DocumentCode
1488732
Title
Resource optimisation in a wireless sensor network with guaranteed estimator performance
Author
Shi, Li-Hua ; Capponi, A. ; Johansson, Karl H. ; Murray, Richard M.
Author_Institution
Dept. of Electron. & Comput. Eng., Hong Kong Univ. of Sci. & Technol., Kowloon, China
Volume
4
Issue
5
fYear
2010
fDate
5/1/2010 12:00:00 AM
Firstpage
710
Lastpage
723
Abstract
New control paradigms are needed for large networks of wireless sensors and actuators in order to efficiently utilise system resources. In this study, the authors consider the problem of discrete-time state estimation over a wireless sensor network. Given a tree that represents the sensor communications with the fusion centre, the authors derive the optimal estimation algorithm at the fusion centre, and provide a closed-form expression for the steady-state error covariance matrix. They then present a tree reconfiguration algorithm that produces a sensor tree that has low overall energy consumption and guarantees a desired level of estimation quality at the fusion centre. The authors further propose a sensor tree construction and scheduling algorithm that leads to a longer network lifetime than the tree reconfiguration algorithm. Examples are provided throughout the paper to demonstrate the algorithms and theory developed.
Keywords
covariance matrices; discrete time systems; scheduling; state estimation; wireless sensor networks; discrete-time state estimation; resource optimisation; scheduling algorithm; steady-state error covariance matrix; tree reconfiguration algorithm; wireless sensor network;
fLanguage
English
Journal_Title
Control Theory & Applications, IET
Publisher
iet
ISSN
1751-8644
Type
jour
DOI
10.1049/iet-cta.2009.0104
Filename
5463183
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