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Issue No.01 - January (2011 vol.10)
pp: 44-53
Lyudmila Mihaylova , Lancaster University, Lancaster, UK
Donka Angelova , Bulgarian Academy of Sciences, Bulgaria
David R. Bull , University of Bristol, Bristol, UK
Nishan Canagarajah , University of Bristol, Bristol, UK
ABSTRACT
Wireless sensor networks are an inherent part of decision making, object tracking, and location awareness systems. This work is focused on simultaneous localization of mobile nodes based on received signal strength indicators (RSSIs) with correlated in time measurement noises. Two approaches to deal with the correlated measurement noises are proposed in the framework of auxiliary particle filtering: with a noise augmented state vector and the second approach implements noise decorrelation. The performance of the two proposed multimodel auxiliary particle filters (MM AUX-PFs) is validated over simulated and real RSSIs and high localization accuracy is demonstrated.
INDEX TERMS
Wireless networks, auxiliary particle filtering, localization, correlated measurement noises, multiple model estimation, auxiliary particle filtering.
CITATION
Lyudmila Mihaylova, Donka Angelova, David R. Bull, Nishan Canagarajah, "Localization of Mobile Nodes in Wireless Networks with Correlated in Time Measurement Noise", IEEE Transactions on Mobile Computing, vol.10, no. 1, pp. 44-53, January 2011, doi:10.1109/TMC.2010.132
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