Digital-Twin-Based Job Shop Scheduling Toward Smart Manufacturing

被引:190
|
作者
Fang, Yilin [1 ]
Peng, Chao [1 ]
Lou, Ping [1 ]
Zhou, Zude [1 ]
Hu, Jianmin [1 ]
Yan, Junwei [1 ]
机构
[1] Wuhan Univ Technol, Sch Informat Engn, Wuhan 430070, Hubei, Peoples R China
关键词
Digital twin (DT); dynamic interactive scheduling strategy; job shop scheduling; parameter updating method; GENETIC ALGORITHM; INDUSTRY; 4.0; TABU SEARCH; BIG DATA; SYSTEMS;
D O I
10.1109/TII.2019.2938572
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Job shop scheduling always plays an important role in the manufacturing process and is one of the decisive factors influencing manufacturing efficiency. In the actual process of production scheduling, there exist some uncertain events, information asymmetry, and abnormal disturbance, which would cause the execution deviation and affect the efficiency and quality of scheduling execution. Traditional scheduling methods are not sufficient to solve the challenges well. Due to the rise of digital twin, which has the characters of virtual reality interaction, real-time mapping, and symbiotic evolution, a new job shop scheduling method based on digital twin is proposed to reduce the scheduling deviation. In this article, the architecture and working principle of the new job shop scheduling mode are introduced. Then, scheduling resource parameter updating methods and dynamic interactive scheduling strategies are proposed to achieve real-time and precise scheduling. Finally, a prototype system is designed to verify the validity of this new job shop scheduling mode.
引用
收藏
页码:6425 / 6435
页数:11
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