Title :
Distributed H∞ filtering over sensor networks with heterogeneous Markovian coupling intercommunication delays
Author :
Xiaohua Ge ; Qing-Long Han ; Xiefu Jiang
Author_Institution :
Centre for Intell. & Networked Syst., Central Queensland Univ., Rockhampton, QLD, Australia
Abstract :
This study is concerned with distributed H∞ filtering for continuous-time linear systems over sensor networks with heterogeneous Markovian coupling intercommunication delays. The set of sensor nodes forms a sensing and communication network whose topology is modelled by a directed graph that describes the measurement exchanged among neighbouring sensor nodes. Heterogeneous random coupling delays modelled by a Markov process are considered in the intercommunication between interacting sensor nodes. A refined two-step decoupling technique is presented to deal with the complicated coupling of exchanged measurement in the presence of the delays. A sufficient condition on the existence of desired distributed H∞ filters is derived such that the resultant filtering error system is mean square exponentially stable with prescribed weighting average H∞ performance. Two illustrative examples are given to show the effectiveness of the proposed results.
Keywords :
H∞ filters; Markov processes; asymptotic stability; continuous time systems; delays; distributed parameter systems; distributed sensors; filtering theory; linear systems; Markov process; communication network; continuous-time linear systems; directed graph; distributed H∞ filtering; heterogeneous Markovian coupling intercommunication delays; heterogeneous random coupling delays; mean square exponential stability; neighbouring sensor nodes; refined two-step decoupling technique; resultant filtering error system; sensing network; sensor networks; weighting average H∞ performance;
Journal_Title :
Control Theory & Applications, IET
DOI :
10.1049/iet-cta.2014.0006