Intelligent optimization under blocking constraints: A novel iterated greedy algorithm for the hybrid flow shop group scheduling problem

被引:36
|
作者
Qin, Haoxiang [1 ]
Han, Yuyan [1 ]
Wang, Yuting [1 ]
Liu, Yiping [2 ]
Li, Junqing [1 ,3 ]
Pan, Quanke [4 ]
机构
[1] Liaocheng Univ, Sch Comp Sci, Liaocheng 252059, Peoples R China
[2] Hunan Univ, Coll Comp Sci & Elect Engn, Changsha 410082, Peoples R China
[3] Shandong Normal Univ, Sch Comp Sci, Jinan 250014, Peoples R China
[4] Shanghai Univ, Sch Mechatron Engn & Automat, Shanghai 200072, Peoples R China
基金
中国国家自然科学基金;
关键词
Blocking; Iterated greedy algorithm; Makespan; Hybrid flow shop group scheduling problem; Neighborhood probabilistic selection strategies; SEQUENCE-DEPENDENT SETUP; MAKESPAN; FLOWSHOPS; MACHINE; CELLS;
D O I
10.1016/j.knosys.2022.109962
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper introduces a new flow shop combinatorial optimization problem, called the blocking hybrid flow shop group scheduling problem (BHFGSP). In the problem, no buffers exist between any adjacent machines, and a set of jobs with different sequence-dependent setup times needs to be scheduled and processed at organized manufacturing cells. We verify the correctness of the mathematical model of BHFGSP by using CPLEX. In this paper, we proposed a novel iterated greedy algorithm to solve the problem. The proposed algorithm has two key techniques. One is the decoding procedure that calculates the makespan of a job sequence, and the other is the neighborhood probabilistic selection strategies with families and blocking-based jobs. The performance of the proposed algorithm is investigated through a large number of numerical experiments. Comprehensive results show that the proposed algorithm is effective in solving BHFGSP. (c) 2022 Elsevier B.V. All rights reserved.
引用
收藏
页数:24
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