Reliability-Centered Maintenance Scheduling Considering Failure Rates Uncertainty: A Two-Stage Robust Model

被引:23
|
作者
Alizadeh, Ali [1 ,2 ]
Fereidunian, Alireza [3 ]
Moghimi, Mojtaba [4 ,5 ]
Lesani, Hamid [2 ]
机构
[1] Laval Univ, Coll Sci & Technol, Dept ECE, Quebec City, PQ, Canada
[2] Univ Tehran, Coll Engn, Sch ECE, Tehran 113654563, Iran
[3] KN Toosi Univ Technol, Fac EE, Energy Smart Grid Lab, Tehran, Iran
[4] Griffith Univ, Sch Engn, Brisbane, Qld 4111, Australia
[5] Australian Energy Market Operator AEMO, Brisbane, Qld 4111, Australia
关键词
Maintenance engineering; Uncertainty; Power system reliability; Reliability; Stochastic processes; Mathematical model; Load modeling; Reliability-centered maintenance; failure rate uncertainty; robust optimization; RESILIENCE ENHANCEMENT; SYSTEM; OPTIMIZATION;
D O I
10.1109/TPWRD.2021.3101458
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Reliability-centered maintenance (RCM) as a subset of the reliability assessment problems, is a powerful tool for enhancing reliability, and subsequently achieving the customers' higher satisfaction. However, deterministic RCM models could scarcely guarantee global optimality and feasibility of their solutions with real-world uncertain failure rates. In this paper, a robust model is proposed to consider the impact of failure rate uncertainty in the RCM scheduling problem, followed by a two-stage robust model development. The two-stage robust model is solved using Benders decomposition (BD) and outer approximation (OA) algorithms. The proposed model and solution method are applied to both educational RBTS2 system and real-size Finnish Distribution System, followed by demonstration of a higher financial and reliability performance, compared to that of the deterministic model. Sensitivities of the costs, available budget, uncertainty interval and computational time are analyzed and discussed, to conclude the paper.
引用
收藏
页码:1941 / 1951
页数:11
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