TY - JOUR
T1 - Resource optimisation in a wireless sensor network with guaranteed estimator performance
AU - Shi, L.
AU - Capponi, A.
AU - Johansson, K. H.
AU - Murray, R. M.
PY - 2010/5
Y1 - 2010/5
N2 - 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.
AB - 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.
UR - https://www.webofscience.com/wos/woscc/full-record/WOS:000279105600002
UR - https://openalex.org/W2126541755
UR - https://www.scopus.com/pages/publications/77955200600
U2 - 10.1049/iet-cta.2009.0104
DO - 10.1049/iet-cta.2009.0104
M3 - Journal Article
SN - 1751-8644
VL - 4
SP - 710
EP - 723
JO - IET Control Theory and Applications
JF - IET Control Theory and Applications
IS - 5
ER -