JOURNAL ARTICLE

Observer-Based Asynchronous Guaranteed Cost Control of 2-D Markov Jump Roesser Systems With Nonideal Transition Probabilities

Jiazheng LiuYang YangYaru Song

Year: 2024 Journal:   IEEE Access Vol: 13 Pages: 2239-2251   Publisher: Institute of Electrical and Electronics Engineers

Abstract

This paper mainly investigates the asynchronous observer-based guaranteed cost control problem for two-dimensional Markov jump Roesser systems with nonideal transition probabilities. First, a hidden Markov model is developed to describe the asynchronous phenomenon caused by the mode mismatch between the controlled system and the controller. Second, an asynchronous observer-based feedback control law based on the hidden Markov model is designed against the inaccessibility of the system states. Third, since accurate transition probabilities of the Markov chain and the hidden Markov process are difficult to obtain, nonideal transition probabilities are simultaneously considered in both mode transition and mode observation processes. By using the quadratic Lyapunov function techniques and linear matrix inequality methods, some sufficient criteria are developed such that the resultant closed-loop system is asymptotically stable with/without nonideal transition probabilities and satisfies a guaranteed cost performance under three different boundary conditions. Finally, an asynchronous observer-based optimal guaranteed cost controller design algorithm is proposed and two numerical examples are considered to demonstrate its effectiveness.

Keywords:
Control theory (sociology) Markov process Jump Observer (physics) Computer science Markov chain Asynchronous communication Markov model Control system Mathematics Control (management) Statistics Engineering Artificial intelligence Physics Machine learning

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38
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0.66
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Citation History

Topics

Stability and Control of Uncertain Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Optimization and Variational Analysis
Physical Sciences →  Computer Science →  Computational Theory and Mathematics

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