4.7 Article

Asymptotical Stability of Logic Dynamical Systems With Random Impulsive Disturbances

期刊

IEEE TRANSACTIONS ON AUTOMATIC CONTROL
卷 66, 期 2, 页码 513-525

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TAC.2020.2985302

关键词

Asymptotical set stability (ASS); logic dynamical system (LDS); random impulsive disturbance; semitensor product (STP) of matrices; synchronization

资金

  1. National Natural Science Foundation of China [61873284, 61473315, 61321003]

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This article investigates the asymptotical set stability of logic dynamical systems with impulsive disturbances. By using a hybrid index model to describe impulsive LDSs and assuming the intervals between impulsive instants to be independent and identically distributed, properties and convergence conditions of the Markovian subsequence are obtained. The necessary conditions for the ASS of impulsive LDSs in the hybrid and time domains are discussed, and it is proven that these conditions become sufficient under certain bounded expectations and variances. An example is provided to demonstrate the application of the results to node synchronization of logic dynamical networks.
This article presents an investigation of the asymptotical set stability (ASS) of logic dynamical systems (LDSs) with impulsive disturbances at random instants. Unlike ordinary probabilistic Boolean networks, such an impulsive LDS is not Markovian in general. In this article, an impulsive LDS is described by using a hybrid index model and the sequence of intervals between adjacent impulsive instants is assumed to be independent and identically distributed. Under this assumption, the subsequence of a solution obtained by sampling at impulsive instants is a Markov chain. The initial distribution, the transition probability matrix, and the reachable set of the Markovian subsequence are calculated. Calculations of different invariant subsets are discussed and a necessary and sufficient condition for the convergence of finite Markov chains to subsets is obtained. Based on these results, necessary conditions for the ASS of impulsive LDSs in the hybrid and time domains, respectively, are obtained. In addition, we prove that the necessary conditions become sufficient if the impulsive intervals and the initial impulsive instant are with bounded expectations and variances. An example is provided to show the application of the proposed results to node synchronization of logic dynamical networks.

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