Simultaneous state and fault estimation for a class of nonlinear Markov jump systems by distributed fault-tolerant observers

IF 2.1 3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Systems & Control Letters Pub Date : 2024-09-12 DOI:10.1016/j.sysconle.2024.105928
Chuan Yu , Qingyu Su , Qian-Cheng Xiao , Yue Long , Jian-Ning Li , Guang-Xin Zhong
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Abstract

This paper investigates the estimation problem of a class of nonlinear Markov jump systems with actuator and sensor faults. The main goal is to design a distributed fault-tolerant observer to estimate system states and actuator faults simultaneously. Firstly, a novel distributed observer network is constructed to compensate the missing information of unobservable nodes of the system. Next, a class of new redundant sensors are set up on each distributed observer node to obtain more output measurement samples. More importantly, when some of the mentioned sensors occur faults, an index of sensor heath level is constructed to characterize the quality of the faulty sensor information. Further, a novel algorithm is designed to mask low quality output information and filter out relatively healthy one automatically. Based on the selected healthy output information, the system state and actuator fault are estimated in the case of sensor failure. Finally, an example is provided to demonstrate the effectiveness of the proposed method.

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分布式容错观测器对一类非线性马尔可夫跃迁系统进行同步状态和故障估计
本文研究了一类具有致动器和传感器故障的非线性马尔可夫跃迁系统的估计问题。主要目标是设计一种分布式容错观测器,以同时估计系统状态和执行器故障。首先,构建一个新型分布式观测器网络,以补偿系统中不可观测节点的缺失信息。其次,在每个分布式观测器节点上设置一类新的冗余传感器,以获得更多的输出测量样本。更重要的是,当上述传感器中的某些传感器出现故障时,会构建一个传感器健康水平指数来表征故障传感器信息的质量。此外,还设计了一种新颖的算法来掩盖低质量的输出信息,并自动筛选出相对健康的信息。根据所选的健康输出信息,在传感器发生故障时可估算出系统状态和执行器故障。最后,我们提供了一个示例来证明所提方法的有效性。
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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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