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Author:

Yan, Jun (Yan, Jun.) | Liu, Zhifeng (Liu, Zhifeng.) (Scholars:刘志峰) | Zhang, Caixia (Zhang, Caixia.) | Zhang, Tao (Zhang, Tao.) (Scholars:张涛) | Zhang, Yueze (Zhang, Yueze.) | Yang, Congbin (Yang, Congbin.) (Scholars:杨聪彬)

Indexed by:

EI Scopus SCIE

Abstract:

Flexible job shop scheduling is one of the most effective methods for solving multiple varieties and small batch production problems in discrete manufacturing enterprises. However, limitations of actual transportation conditions in the flexible job shop scheduling problem (FJSP) are neglected, which limits its application in actual production. In this paper, the constraint influence imposed by finite transportation conditions in the FJSP is addressed. The coupling relationship between transportation and processing stages is analyzed, and a finite transportation conditions model is established. Then, a three-layer encoding with redundancy and decoding with correction is designed to improve the genetic algorithm and solve the FJSP model. Furthermore, an entityJavaScript Object Notation (JSON) method is proposed for transmission between scheduling services and Digital Twin (DT) virtual equipment to apply the scheduling results to the DT system. The results confirm that the proposed finite transportation conditions have a significant impact on scheduling under different scales of scheduling problems and transportation times.

Keyword:

Flexible job shop scheduling Genetic algorithm Finite transportation condition Digital Twin Transportation time

Author Community:

  • [ 1 ] [Yan, Jun]Beijing Univ Technol, Inst Adv Mfg & Intelligent Technol, Fac Mat & Mfg, Beijing 100124, Peoples R China
  • [ 2 ] [Zhang, Caixia]Beijing Univ Technol, Inst Adv Mfg & Intelligent Technol, Fac Mat & Mfg, Beijing 100124, Peoples R China
  • [ 3 ] [Zhang, Yueze]Beijing Univ Technol, Inst Adv Mfg & Intelligent Technol, Fac Mat & Mfg, Beijing 100124, Peoples R China
  • [ 4 ] [Yang, Congbin]Beijing Univ Technol, Inst Adv Mfg & Intelligent Technol, Fac Mat & Mfg, Beijing 100124, Peoples R China
  • [ 5 ] [Liu, Zhifeng]Jilin Univ, Sch Mech & Aerosp Engn, Key Lab CNC Equipment Reliabil, Minist Educ, Jilin 130012, Jilin, Peoples R China
  • [ 6 ] [Yan, Jun]Beijing Univ Technol, Mech Ind Key Lab Heavy Machine Tool Digital Desig, Beijing 100124, Peoples R China
  • [ 7 ] [Liu, Zhifeng]Beijing Univ Technol, Mech Ind Key Lab Heavy Machine Tool Digital Desig, Beijing 100124, Peoples R China
  • [ 8 ] [Zhang, Tao]Beijing Univ Technol, Mech Ind Key Lab Heavy Machine Tool Digital Desig, Beijing 100124, Peoples R China
  • [ 9 ] [Yang, Congbin]Beijing Univ Technol, Mech Ind Key Lab Heavy Machine Tool Digital Desig, Beijing 100124, Peoples R China

Reprint Author's Address:

  • 杨聪彬

    [Yang, Congbin]Beijing Univ Technol, Inst Adv Mfg & Intelligent Technol, Fac Mat & Mfg, Beijing 100124, Peoples R China;;[Yang, Congbin]Beijing Univ Technol, Mech Ind Key Lab Heavy Machine Tool Digital Desig, Beijing 100124, Peoples R China

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Source :

ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING

ISSN: 0736-5845

Year: 2021

Volume: 72

1 0 . 4 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:87

JCR Journal Grade:1

Cited Count:

WoS CC Cited Count: 74

SCOPUS Cited Count: 91

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 8

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