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具有不完美转移概率的非齐次马尔可夫跳跃系统的基于事件的异步H∞控制

Event-Based Asynchronous H∞ Control for Nonhomogeneous Markov Jump Systems With Imperfect Transition Probabilities.

作者信息

Zhang Yifang, Wu Zheng-Guang

出版信息

IEEE Trans Cybern. 2024 Oct;54(10):6269-6280. doi: 10.1109/TCYB.2024.3439824. Epub 2024 Oct 9.

DOI:10.1109/TCYB.2024.3439824
PMID:39159029
Abstract

The event-based H control problem is investigated for a class of nonhomogeneous Markov jump systems (MJSs) with partially unknown transition probabilities (TPs). The MJS is characterized by a piecewise nonhomogeneous Markovian chain, where the switching of the system TP matrix is governed by a higher-level chain. A hidden Markov model (HMM) is employed to observe the system mode, which cannot always be correctly detected in practice. Under this framework, the partially unknown TPs existing in both higher-level TPs (HTPs) and conditional TPs (CTPs) are taken into account for practical consideration. Additionally, an observed-mode-dependent event-triggered mechanism (ETM) is employed to design an asynchronous controller, which is expected to alleviate the burden of the communication network. Evidently, the considered scenario is fairly general and covers some special cases. With the above consideration, sufficient conditions are established to guarantee stochastic stability of the resulting closed-loop system with a prescribed H performance. Finally, two examples are presented to demonstrate the effectiveness and applicability of the proposed method.

摘要

针对一类具有部分未知转移概率(TPs)的非齐次马尔可夫跳跃系统(MJSs),研究了基于事件的H控制问题。该MJS由一个分段非齐次马尔可夫链表征,其中系统TP矩阵的切换由一个高层链控制。采用隐马尔可夫模型(HMM)来观测系统模式,而在实际中该模式并非总能被正确检测到。在此框架下,出于实际考虑,兼顾了高层转移概率(HTPs)和条件转移概率(CTPs)中存在的部分未知TPs。此外,采用一种依赖于观测模式的事件触发机制(ETM)来设计异步控制器,期望减轻通信网络的负担。显然,所考虑的情形相当一般,涵盖了一些特殊情况。基于上述考虑,建立了充分条件以保证所得闭环系统在规定的H性能下的随机稳定性。最后,给出两个例子以说明所提方法的有效性和适用性。

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