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Asynchronous Control of 2-D Markov Jump Roesser Systems With Nonideal Transition Probabilities

Yue-Yue Tao, Wei‐Wei Che, Zheng‐Guang Wu, Yong Xu, Shanling Dong

2024IEEE Transactions on Cybernetics14 citationsDOI

Abstract

This article intends to study the asynchronous control problem for 2-D Markov jump systems (MJSs) with nonideal transition probabilities (TPs) under the Roesser model. Two practical considerations motivate the current work. First, considering that the system mode cannot always be observed accurately, a hidden Markov model (HMM) is adopted to describe the relationship between the mismatched modes. Second, considering that the TPs information related to the Markov process and the observation process is difficult to obtain, the nonideal TPs (unknown or uncertain) are simultaneously considered on the two processes. Under the considerations, several new sufficient conditions are developed for concerned closed-loop 2-D MJSs with nonideal TPs, by which the asymptotic mean square stability is ensured with an <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">${\mathcal {H}}_{\infty }$ </tex-math></inline-formula> performance index. A nonconservative separation strategy is utilized to decouple the system mode TPs and the observation TPs to facilitate the analysis of nonideal TPs. An unified LMI-based condition is finally developed for the concerned closed-loop 2-D MJSs with/without nonideal TPs, showing more satisfactory conservatism than that in the literature. In the end, we present two examples to validate the superiority of the proposed design method.

Topics & Concepts

JumpMarkov chainAsynchronous communicationTransition (genetics)MathematicsMarkov modelMarkov processControl theory (sociology)Statistical physicsComputer scienceApplied mathematicsControl (management)StatisticsPhysicsArtificial intelligenceChemistryTelecommunicationsQuantum mechanicsBiochemistryGeneStability and Control of Uncertain Systems