An ACO-based intercell scheduling approach for job shop cells with multiple single processing machines and one batch processing machine

被引:33
|
作者
Li, Dongni [1 ]
Meng, Xianwen [1 ]
Li, Miao [1 ]
Tian, Yunna [1 ]
机构
[1] Beijing Inst Technol, Sch Comp Sci, Beijing Key Lab Intelligent Informat Technol, Beijing 100081, Peoples R China
关键词
Cellular manufacturing systems; Batch-processing machine; Single processing machine; Intercell scheduling; Ant colony optimization; ANT COLONY OPTIMIZATION; MANUFACTURING CELL; MAKESPAN; ALGORITHM; MOVES;
D O I
10.1007/s10845-013-0859-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Intercell transfers are inevitable for the manufacturing of complicated products, which disrupts the philosophy of cellular manufacturing and leads new challenges to the field of production scheduling. The issue of intercell scheduling is analyzed in the context of a cellular manufacturing system consisting of multiple single-processing machines and one batch-processing machine, which is derived from the actual manufacturing of complicated assemblies in the equipment manufacturing industry. Since the two types of machines are different from, even contrary to, each other in some constraint conditions, a combinational ant colony optimization (CACO) approach is developed in this paper, which designs two structures for the single-processing machines and the batch-processing machine, respectively. By updating pheromone trails integratedly and scheduling the single-processing operations and the batch-processing operations simultaneously, cooperative optimization for the two types of machines is achieved in the CACO. Minimizing the maximum completion time is taken as the scheduling objectives. Computational results show that the CACO has significant advantages comparing with other approaches and the CPLEX, and is especially suitable for the large dimension problems.
引用
收藏
页码:283 / 296
页数:14
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