On the Effect of Dynamic Event Observations in Distributed Fault Prognosis of Discrete-Event Systems

IF 7 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Automatic Control Pub Date : 2024-10-23 DOI:10.1109/TAC.2024.3485492
Bowen Li;Jianquan Lu;Jie Zhong;Yaqi Wang
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Abstract

In the conventional framework for distributed fault prognosis of discrete-event systems (DESs), it is assumed that observable events are always observed [such case is called static event observations (SEOs)]. However, the assumption may not hold in many DESs such as sensor networks. This article introduces the concept of distributed fault prognosis with dynamic event observations (DEOs), in which observable events are not always observed. Communication models and extended models are constructed, based on which, for each local prognoser, an extended dynamic observation mask with two forms is constructed to capture its aggregate information. In order to verify prognosability subject to DEOs, one algorithm whose complexity is polynomial in the number of states but exponential in the number of local prognosers is presented. Furthermore, one significant condition for prognosability subject to DEOs is derived. Finally, the obtained results are applied to an Alipay online trading system and an Industry 4.0 manufacturing system.
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论离散事件系统分布式故障诊断中动态事件观测的影响
在传统的离散事件系统(DESs)分布式故障预测框架中,假设可观测事件总是被观测到[这种情况称为静态事件观测(seo)]。然而,这一假设在许多DESs(如传感器网络)中可能不成立。本文介绍了基于动态事件观测的分布式故障预测的概念,其中可观测事件并不总是被观测到。构建了通信模型和扩展模型,在此基础上,为每个局部预测器构建了两种形式的扩展动态观测掩码,以捕获其聚合信息。为了验证DEOs下的可预测性,提出了一种算法,该算法的复杂度在状态数上是多项式的,而在局部预测数上是指数的。此外,导出了受DEOs影响的预测的一个重要条件。最后,将所得结果应用于支付宝网上交易系统和工业4.0制造系统。
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来源期刊
IEEE Transactions on Automatic Control
IEEE Transactions on Automatic Control 工程技术-工程:电子与电气
CiteScore
11.30
自引率
5.90%
发文量
824
审稿时长
9 months
期刊介绍: In the IEEE Transactions on Automatic Control, the IEEE Control Systems Society publishes high-quality papers on the theory, design, and applications of control engineering. Two types of contributions are regularly considered: 1) Papers: Presentation of significant research, development, or application of control concepts. 2) Technical Notes and Correspondence: Brief technical notes, comments on published areas or established control topics, corrections to papers and notes published in the Transactions. In addition, special papers (tutorials, surveys, and perspectives on the theory and applications of control systems topics) are solicited.
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