Local Search for Integrated Predictive Maintenance and Scheduling in Flow-Shop

被引:0
|
作者
Ecoretti, Andrea [1 ]
Ceschia, Sara [1 ]
Schaerf, Andrea [1 ]
机构
[1] Univ Udine, DPIA, Via Sci 206, I-33100 Udine, Italy
来源
METAHEURISTICS, MIC 2022 | 2023年 / 13838卷
关键词
Predictive maintenance; Local search; Flow-shop; Scheduling; FUZZY-LOGIC; OPTIMIZATION; JOBS; ALGORITHM; HYBRID;
D O I
10.1007/978-3-031-26504-4_19
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We address the Permutation Flow-Shop Scheduling Problem with Predictive Maintenance presented by Varnier and Zerhouni (2012), that consists in finding the integrated schedule for production and maintenance tasks such that the total production time and the advance of maintenance services are minimized. Predictive maintenance services are scheduled based on a prognostics system that is able to provide the remaining useful life of a machine. To solve this problem, we propose a local search method with neighborhoods specifically tailored for maintenance interventions. Computational experiments performed on generated benchmarks demonstrate the effectiveness and scalability of our method with respect to an exact technique based on the mathematical model proposed by Varnier and Zerhouni (2012).
引用
收藏
页码:260 / 273
页数:14
相关论文
共 50 条
  • [1] A Heuristic Search Algorithm for Flow-Shop Scheduling
    Fan, Joshua Poh-Onn
    Winley, Graham K.
    [J]. INFORMATICA-JOURNAL OF COMPUTING AND INFORMATICS, 2008, 32 (04): : 453 - 464
  • [2] DISCRETE HARMONY SEARCH FOR FLOW-SHOP SCHEDULING
    Wu, Jian
    Zhou, Hong
    [J]. ICIM2012: PROCEEDINGS OF THE ELEVENTH INTERNATIONAL CONFERENCE ON INDUSTRIAL MANAGEMENT, 2012, : 125 - 128
  • [3] LOCAL SEARCH ALGORITHMS FOR FLOW-SHOP SCHEDULING WITH FUZZY DUE-DATES
    ISHIBUCHI, H
    YAMAMOTO, N
    MISAKI, S
    TANAKA, H
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 1994, 33 (1-3) : 53 - 66
  • [4] A Local Search Heuristic with Self-tuning Parameter for Permutation Flow-Shop Scheduling Problem
    Dengiz, Berna
    Alabas-Uslu, Cigdem
    Sabuncuoglu, Ihsan
    [J]. 2009 IEEE SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE IN SCHEDULING: (CI-SCHED), 2009, : 62 - +
  • [5] A Machine-Learning-Assisted Simulation Approach for Incorporating Predictive Maintenance in Dynamic Flow-Shop Scheduling
    Azab, Eman
    Nafea, Mohamed
    Shihata, Lamia A.
    Mashaly, Maggie
    [J]. APPLIED SCIENCES-BASEL, 2021, 11 (24):
  • [6] Solving permutation flow-shop scheduling problem by rhinoceros search algorithm
    Deb, Suash
    Tian, Zhonghuan
    Fong, Simon
    Tang, Rui
    Wong, Raymond
    Dey, Nilanjan
    [J]. SOFT COMPUTING, 2018, 22 (18) : 6025 - 6034
  • [7] Solving permutation flow-shop scheduling problem by rhinoceros search algorithm
    Suash Deb
    Zhonghuan Tian
    Simon Fong
    Rui Tang
    Raymond Wong
    Nilanjan Dey
    [J]. Soft Computing, 2018, 22 : 6025 - 6034
  • [8] A hybrid backtracking search algorithm for permutation flow-shop scheduling problem
    Lin, Qun
    Gao, Liang
    Li, Xinyu
    Zhang, Chunjiang
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 2015, 85 : 437 - 446
  • [9] Proportionate flow-shop scheduling with rejection
    Shabtay, Dvir
    Oron, Daniel
    [J]. JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2016, 67 (05) : 752 - 769
  • [10] A note on heuristics of flow-shop scheduling
    Lai, TC
    [J]. OPERATIONS RESEARCH, 1996, 44 (04) : 648 - 652