Dynamic Bayesian Networks modelling the dependability of systems with degradations and exogenous constraints. Weber, P., Jouffe, L., Munteanu, P., Weber, P., Jouffe, L., Munteanu, P., & Bayesian, D. In 11th IFAC Symposium on Information Control Problems in Manufacturing, 2004. ![Dynamic Bayesian Networks modelling the dependability of systems with degradations and exogenous constraints [link]](https://bibbase.org/img/filetypes/link.svg "link")
Website abstract bibtex The work reported here presents an original method to model dependability of systems, taking into account degradations and failure modes governed by exogenous constraints. The component degradation dynamics is considered as a semi-Markov process. Environmental behaviour introduces switching models conditioned by exogenous constraints. Dynamic Bayesian Networks (DBN) are employed to formalise such complex dynamic processes through a compact representation. DBN allow simulating these processes, taking into account events due to the environmental behaviour. A hydraulic system is used to illustrate the reliability estimations obtained by the proposed modelling method.
@inproceedings{
title = {Dynamic Bayesian Networks modelling the dependability of systems with degradations and exogenous constraints},
type = {inproceedings},
year = {2004},
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abstract = {The work reported here presents an original method to model dependability of systems, taking into account degradations and failure modes governed by exogenous constraints. The component degradation dynamics is considered as a semi-Markov process. Environmental behaviour introduces switching models conditioned by exogenous constraints. Dynamic Bayesian Networks (DBN) are employed to formalise such complex dynamic processes through a compact representation. DBN allow simulating these processes, taking into account events due to the environmental behaviour. A hydraulic system is used to illustrate the reliability estimations obtained by the proposed modelling method.},
bibtype = {inproceedings},
author = {Weber, Philippe and Jouffe, Lionel and Munteanu, Paul and Weber, Philippe and Jouffe, Lionel and Munteanu, Paul and Bayesian, Dynamic},
booktitle = {11th IFAC Symposium on Information Control Problems in Manufacturing}
}
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