JOURNAL ARTICLE

State Estimation for Discrete Time-Delay Complex Networks with Switching Topologies and Binary Encoding Schemes

Kaige ChenQi Li

Year: 2022 Journal:   2022 41st Chinese Control Conference (CCC) Pages: 43-48

Abstract

In this paper, the state estimation is investigated for a class of discrete-time delayed complex network with switching topologies and stochastic noises subject to binary encoding scheme (BES). The Markov chain is utilized to describe the random changes of network topologies. By using the BES, the original measurement signal is first encoded into a bit string, then transmitted via binary symmetric channels, and lastly restored by a decoder before entering the estimator. In the transmission process, random bit errors may occur in the bit string due to the channel noises. A set of Bernoulli distributed random variables is used to characterize such errors. The aim of this paper is to design a mode-dependent state estimator such that the estimation error dynamics is exponentially ultimately bounded in the mean square. A sufficient condition of the expected estimator is given by utilizing Lyapunov functional approach, and subsequently the estimator gain matrix is obtained by solving a certain matrix inequality. Finally, a simulation example is shown to certify the effectiveness of the state estimation scheme.

Keywords:
Estimator Network topology Binary number Bernoulli's principle Mathematics Bernoulli process Stochastic process Markov process Computer science Algorithm Control theory (sociology) Topology (electrical circuits) Statistics

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Topics

Neural Networks Stability and Synchronization
Physical Sciences →  Computer Science →  Computer Networks and Communications
Stability and Control of Uncertain Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Distributed Control Multi-Agent Systems
Physical Sciences →  Computer Science →  Computer Networks and Communications
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