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Resource optimisation in a wireless sensor network with guaranteed estimator performance.
- Source :
- IET Control Theory & Applications (Institution of Engineering & Technology); May2010, Vol. 4 Issue 5, p710-723, 14p, 17 Diagrams, 2 Graphs
- Publication Year :
- 2010
-
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. [ABSTRACT FROM AUTHOR]
- Subjects :
- WIRELESS sensor networks
COMMUNICATION
DETECTORS
ALGORITHMS
KALMAN filtering
Subjects
Details
- Language :
- English
- ISSN :
- 17518644
- Volume :
- 4
- Issue :
- 5
- Database :
- Complementary Index
- Journal :
- IET Control Theory & Applications (Institution of Engineering & Technology)
- Publication Type :
- Academic Journal
- Accession number :
- 50309294
- Full Text :
- https://doi.org/10.1049/iet-cta.2009.0104