带有乘性噪声的马尔可夫跳变系统的约束二次控制

IF 2.1 3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS
Siqin Liao , Zheng-Guang Wu , Yuanqing Wu
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引用次数: 0

摘要

研究了状态输入和控制输入均具有乘性噪声的离散马尔可夫跳变系统的约束二次控制问题。考虑到系统与控制器的模式不匹配和控制器不可用的转移概率,构造了转移概率部分已知的异步隐马尔可夫模型作为系统的控制器模型。在异步控制器的反馈控制下,利用线性矩阵不等式方法给出了系统达到随机稳定的条件。此外,当初始条件满足不变约束集时,状态和控制序列保证满足期望约束。求解线性矩阵不等式优化问题也得到二次函数的代价上界。最后通过数值算例验证了理论结果的有效性和优越性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Constrained quadratic control for Markov jump systems with multiplicative noise
In this paper, the constrained quadratic control problem of discrete-time Markov jump systems with multiplicative noise in both state and control input is studied. An asynchronous hidden Markov model with a partially known transition probability is constructed as the controller model of the system taking into account the mode mismatch between the system and the controller and the unavailable transition probability of the controller. Under the feedback control of the asynchronous controller, the conditions for the system to achieve stochastic stability are given by using the linear matrix inequality method. In addition, when the initial conditions satisfy the invariant set of constraints, the state and control sequences are guaranteed to satisfy the desirable constraints. Solving the linear matrix inequality optimization problem also yields a cost upper bound for quadratic functions. The effectiveness and superiority of the theoretical results are finally validated by numerical instances.
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来源期刊
Systems & Control Letters
Systems & Control Letters 工程技术-运筹学与管理科学
CiteScore
4.60
自引率
3.80%
发文量
144
审稿时长
6 months
期刊介绍: Founded in 1981 by two of the pre-eminent control theorists, Roger Brockett and Jan Willems, Systems & Control Letters is one of the leading journals in the field of control theory. The aim of the journal is to allow dissemination of relatively concise but highly original contributions whose high initial quality enables a relatively rapid review process. All aspects of the fields of systems and control are covered, especially mathematically-oriented and theoretical papers that have a clear relevance to engineering, physical and biological sciences, and even economics. Application-oriented papers with sophisticated and rigorous mathematical elements are also welcome.
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