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ShanghaiTech University Knowledge Management System
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]) |
ISSN | 0957-4174 |
卷号 | 247期号:123371 |
发表状态 | 已发表 |
DOI | 10.1016/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) |
引用统计 | 正在获取...
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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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