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

被引:18
|
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
相关论文
共 50 条
  • [41] Reliability-Centered Maintenance: Analyzing Failure in Harvest Sugarcane Machine Using Some Generalizations of the Weibull Distribution
    Ramos, Pedro L.
    Nascimento, Diego C.
    Cocolo, Camila
    Nicola, Marcio J.
    Alonso, Carlos
    Ribeiro, Luiz G.
    Ennes, Andre
    Louzada, Francisco
    MODELLING AND SIMULATION IN ENGINEERING, 2018, 2018
  • [42] A two-stage scheduling optimization model and solution algorithm for wind power and energy storage system considering uncertainty and demand response
    Tan, Zhong-fu
    Ju, Li-wei
    Li, Huan-huan
    Li, Jia-yu
    Zhang, Hui-juan
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2014, 63 : 1057 - 1069
  • [43] A two-stage stochastic programming model for lot-sizing and scheduling under uncertainty
    Hu, Zhengyang
    Hu, Guiping
    INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2016, 180 : 198 - 207
  • [44] Two-stage profit optimization model for linear scheduling problems considering cash flow
    Liu, Shu-Shun
    Wang, Chang-Jung
    CONSTRUCTION MANAGEMENT AND ECONOMICS, 2009, 27 (11) : 1023 - 1037
  • [45] Optimum Consecutive Preventive Maintenance Scheduling Model Considering Reliability
    Liu G.
    Long X.
    Tong S.
    Zhang R.
    Chen S.
    Journal of Shanghai Jiaotong University (Science), 2019, 24 (04) : 490 - 495
  • [46] Optimum Consecutive Preventive Maintenance Scheduling Model Considering Reliability
    刘葛辉
    龙翔宇
    仝硕
    张瑞
    陈绍宽
    Journal of Shanghai Jiaotong University(Science), 2019, 24 (04) : 490 - 495
  • [47] A two-stage distributionally robust optimization model for P2G-CCHP microgrid considering uncertainty and carbon emission
    Siqin, Zhuoya
    Niu, DongXiao
    Wang, Xuejie
    Zhen, Hao
    Li, MingYu
    Wang, Jingbo
    ENERGY, 2022, 260
  • [48] A two-stage integrating optimization of production scheduling, maintenance and quality
    Zheng, Jiafei
    Yang, Hongbing
    Wu, Qingsong
    Wang, Ziyang
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART B-JOURNAL OF ENGINEERING MANUFACTURE, 2020, 234 (11) : 1448 - 1459
  • [49] Mission and Reliability Driven Fleet-Level Selective Maintenance Planning and Scheduling Two-Stage Method
    Chen, Qinghua
    Wang, Pengxiang
    Yang, Lin
    Wang, Jiangshan
    Yi, Xiaojian
    APPLIED SCIENCES-BASEL, 2023, 13 (15):
  • [50] Two-Stage Robust Security Constrained Unit Commitment Considering the Spatiotemporal Correlation of Uncertainty Prediction Error
    Zhang, Zhi
    Chen, Yanbo
    Ma, Jin
    Liu, Xinyuan
    Wang, Weiru
    IEEE ACCESS, 2019, 7 : 22891 - 22901