Optimization of the Preventive Maintenance for a Multi-component System Using Genetic Algorithm

被引:1
|
作者
Dahia, Zakaria [1 ]
Bellaouar, Ahmed [1 ]
Billel, Soulmana [1 ]
机构
[1] Univ Constantine 1, LITE Lab, Constantine, Algeria
关键词
Preventive maintenance; Cost; Multi-components system; Optimization; Genetic algorithm; Preventive maintenance plan; AVAILABILITY; MODELS;
D O I
10.1007/978-3-030-04789-4_34
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The main goal of the manufacturers is to efficiently exploit their technological systems to improve their agility and productivity by using all available resources optimally in minimum time. For this, it is necessary to develop effective maintenance strategies to ensure the continuity of production and machine availability while minimizing the overall cost. Our work describes a policy adopted for the determination of the minimum cost of preventive maintenance of a multi-component system with respect to an availability constraint. For this, we have proposed a model that examines the situation of maintenance decision in which three actions, a minimal repair, a periodic overhaul and a complete renewal, the improvement of the system due to the maintenance action of a revision differs of the virtual age approach by considering a direct reduction of the failure rate. The genetic algorithm (GA) was used as a technique to optimize the cost function with respect to an availability constraint, i.e. to determine the optimum couples of periodicity of the preventive maintenance and the revision number. The results obtained considerably improved the preventive maintenance plan.
引用
收藏
页码:313 / 320
页数:8
相关论文
共 50 条
  • [21] A Genetic Algorithm for Multi-component Optimization Problems: The Case of the Travelling Thief Problem
    Vieira, Daniel K. S.
    Soares, Gustavo L.
    Vasconcelos, Joao A.
    Mendes, Marcus H. S.
    EVOLUTIONARY COMPUTATION IN COMBINATORIAL OPTIMIZATION (EVOCOP 2017), 2017, 10197 : 18 - 29
  • [22] A study of availability-centered preventive maintenance for multi-component systems
    Tsai, YT
    Wang, KS
    Tsai, LC
    RELIABILITY ENGINEERING & SYSTEM SAFETY, 2004, 84 (03) : 261 - 270
  • [23] Preventive maintenance strategy for multi-component systems in dynamic risk assessment
    Zhang, Chengjie
    Fang, Zhigeng
    Dong, Wenjie
    RELIABILITY ENGINEERING & SYSTEM SAFETY, 2025, 254
  • [24] Optimal preventive maintenance of multi-component systems under random inspection
    Ashrafi, Somayeh
    Asadi, Majid
    RELIABILITY ENGINEERING & SYSTEM SAFETY, 2025, 275
  • [25] A value-based preventive maintenance policy for multi-component system with continuously degrading components
    Liu, Bin
    Xu, Zhengguo
    Xie, Min
    Kuo, Way
    RELIABILITY ENGINEERING & SYSTEM SAFETY, 2014, 132 : 83 - 89
  • [26] Preventive Maintenance Optimization and Comparison of Genetic Algorithm Models in a Series-Parallel Multi-State System
    Maatouk, Imane
    Jarkass, Iman
    Chatelet, Eric
    Chebbo, Nazir
    JOURNAL OF INTELLIGENT SYSTEMS, 2019, 28 (02) : 219 - 230
  • [28] Maintenance Policy for Multi-Component System with Fuzzy Lifetimes
    赵瑞清
    高金伍
    Tsinghua Science and Technology, 2003, (01) : 49 - 54
  • [29] Multi-component system maintenance optimization of a rail transit train based on opportunistic correlations
    Jisheng Dai
    Rongjun Ding
    Yong Fu
    Yong Qin
    Transportation Safety and Environment, 2023, 5 (04) : 178 - 187
  • [30] Multi-component system maintenance optimisation and masked data
    Misaii, Hasan
    Haghighi, Firoozeh
    Fouladirad, Mitra
    2022 10TH INTERNATIONAL CONFERENCE ON SYSTEMS AND CONTROL (ICSC), 2022, : 85 - 89