文章基本信息

标题：A Novel Fault Diagnosis Framework Based on Reliability Analysis and Arithmetic Circuit
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作者：Rongxing Duan ; Du Chen ; Jinghui Fan 等
期刊名称：International Journal of Security and Its Applications
印刷版ISSN：1738-9976
出版年度：2015
卷号：9
期号：7
页码：225-240
DOI：10.14257/ijsia.2015.9.7.20
出版社：SERSC
摘要：To meet the real-time diagnosis requirements of complex systems, this paper presents a novel fault diagnosis framework based on dynamic fault tree and arithmetic circuit. It pays attention to meeting two challenges: model development and real-time reasoning. Specifically, we use a dynamic fault tree to model dynamic fault modes and calculate some quantitative parameters using algebraic technique and Bayesian network (BN) in order to avoid the state space explosion problem. Furthermore, we compile a BN into an arithmetic circuit to obtain answers to probabilistic queries by evaluating and differentiating the arithmetic circuit. In addition, we incorporate sensors information into diagnosis process and propose the schemes on how to update the diagnostic importance factor and the minimal cut sequences. Finally, the example of a train-ground communication system is used to demonstrate the proposed method.
关键词：Reliability analysis; Diagnostic importance factor; Real-time diagnosis; ; Arithmetic circuit