A novel MILP model for job shop scheduling problem with mobile robots

计算机科学 作业车间调度 数学优化 调度(生产过程) 机器人 工作车间 数学证明 整数规划 分布式计算 水准点(测量) 流水车间调度 人工智能 数学 算法 布线(电子设计自动化) 嵌入式系统 几何学 地理 大地测量学
作者
Youjie Yao,Qi-Hao Liu,Xinyu Li,Liang Gao
出处
期刊:Robotics and Computer-integrated Manufacturing [Elsevier BV]
卷期号:81: 102506-102506 被引量:19
标识
DOI:10.1016/j.rcim.2022.102506
摘要

The mobile robot is the essential equipment for automated logistics in the intelligent workshop, but the literature on shop scheduling rarely considers transport resources. This paper studies the integrated scheduling of machines and mobile robots, which can facilitate the efficiency of production systems. For the job shop scheduling problem with mobile robots (JSPMR), the existing mathematical models are too complex to obtain the optimal solution in an efficient time. Therefore, a novel mixed integer linear programming (MILP) model is proposed to minimize the makespan. Firstly, in view of the property of the problem, a disjunctive graph model is modified to describe the relationship between transport and processing tasks. Secondly, a more accurate and simplified MILP is proposed based on the modified disjunctive graph model. Two related proofs are given to prove the proposed model satisfies all special situations. Thirdly, the proposed MILP is tested on the well-known benchmark, including 82 instances. The proposed model is the first MILP model to obtain optimal solutions for all instances. Finally, 40 larger-scale instances are presented based on a real-world engineering case and used to validate the performance of models further. The comparison results verify the effectiveness and superior computational performance of the proposed model.
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