Digital-Twin-Based Job Shop Scheduling Toward Smart Manufacturing

被引:187
|
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
相关论文
共 50 条
  • [41] Constructing Digital Twin for Smart Manufacturing
    Qin, Hao
    Wang, Hongwei
    Zhang, Yu
    Lin, Libin
    PROCEEDINGS OF THE 2021 IEEE 24TH INTERNATIONAL CONFERENCE ON COMPUTER SUPPORTED COOPERATIVE WORK IN DESIGN (CSCWD), 2021, : 638 - 642
  • [42] Digital Twin Based SUDIHA Architecture to Smart Shopfloor Scheduling
    Khadiri, Hassan
    Sekkat, Souhail
    Herrou, Brahim
    JOURNAL OF MANUFACTURING AND MATERIALS PROCESSING, 2023, 7 (03):
  • [43] A basic study on cost-based scheduling in job shop for agile manufacturing
    Fujii, S
    Kaihara, T
    Sashio, K
    Sugimori, M
    7TH WORLD MULTICONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL XIII, PROCEEDINGS: SYSTEMICS, CYBERNETICS AND INFORMATICS: TECHNOLOGIES AND APPLICATIONS, 2003, : 255 - 260
  • [44] Scheduling of an assembly job shop: A case study based on hydraulic manufacturing industry
    Paul, Midhun
    Sridharan, R.
    Ramanan, T. Radha
    MATERIALS TODAY-PROCEEDINGS, 2021, 47 : 4988 - 4992
  • [45] TOWARD EXPERT SIMULATION SYSTEMS IN JOB SHOP SCHEDULING
    MEJTSKY, GJ
    AFIPS CONFERENCE PROCEEDINGS, 1986, 55 : 143 - &
  • [46] MANUFACTURING CAPACITY EVALUATION OF SMART JOB-SHOP BASED ON NEURAL NETWORK
    Wang, M.
    INTERNATIONAL JOURNAL OF SIMULATION MODELLING, 2021, 20 (04) : 778 - 789
  • [47] Defining a Digital Twin-based Cyber-Physical Production System for autonomous manufacturing in smart shop floors
    Ding, Kai
    Chan, Felix T. S.
    Zhang, Xudong
    Zhou, Guanghui
    Zhang, Fuqiang
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2019, 57 (20) : 6315 - 6334
  • [48] Collaborative Scheduling of Production and Transportation in the Shop-Floor Based on Digital Twin
    Xiong, Xiaozheng
    Xu, Wenjun
    Liu, Jiayi
    Hu, Yang
    2022 IEEE 17TH CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA), 2022, : 620 - 626
  • [49] Development of a multidimensional conceptual model for job shop smart manufacturing scheduling from the Industry 4.0 perspective
    Serrano-Ruiz, Julio C.
    Mula, Josefa
    Poler, Raul
    JOURNAL OF MANUFACTURING SYSTEMS, 2022, 63 : 185 - 202
  • [50] Edge computing-based real-time scheduling for digital twin flexible job shop with variable time window
    Wang, Jin
    Liu, Yang
    Ren, Shan
    Wang, Chuang
    Ma, Shuaiyin
    ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING, 2023, 79