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Application of Baye...
Application of Bayesian Networks in Reliability Evaluation
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- Cai, Baoping (author)
- China University of Petroleum, Qingdao, Shandong, China
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- Kong, Xiangdi (author)
- China University of Petroleum, Qingdao, Shandong, China
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- Liu, Yonghong (author)
- China University of Petroleum, Qingdao, Shandong, China
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- Lin, Jing (author)
- Luleå tekniska universitet,Drift, underhåll och akustik,China University of Petroleum, Qingdao, Shandong, China
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- Yuan, Xiaobing (author)
- China University of Petroleum, Qingdao, Shandong, China
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- Xu, Hongqi (author)
- Rongsheng Machinery Manufacture Ltd. of Huabei Oilfield, Hebei, Renqiu, China
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- Ji, Renjie (author)
- China University of Petroleum, Qingdao, Shandong, China
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(creator_code:org_t)
- IEEE, 2019
- 2019
- English.
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In: IEEE Transactions on Industrial Informatics. - : IEEE. - 1551-3203 .- 1941-0050. ; 15:4, s. 2146-2157
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Abstract
Subject headings
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- The Bayesian network (BN) is a powerful model for probabilistic knowledge representation and inference and is increasingly used in the field of reliability evaluation. This paper presents a bibliographic review of BNs that have been proposed for reliability evaluation in the last decades. Studies are classified from the perspective of the objects of reliability evaluation, i.e., hardware, structures, software, and humans. For each classification, the construction and validation of a BN-based reliability model are emphasized. The general procedural steps for BN-based reliability evaluation, including BN structure modeling, BN parameter modeling, BN inference, and model verification and validation, are investigated. Current gaps and challenges in reliability evaluation with BNs are explored, and a few upcoming research directions that are of interest to reliability researchers are identified.
Subject headings
- TEKNIK OCH TEKNOLOGIER -- Samhällsbyggnadsteknik -- Annan samhällsbyggnadsteknik (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Civil Engineering -- Other Civil Engineering (hsv//eng)
Keyword
- Software reliability
- Hardware
- Software
- Object oriented modeling
- Power system reliability
- Reliability engineering
- Drift och underhållsteknik
- Operation and Maintenance
Publication and Content Type
- ref (subject category)
- art (subject category)
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