Title :
Selecting failure countermeasures through Decision Network analysis
Author :
Portinale, Luigi ; Codetta-Raiteri, Daniele ; Terruggia, Roberta
Author_Institution :
Comput. Sci. Inst., Univ. of Piemonte Orientale, Alessandria, Italy
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.
Keywords :
directed graphs; failure analysis; maintenance engineering; probability; reliability; decision network analysis; failure countermeasures selection; maximum expected utility; repair actions; standard probabilistic inference; system reliability; Heating; Liquids; Maintenance engineering; Probabilistic logic; Standards; Temperature sensors; Valves; Countermeasures Selection; Probabilistic Graphical Models; Reliability Modeling; Repairable Systems;
Conference_Titel :
Reliability and Maintainability Symposium (RAMS), 2014 Annual
Conference_Location :
Colorado Springs, CO
Print_ISBN :
978-1-4799-2847-7
DOI :
10.1109/RAMS.2014.6798468