A multi-stage optimization algorithm for standardization of maintenance plans

被引:1
作者
Gilabert, Eduardo [1 ]
Konde, Egoitz [1 ]
Sierra, Basilio [2 ]
Arnaiz, Aitor [1 ]
机构
[1] IK4 TEKNIKER, Eibar 20600, Gipuzkoa, Spain
[2] Univ Basque Country, UPV EHU, Dept Comp Sci & Artificial Intelligence, Leioa, Spain
关键词
Preventive maintenance; optimization algorithms; planning;
D O I
10.1016/j.ifacol.2018.08.371
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The main objective of maintenance is to increase equipment lifetime while keeping the efficiency and reliability of the systems in operation. However, the definition of the preventive maintenance tasks is not an easy problem to solve, since in many cases tasks performed on assets can be redundant, not required and it is then difficult to define cost-effective maintenance plans. Therefore, a more accurate definition of plans is needed to reduce maintenance costs, where different optimization algorithms can be used. Taking a single one-stage approach could serve to find an optimal solution depending of the use case, but a unique algorithm does not find reliable results in a generic way. This paper presents an algorithm to solve this combinatorial optimization problem, using a multi-stage approach with 4 different algorithms. The experimentation shows that this novel approach obtains better results than the use of the individual optimization algorithms. (C) 2018, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. All rights reserved.
引用
收藏
页码:520 / 524
页数:5
相关论文
共 50 条
[21]   Extended great deluge algorithm for the imperfect preventive maintenance optimization of multi-state systems [J].
Nahas, Nabil ;
Khatab, Abdelhakim ;
Ait-Kadi, Daoud ;
Nourelfath, Mustapha .
RELIABILITY ENGINEERING & SYSTEM SAFETY, 2008, 93 (11) :1658-1672
[22]   Backward Planning for a Multi-Stage Steerable Needle Lung Robot [J].
Hoelscher, Janine ;
Fu, Mengyu ;
Fried, Inbar ;
Emerson, Maxwell ;
Ertop, Tayfun Efe ;
Rox, Margaret ;
Kuntz, Alan ;
Akulian, Jason A. ;
Webster, Robert J., III ;
Alterovitz, Ron .
IEEE ROBOTICS AND AUTOMATION LETTERS, 2021, 6 (02) :3987-3994
[23]   Heuristic Approach to Planning Complex Multi-Stage Production Systems [J].
Pospelov, Kapiton N. ;
Vatamaniuk, Irina V. ;
Lundaeva, Karina A. ;
Gintciak, Aleksei M. .
INTERNATIONAL JOURNAL OF TECHNOLOGY, 2023, 14 (08) :1790-1799
[24]   A novel model for the integrated planning of part quality inspection and preventive maintenance in a linear-deteriorating serial multi-stage manufacturing system [J].
Rezaei-Malek, M. ;
Tavakkoli-Moghaddam, R. ;
Siadat, A. ;
Dantan, J. -Y. .
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2018, 96 (9-12) :3633-3650
[25]   A novel model for the integrated planning of part quality inspection and preventive maintenance in a linear-deteriorating serial multi-stage manufacturing system [J].
M. Rezaei-Malek ;
R. Tavakkoli-Moghaddam ;
A. Siadat ;
J.-Y. Dantan .
The International Journal of Advanced Manufacturing Technology, 2018, 96 :3633-3650
[26]   Multi-Stage Provincial Power Expansion Planning and Multi-Market Trading Equilibrium [J].
Pan, Guangsheng ;
Gu, Zhongfan ;
Sun, Yuanyuan ;
Sun, Kaiqi ;
Gu, Wei .
JOURNAL OF MODERN POWER SYSTEMS AND CLEAN ENERGY, 2024, 12 (05) :1652-1665
[27]   Elastic Maintenance Cycle Model of System Based on Multi-objective Particle Swarm Optimization Algorithm [J].
Zhang, Zhi-xia ;
Li, Hui .
PROCEEDINGS OF THE 2016 5TH INTERNATIONAL CONFERENCE ON ADVANCED MATERIALS AND COMPUTER SCIENCE, 2016, 80 :396-399
[28]   Joint Optimization of Production-maintenance Plans Based on Optimal Production Rates [J].
Schutz, J. .
2014 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT (IEEM), 2014, :933-937
[29]   Operational Valuation of Energy Storage under Multi-stage Price Uncertainties [J].
Xu, Bolun ;
Korpas, Magnus ;
Botterud, Audun .
2020 59TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2020, :55-60
[30]   Flow shop scheduling optimization algorithm with periodical maintenance [J].
Zhang, Si-Yuan ;
Lu, Zhi-Qiang ;
Cui, Wei-Wei .
Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2014, 20 (06) :1379-1387