A meta-heuristic to solve the just-in-time job-shop scheduling problem

拖延 作业车间调度 数学优化 计算机科学 调度(生产过程) 序列(生物学) 流水车间调度 水准点(测量) 启发式 元启发式 地铁列车时刻表 工作车间 可变邻域搜索 运筹学 数学 生物 操作系统 遗传学 地理 大地测量学
作者
Mohammad Mahdi Ahmadian,Amir Salehipour,T.C.E. Cheng
出处
期刊:European Journal of Operational Research [Elsevier BV]
卷期号:288 (1): 14-29 被引量:77
标识
DOI:10.1016/j.ejor.2020.04.017
摘要

Just-in-time job-shop scheduling (JIT-JSS) is a variant of the job-shop scheduling problem, in which each operation has a distinct due-date and any deviation of the operation completion time from its due-date incurs an earliness or tardiness penalty. We develop a variable neighbourhood search (VNS) algorithm to solve JIT-JSS. The algorithm operates by decomposing JIT-JSS into smaller problems, obtaining optimal or near-optimal sequences of performing the operations for those smaller problems, and generating a schedule, i.e., determining the completion time of the operations, for JIT-JSS. The algorithm uses several neighbourhood structures, including the new relaxation neighbourhoods developed in this study, to obtain a quality sequence. The relaxation neighbourhoods partially destruct (relax) the sequence and then re-construct (sequence) certain operations. Differing from the classical neighbourhoods, in which manipulations are performed either randomly or myopically, the moves in the new neighbourhoods are made with reference to other operations, so their impacts on the whole sequence are well considered. By solving a set of 72 benchmark instances, ranging from 10 to 20 jobs and 20 to 200 operations, and comparing the outcomes of the proposed algorithm with the state-of-the-art solution methods in the literature, we obtain new best solutions for nearly 57% of the instances, including new best solutions for 80% of the instances with 20 jobs. The computational results demonstrate the efficacy of the proposed VNS algorithm.
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