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Fuzzy-model-based robust control of Markov jump nonlinear systems with incomplete transition probabilities and uncertain packet dropouts

  • Zeyuan Xu
  • , Shaolong Shi*
  • , Meng Joo Er*
  • , Zhijian Hu*
  • *Corresponding author for this work

Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

Abstract

Interval type-2 fuzzy Markov jump systems (IT2FMJSs) have received much attention because they can well describe complex nonlinear systems with uncertainties and stochastic system mode switching. However, the transition probabilities of fuzzy MJSs (FMJSs) have been assumed to be completely known, limiting real-world applications of existing results. Different from the previous studies, transition probabilities between system modes switching are partially unknown, and packet dropouts of data transmission are uncertain in this study. Compared with the previous studies, the main advantages of this work are as follows: (1) To analyze stochastic stability and reduce conservatism of existing approaches, a novel Lyapunov function that depends on both system mode and fuzzy basis function is constructed; (2) the existence of a mode-dependent and fuzzy-basis-dependent state feedback controller is revealed; (3) stochastic stability of closed-loop system with a desired H performance is established, and the problem of incomplete transition probabilities and uncertain packet dropouts has been completely addressed. An illustrative example of a robot arm is used to demonstrate the effectiveness and practicality of the proposed control strategy. By virtue of the proposed strategy, the effects of incomplete transition probabilities and uncertain packet dropouts on IT2FMJSs have been completely alleviated. © 2023 Chinese Automatic Control Society and John Wiley & Sons Australia, Ltd.
Original languageEnglish
Pages (from-to)4201-4214
Number of pages14
JournalAsian Journal of Control
Volume25
Issue number6
Online published16 Jul 2023
DOIs
Publication statusPublished - Nov 2023

Research Keywords

  • H∞ control
  • incomplete transition probabilities
  • IT2 fuzzy systems
  • Markov jump systems
  • uncertain packet dropouts

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