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Pubblication Details
Authors:Daniele Codetta Raiteri
Luigi Portinale
Roberta Terruggia
Scientific Area:Diagnosis
Uncertain Reasoning
Probabilistic Graphical Models
Dependability and Reliability
Title:Selecting Failure Countermeasures through Decision Network Analysis
Published on:Proceedings of the Annual Reliability and Maintainability Symposium
Pages: 332-338
Publisher:IEEE
Year:2014
Tipo Pubblicazione:Paper on Proceedings International Conference
URL:http://dx.doi.org/10.1109/RAMS.2014.6798468
Abstract:We propose a framework for the selection of failure countermeasures and repair actions, based on Decision Networks (DN). We show, through specific examples, that standard probabilistic inference on DN can be used to compute system reliability, component importance measures, as well as to select the best (in terms of Maximum Expected Utility) set of failure countermeasures to activate. Finally, by exploiting the DN formalism, both modeling and analysis capabilities are improved with respect to standard combinatorial models, without resorting to the complexity of global state-space models.