TY - JOUR
T1 - Computing optimal repair strategies by means of NdRFT modeling and analysis
AU - Beccuti, Marco
AU - Franceschinis, Giuliana
AU - Codetta-Raiteri, Daniele
AU - Haddad, Serge
N1 - Publisher Copyright:
© 2013 The British Computer Society. All rights reserved.
PY - 2013/7/5
Y1 - 2013/7/5
N2 - In this paper, the Non-deterministic Repairable Fault Tree (NdRFT) formalism is proposed: it allows the modeling of failures of complex systems in addition to their repair processes. Its originality with respect to other Fault Tree extensions allows us to address repair strategy optimization problems: in an NdRFT model, the decision as to whether to start or not a given repair action is non-deterministic, so that all the possibilities are left open. The formalism is rather powerful, it allows: the specification of self-revealing events, the representation of components degradation, the choice among local repair, global repair, preventive maintenance, and the specification of the resources needed to start a repair action. The optimal repair strategy with respect to some relevant system state function, e.g. system unavailability, can then be computed by solving an optimization problem on a Markov Decision Process derived from the NdRFT. Such derivation is obtained by converting the NdRFT model into an intermediate formalism called Markov Decision Petri Net (MDPN). In the paper, the NdRFT syntax and semantics are formally described, together with the conversion rules to derive from the NdRFT the corresponding MDPN model. The application of NdRFT is illustrated through examples.
AB - In this paper, the Non-deterministic Repairable Fault Tree (NdRFT) formalism is proposed: it allows the modeling of failures of complex systems in addition to their repair processes. Its originality with respect to other Fault Tree extensions allows us to address repair strategy optimization problems: in an NdRFT model, the decision as to whether to start or not a given repair action is non-deterministic, so that all the possibilities are left open. The formalism is rather powerful, it allows: the specification of self-revealing events, the representation of components degradation, the choice among local repair, global repair, preventive maintenance, and the specification of the resources needed to start a repair action. The optimal repair strategy with respect to some relevant system state function, e.g. system unavailability, can then be computed by solving an optimization problem on a Markov Decision Process derived from the NdRFT. Such derivation is obtained by converting the NdRFT model into an intermediate formalism called Markov Decision Petri Net (MDPN). In the paper, the NdRFT syntax and semantics are formally described, together with the conversion rules to derive from the NdRFT the corresponding MDPN model. The application of NdRFT is illustrated through examples.
KW - Markov Decision Petri Net
KW - Markov decision process
KW - fault tree
KW - optimal repair strategy
UR - http://www.scopus.com/inward/record.url?scp=84922553343&partnerID=8YFLogxK
U2 - 10.1093/comjnl/bxt134
DO - 10.1093/comjnl/bxt134
M3 - Article
SN - 0010-4620
VL - 57
SP - 1870
EP - 1892
JO - Computer Journal
JF - Computer Journal
IS - 12
ER -