Multi-objective fuzzy green scheduling optimization method of special vehicle body-in-white prototype shop considering equipment preventive maintenance

被引:1
|
作者
Li, Xixing [1 ,2 ]
Wu, Chenchen [1 ,2 ]
Wu, Rui [1 ,2 ]
Tang, Hongtao [3 ]
机构
[1] Hubei Univ Technol, Sch Mech Engn, Wuhan 430068, Peoples R China
[2] Hubei Univ Technol, Hubei Key Lab Modern Mfg & Qual Engn, Wuhan 430068, Peoples R China
[3] Wuhan Univ Technol, Sch Mech & Elect Engn, Wuhan, Peoples R China
基金
中国国家自然科学基金;
关键词
Fuzzy flexible job shop; Green scheduling; Equipment preventive maintenance; Laser processing; JOB-SHOP; ALGORITHM; SEARCH;
D O I
10.1016/j.jclepro.2024.142660
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Based on the advantages of non -contact, flexibility, and small heat -affected zone, laser processing technology is widely used in material removal, addition, modification and other manufacturing fields. However, the emission of large amounts of smoke during laser processing of metal materials will result in environmental pollution in the job shop. Additionally, the processing time of laser equipment becomes uncertain as the power decays with prolonged use. Therefore, this paper is mainly focus on a multi -objective flexible job shop fuzzy green scheduling problem to minimize the fuzzy makespan, fuzzy total energy consumption and fuzzy total smoke emission. To solve it, an improved multi -objective particle swarm optimization algorithm has been designed. Firstly, a preventive maintenance strategy is proposed to reduce the makespan and equipment failure frequency by considering periodic power attenuation of laser equipment. Next, different particle updating strategies are employed to enhance particles' exploration capabilities. Subsequently, five neighborhood structures are introduced to improve the performance of local search. Finally, comparison experiments are conducted with an expanded common benchmark, and a production case study in a special vehicle body -in -white prototype job shop. The results effectively demonstrate the feasibility and effectiveness of the developed model and improved multiobjective particle swarm optimization algorithm.
引用
收藏
页数:19
相关论文
共 50 条
  • [1] Green Scheduling Optimization Method of Special Vehicle Body-in-White Prototype Shops Considering Equipment Preventive Maintenance
    Li X.
    Zhou W.
    Tang H.
    Wu R.
    Zhongguo Jixie Gongcheng/China Mechanical Engineering, 2023, 34 (15): : 1832 - 1847
  • [2] Multi-objective open shop scheduling by considering human error and preventive maintenance
    Sheikhalishahi, M.
    Eskandari, N.
    Mashayekhi, A.
    Azadeh, A.
    APPLIED MATHEMATICAL MODELLING, 2019, 67 : 573 - 587
  • [3] Multi-objective group scheduling optimization integrated with preventive maintenance
    Liao, Wenzhu
    Zhang, Xiufang
    Jiang, Min
    ENGINEERING OPTIMIZATION, 2017, 49 (11) : 1890 - 1904
  • [4] Multi-objective Integrated Optimization Problem of Preventive Maintenance Planning and Flexible Job-Shop Scheduling
    Jing, Zha
    Hua, Jin
    Yi, Zhu
    PROCEEDINGS OF THE 23RD INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT 2016: THEORY AND APPLICATION OF INDUSTRIAL ENGINEERING, 2017, : 137 - 141
  • [5] Multi-objective optimization method of remanufacturing reprocessing shop scheduling with fuzzy processing time
    Guo J.
    Zhong J.-C.
    Du B.-G.
    Wu R.
    Li Y.-B.
    Kongzhi yu Juece/Control and Decision, 2020, 35 (06): : 1497 - 1504
  • [6] Production scheduling and preventive maintenance integration based on multi-objective optimization
    Cui, Wei-Wei
    Lu, Zhi-Qiang
    Pan, Er-Shun
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2014, 20 (06): : 1398 - 1404
  • [7] Application of Multi-objective Genetic Algorithm to Body-in-White Dynamic Performance Optimization
    Wang Y.
    Chen W.
    Xie Y.
    Deng S.
    Chen, Wuwei (hfgdcjs@126.com), 1600, SAE-China (39): : 1298 - 1304
  • [8] Multi-objective Fuzzy Job-shop of Pharmaceutical Enterprise Scheduling Considering Uncertain and Multi-objective Features
    Zhong, Zufeng
    Yang, Hongyan
    Ye, Caihong
    Yang, Man
    EKOLOJI, 2019, 28 (107): : 2301 - 2311
  • [9] Promoting Green and Sustainability: A Multi-Objective Optimization Method for the Job-Shop Scheduling Problem
    Liao, Wenzhu
    Wang, Tong
    SUSTAINABILITY, 2018, 10 (11)
  • [10] Multi-objective optimization of generation maintenance scheduling considering demand response
    考虑需求响应的多目标机组检修调度优化
    1600, Power System Protection and Control Press (48): : 110 - 118