. However, this hybrid approach has many limitations. Inspired by the success of statistic methods in coverage-based software testing, and the similarity between software testing and lossy node localization, we develop an improved approach by employing Chi-square test in WSN lossy node localization. Supported by well-established statistic theories, our elegant approach delivers great performance. Experiments on randomly generated networks and deployed networks show significant performance improvement using the proposed algorithm. We expect to use this approach for other diagnostic problems in WSNs.
Keywords :
sensor placement; statistical testing; wireless sensor networks; WSN lossy node localization; chi-square test; coverage-based lossy node localization; coverage-based software testing; end-to-end data; optimal sequential testing problem; statistic method; testing cost minimization; wireless sensor network; Measurement; Mobile computing; Network topology; Propagation losses; Testing; Topology; Wireless sensor networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Wireless Communications and Networking Conference (WCNC), 2014 IEEE
Conference_Location :
Istanbul
Type :
conf
DOI :
10.1109/WCNC.2014.6952908
Filename :
6952908
Link To Document :
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