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