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Model checking-based decision support system for fault management: A comprehensive framework and application in electric power systems
2024-08-01
发表期刊EXPERT SYSTEMS WITH APPLICATIONS (IF:7.5[JCR-2023],7.6[5-Year])
ISSN0957-4174
卷号247期号:123371
发表状态已发表
DOI10.1016/j.eswa.2024.123371
摘要

In the realm of complex and evolving Multi-Agent Systems (MAS), ensuring system reliability and safety is paramount. These systems, characterized by their partial observability and intricate inter-agent interactions, pose significant challenges for fault management. This paper introduces a novel framework that leverages model checking and timed automata to address these challenges, providing a rigorous solution for fault management in MAS. We formalize the problems of fault identification, diagnosability, and tolerance within the context of partially observable MAS, laying a solid foundation for systematic analysis and interpretation. The framework utilizes timed automata to model the dynamic and non-deterministic nature of MAS, while model checking is employed to ensure comprehensive and rigorous fault management results. Through a case study on an Electric Power System, we demonstrate the framework's efficacy in providing both offline design insights and online decision support, enhancing the system's resilience to faults. The results underscore the framework's ability to navigate the complexities of partially observable MAS, offering clear and actionable guidance for fault mitigation. © 2024 Elsevier Ltd

关键词Automata theory Decision making Electric power systems Failure analysis Intelligent agents Model checking Multi agent systems Fault identifications Fault management Inter-agent interactions Models checking Partial observability Reliability and safeties Rigorous solution System reliability System safety Timed Automata
收录类别SCIE ; EI
语种英语
出版者Elsevier Ltd
EI入藏号20240615503146
EI主题词Decision support systems
EI分类号706.1 Electric Power Systems ; 721.1 Computer Theory, Includes Formal Logic, Automata Theory, Switching Theory, Programming Theory ; 723 Computer Software, Data Handling and Applications ; 912.2 Management
原始文献类型Journal article (JA)
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文献类型期刊论文
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/349705
专题信息科学与技术学院
信息科学与技术学院_硕士生
信息科学与技术学院_本科生
信息科学与技术学院_博士生
信息科学与技术学院_PI研究组_江智浩组
通讯作者Jiang, Zhihao
作者单位
1.School of Information Science and Technology, ShanghaiTech University, Shanghai; 201210, China
2.Shanghai Engineering Research Center of Intelligent Vision and Imaging, Shanghai; 200120, China
第一作者单位信息科学与技术学院
通讯作者单位信息科学与技术学院
第一作者的第一单位信息科学与技术学院
推荐引用方式
GB/T 7714
Chen, Guangyao,He, Peilin,Wang, Ziqi,et al. Model checking-based decision support system for fault management: A comprehensive framework and application in electric power systems[J]. EXPERT SYSTEMS WITH APPLICATIONS,2024,247(123371).
APA Chen, Guangyao,He, Peilin,Wang, Ziqi,Teng, Zixin,&Jiang, Zhihao.(2024).Model checking-based decision support system for fault management: A comprehensive framework and application in electric power systems.EXPERT SYSTEMS WITH APPLICATIONS,247(123371).
MLA Chen, Guangyao,et al."Model checking-based decision support system for fault management: A comprehensive framework and application in electric power systems".EXPERT SYSTEMS WITH APPLICATIONS 247.123371(2024).
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