DocumentCode :
1283631
Title :
Multisource Prediction Under Nonlinear Dynamics in WSNs Using a Robust Fuzzy Approach
Author :
Chiu, Wei-Yu ; Chen, Bor-Sen
Author_Institution :
Inst. of Commun. Eng., Nat. Tsing Hua Univ., Hsinchu, Taiwan
Volume :
58
Issue :
1
fYear :
2011
Firstpage :
137
Lastpage :
149
Abstract :
This paper focuses on addressing the robust source prediction problem in wireless sensor networks (WSNs). In particular, the nonlinear interaction of multiple sources is handled by the fuzzy interpolation technique, which has not been fully investigated in networked data fusion systems yet. In this study, no knowledge of the joint distribution of sensor observations is assumed. A robust H design using fuzzy interpolation from a game theory viewpoint is proposed. The fuzzy approximation error for the nonlinear dynamics of multiple sources is incorporated into the design. In evaluation, a theoretical analysis on the performance of the proposed multisource prediction method is provided.
Keywords :
H optimisation; approximation theory; fuzzy set theory; game theory; interpolation; nonlinear dynamical systems; sensor fusion; wireless sensor networks; fuzzy approximation error; fuzzy interpolation; game theory; multisource prediction; networked data fusion systems; nonlinear dynamics; nonlinear multiple sources interaction; robust H design; robust fuzzy approach; robust source prediction problem; wireless sensor networks; Delay; Delay effects; Delay systems; Equations; Filtering; Fuzzy systems; Game theory; Interpolation; Mathematical model; Nonlinear dynamical systems; Optimization; Robustness; Sensor fusion; Wireless sensor networks; $H_{infty}$ filtering; Fuzzy-based predictor; fuzzy interpolation; game theory approach; multisource prediction; networked data fusion system; wireless sensor network;
fLanguage :
English
Journal_Title :
Circuits and Systems I: Regular Papers, IEEE Transactions on
Publisher :
ieee
ISSN :
1549-8328
Type :
jour
DOI :
10.1109/TCSI.2010.2055331
Filename :
5535208
Link To Document :
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