DocumentCode
1993141
Title
Localization of Wireless Sensor Nodes with Erroneous Anchors via Em Algorithm
Author
Leng, Mei ; Wu, Yik-Chung
Author_Institution
Dept. of Electr. & Electron. Eng., Univ. of Hong Kong, Hong Kong, China
fYear
2010
fDate
6-10 Dec. 2010
Firstpage
1
Lastpage
5
Abstract
Finding locations of the sensor nodes in Wireless Sensor Network has been an active research area in recent years. One important category of approaches uses distance measurements between anchors and sensors to localize the unknown node. However, most approaches assume that the anchor positions are perfectly known, while in practice the anchor positions may not be accurate due to estimation errors as well as observation errors. In this paper, we study the localization of wireless sensor node with erroneous anchors, and propose an EM estimator which iteratively refines the anchor positions and estimates the sensor location. Simulation results shows that the EM estimator converges in a few iterations and outperforms the existing robust least squares algorithm.
Keywords
distance measurement; estimation theory; expectation-maximisation algorithm; least squares approximations; wireless sensor networks; EM algorithm; EM estimator; anchor positions; distance measurements; erroneous anchors; estimation errors; iterations; least squares algorithm; observation errors; sensor location estimation; wireless sensor network; wireless sensor nodes localization; Covariance matrix; Global Positioning System; Measurement errors; Peer to peer computing; Simulation; Uncertainty; Wireless sensor networks;
fLanguage
English
Publisher
ieee
Conference_Titel
Global Telecommunications Conference (GLOBECOM 2010), 2010 IEEE
Conference_Location
Miami, FL
ISSN
1930-529X
Print_ISBN
978-1-4244-5636-9
Electronic_ISBN
1930-529X
Type
conf
DOI
10.1109/GLOCOM.2010.5683734
Filename
5683734
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