An energy-efficient permutation flowshop scheduling problem

被引:39
|
作者
Oztop, Hande [1 ]
Tasgetiren, M. Fatih [2 ]
Eliiyi, Deniz Tursel [3 ]
Pan, Quan-Ke [4 ,5 ]
Kandiller, Levent [1 ]
机构
[1] Yasar Univ, Dept Ind Engn, TR-35100 Izmir, Turkey
[2] Qatar Univ, Mech & Ind Engn Dept, Doha, Qatar
[3] Izmir Bakircay Univ, Dept Ind Engn, TR-35665 Izmir, Turkey
[4] Shanghai Univ, Sch Mechatron Engn & Automat, Shanghai 200072, Peoples R China
[5] Liaocheng Univ, Coll Comp Sci, Liaocheng, Shandong, Peoples R China
基金
中国国家自然科学基金;
关键词
Permutation flowshop scheduling problem; Multi-objective optimization; Energy-efficient scheduling; Heuristic algorithms; TOTAL WEIGHTED TARDINESS; ITERATED GREEDY ALGORITHM; DEPENDENT SETUP TIMES; SINGLE-MACHINE; POWER-CONSUMPTION; MEMETIC ALGORITHM; LOCAL SEARCH; JOB-SHOP; MAKESPAN; HEURISTICS;
D O I
10.1016/j.eswa.2020.113279
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The permutation flowshop scheduling problem (PFSP) has been extensively explored in scheduling literature because it has many real-world industrial implementations. In some studies, multiple objectives related to production efficiency have been considered simultaneously. However, studies that consider energy consumption and environmental impacts are very rare in a multi-objective setting. In this work, we studied two contradictory objectives, namely, total flowtime and total energy consumption (TEC) in a green permutation flowshop environment, in which the machines can be operated at varying speed levels corresponding to different energy consumption values. A bi-objective mixed-integer programming model formulation was developed for the problem using a speed-scaling framework. To address the conflicting objectives of minimizing TEC and total flowtime, the augmented epsilon-constraint approach was employed to obtain Pareto-optimal solutions. We obtained near approximations for the Pareto-optimal frontiers of small-scale problems using a very small epsilon level. Furthermore, the mathematical model was run with a time limit to find sets of non-dominated solutions for large instances. As the problem was NP-hard, two effective multi-objective iterated greedy algorithms and a multi-objective variable block insertion heuristic were also proposed for the problem as well as a novel construction heuristic for initial solution generation. The performance of the developed heuristic algorithms was assessed on well-known benchmark problems in terms of various quality measures. Initially, the performance of the algorithms was evaluated on small-scale instances using Pareto-optimal solutions. Then, it was shown that the developed algorithms are tremendously effective for solving large instances in comparison to time-limited model. (C) 2020 Elsevier Ltd. All rights reserved.
引用
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页数:16
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