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作者:

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

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SCIE

摘要:

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.

关键词:

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

作者机构:

  • [ 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

通讯作者信息:

  • [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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来源 :

ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING

ISSN: 0736-5845

年份: 2021

卷: 72

1 0 . 4 0 0

JCR@2022

ESI学科: ENGINEERING;

ESI高被引阀值:9

被引次数:

WoS核心集被引频次: 34

SCOPUS被引频次: 65

ESI高被引论文在榜: 0 展开所有

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