Metaheuristics for the flow shop scheduling problem with maintenance activities integrated

被引:31
作者
Branda, Antonella [1 ]
Castellano, Davide [1 ]
Guizzi, Guido [1 ]
Popolo, Valentina [1 ]
机构
[1] Univ Naples Federico II, Dipartimento Ingn Chim Materiali & Prod Ind, Ple Tecchio 80, I-80125 Naples, Italy
关键词
Scheduling; Flow shop; Preventive maintenance; Genetic algorithm; Harmony search;
D O I
10.1016/j.cie.2020.106989
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper deals with a flow shop scheduling problem in which machines are not available during the whole planning horizon and the periods of unavailability are due to random faults. Since they are subject to failures, both corrective maintenance activities and scheduled maintenance activities are performed to increase their availability. Hence, jobs and maintenance tasks are jointly considered to find the optimal schedule. The objective is to find the optimal integrated job-planned maintenance sequence that minimises the makespan and the earliness-tardiness penalty. To this aim, we propose two novel meta-heuristic algorithms obtained modifying a standard Genetic Algorithm (GA) and Harmony Search (HS). Numerical results obtained from experiments considering different problem sizes and configurations show that the proposed Harmony Search and Genetic Algorithm are efficient to approach the integrated job-maintenance scheduling problem.
引用
收藏
页数:12
相关论文
共 29 条
[1]   A new ant colony algorithm for makespan minimization in permutation flow shops [J].
Ahmadizar, Fardin .
COMPUTERS & INDUSTRIAL ENGINEERING, 2012, 63 (02) :355-361
[2]  
[Anonymous], 1989, Genetic Algorithms in Search, Optimization, and Machine Learning, DOI DOI 10.5860/CHOICE.27-0936
[3]   Joint Scheduling of Jobs and Variable Maintenance Activities in the Flowshop Sequencing Problems: Review, Classification and Opportunities [J].
Assia, Sadiqi ;
Ikram, El Abbassi ;
Abdellah, El Barkany ;
Ahmed, El Biyaali .
INTERNATIONAL JOURNAL OF ENGINEERING RESEARCH IN AFRICA, 2018, 39 :170-190
[4]   A polynomial-time approximation scheme for the two-machine flow shop scheduling problem with an availability constraint [J].
Breit, J .
COMPUTERS & OPERATIONS RESEARCH, 2006, 33 (08) :2143-2153
[5]   A hybrid dynamic harmony search algorithm for identical parallel machines scheduling [J].
Chen, Jing ;
Pan, Quan-Ke ;
Wang, Ling ;
Li, Jun-Qing .
ENGINEERING OPTIMIZATION, 2012, 44 (02) :209-224
[6]   A proactive approach to solve integrated production scheduling and maintenance planning problem in flow shops [J].
Cui, Weiwei ;
Lu, Zhiqiang ;
Li, Chen ;
Han, Xiaole .
COMPUTERS & INDUSTRIAL ENGINEERING, 2018, 115 :342-353
[7]  
De Vasconcelos J. A., 2015, 9019 LECT NOTES COMP
[8]   A tabu search algorithm for the flowshop scheduling problem with changing neighborhoods [J].
Eksioglu, Burak ;
Eksioglu, Sandra Duni ;
Jain, Pramod .
COMPUTERS & INDUSTRIAL ENGINEERING, 2008, 54 (01) :1-11
[9]  
Geem Z. W., 2002, International Journal of Modelling and Simulation, V22, P125
[10]   A new heuristic optimization algorithm: Harmony search [J].
Geem, ZW ;
Kim, JH ;
Loganathan, GV .
SIMULATION, 2001, 76 (02) :60-68