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Proceedings of the Eighth International Conference on Probabilistic Safety Assessment & Management (PSAM)
ISBN-10:
0791802442
No. of Pages:
2576
Publisher:
ASME Press
Publication date:
2006
eBook Chapter
202 Dynamic Bayesian Networks: Modeling Problem (PSAM-0367)
By
Seyed Mohammad Hadi Hosseini
,
Seyed Mohammad Hadi Hosseini
Tohoku University
, Graduate School of Engineering
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Makoto Takahashi
Makoto Takahashi
Tohoku University
, Graduate School of Engineering
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Page Count:
7
-
Published:2006
Citation
Hadi Hosseini, SM, & Takahashi, M. "Dynamic Bayesian Networks: Modeling Problem (PSAM-0367)." Proceedings of the Eighth International Conference on Probabilistic Safety Assessment & Management (PSAM). Ed. Stamatelatos, MG, & Blackman, HS. ASME Press, 2006.
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A new approach to apply dynamic relationships in dynamic Bayesian networks is presented. This model makes use of some of the concepts of functional event sequence diagrams for modeling dynamic relationships between component failures, physical variables, and measurements, and presents the required equations for derivation of conditional probability values to be automatically mapped into a temporal Bayesian networks. Using this approach, we can exploit expert knowledge for developing temporal BN and elicitation of required probability values more efficiently. The developed model using block diagrams will be also more informative and expressive. An application of this methodology is also presented for...
Topics:
Modeling
Abstract
1. Introduction
2. Dynamic Bayesian Networks
3. Temporal Relationships
4. Application Example
5. Conclusions
References
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