Hidden Markov model–based asynchronous fault-tolerant control for mode-dependent time-delayed Markovian jump systems with uncertain conditional probability

IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS
Zhaoyang Tian, Xiaohang Li
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引用次数: 0

Abstract

In control engineering, time-delayed systems are quite common. Modern industrial systems often involve delays due to complicated network environments, the accuracy of sensors and actuators, or signal processing. Speaking of Markovian jump systems, such systems undergo discrete mode changes caused by a Markov process. Hence, it is reasonable to consider the mode-dependent time delays. In this paper, the asynchronous fault-tolerant controller is developed for mode-dependent time-delayed Markovian jump systems. First, the estimations of states and actuator fault are provided by designing an intermediate observer. Then, based on these estimations, the asynchronous fault-tolerant controller is designed by virtue of the hidden Markov process with uncertain conditional probability. Finally, the existence conditions of both the designed observer and fault-tolerant controller are given in terms of linear matrix inequalities. In the meantime, a numerical example is illustrated to validate the effectiveness and potential of the proposed method.
基于隐马尔可夫模型的异步容错控制,适用于具有不确定条件概率的模式依赖性时滞马尔可夫跃迁系统
在控制工程中,延时系统十分常见。现代工业系统通常会因复杂的网络环境、传感器和执行器的精度或信号处理而产生延迟。说到马尔可夫跃迁系统,这类系统会经历由马尔可夫过程引起的离散模式变化。因此,考虑与模式相关的时间延迟是合理的。本文针对依赖于模式的时延马尔可夫跃迁系统开发了异步容错控制器。首先,通过设计一个中间观测器来提供对状态和执行器故障的估计。然后,根据这些估计值,设计出具有不确定条件概率的隐马尔可夫过程的异步容错控制器。最后,用线性矩阵不等式给出了所设计的观测器和容错控制器的存在条件。同时,通过一个数值示例验证了所提方法的有效性和潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
4.10
自引率
16.70%
发文量
203
审稿时长
3.4 months
期刊介绍: Transactions of the Institute of Measurement and Control is a fully peer-reviewed international journal. The journal covers all areas of applications in instrumentation and control. Its scope encompasses cutting-edge research and development, education and industrial applications.
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