Title :
A Hyperheuristic Approach for Intercell Scheduling With Single Processing Machines and Batch Processing Machines
Author :
Dongni Li ; Miao Li ; Xianwen Meng ; Yunna Tian
Author_Institution :
Sch. of Comput. Sci., Beijing Inst. of Technol., Beijing, China
Abstract :
Intercell transfers in cellular manufacturing systems disrupt the philosophy of creating independent cells, but are essential for enterprises to reduce production costs. The problem of intercell scheduling with single processing machines and batch processing machines is considered in this paper, which involves an assignment subproblem, a sequencing subproblem, and a batch formation subproblem. An ant colony optimization (ACO)-based hyperheuristic (ABH) is developed in this paper, searching assignment rules for parts, sequencing rules for single processing machines, and batch formation rules for batch processing machines, simultaneously, and then using the obtained combinatorial rules to generate scheduling solutions. Computational results show that ABH is an effective and significantly efficient approach to provide near-optimum solutions even when CPLEX shows poor performance, and as compared to genetic algorithm that is widely used in hyperheuristics, ABH has better performance with respect to the problem addressed in this paper.
Keywords :
ant colony optimisation; cellular manufacturing; cost reduction; genetic algorithms; scheduling; ABH; ACO-based hyperheuristic; ant colony optimization; assignment subproblem; batch formation rules; batch formation subproblem; batch processing machines; cellular manufacturing systems; combinatorial rules; genetic algorithm; hyperheuristic approach; intercell scheduling problem; production cost reduction; searching assignment rules; sequencing rules; sequencing subproblem; single processing machines; Batch production systems; Heat treatment; Job shop scheduling; Machining; Sequential analysis; Management decision-making; manufacturing scheduling; optimization methods; production management;
Journal_Title :
Systems, Man, and Cybernetics: Systems, IEEE Transactions on
DOI :
10.1109/TSMC.2014.2332443