Algorithm Research & Explore
|
3033-3038

Research on flexible Job-Shop scheduling problem with AGV constraints and behavioral effects

Xu Yunqin
Ye Chunming
Cao Lei
School of Business, University of Shanghai for Science & Technology, Shanghai 200093, China

Abstract

In order to study the effect of behavioral effects on flexible Job-Shop scheduling problem with AGV, this paper constructed a mathematical model with the goal of shortest completion time considering learning effect and deterioration effect. According to the characteristics of the model, this paper adopted a coding method based on processes, machine and AGV allocation, and proposed a whale algorithm with chaotic local search strategy. The results of numerical examples verify the effectiveness and feasibility of the algorithm. The experiment compared the processing time differences between the learning effect, the deterioration effect, the learning-deterioration effect, and the absence of the effect. At the same time, this paper studied the influence of the number of processing tasks and the number of AGV on the processing time. Experiments prove that the AGV resource constraints and various effects jointly affect the unit batch completion time.

Foundation Support

国家自然科学基金资助项目(71271138)
上海理工大学科技发展项目(16KJFZ028)
上海市高原学科项目(GYXK1201)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2018.03.0243
Publish at: Application Research of Computers Printed Article, Vol. 36, 2019 No. 10
Section: Algorithm Research & Explore
Pages: 3033-3038
Serial Number: 1001-3695(2019)10-034-3033-06

Publish History

[2019-10-05] Printed Article

Cite This Article

徐云琴, 叶春明, 曹磊. 具有行为效应的含AGV柔性车间调度研究 [J]. 计算机应用研究, 2019, 36 (10): 3033-3038. (Xu Yunqin, Ye Chunming, Cao Lei. Research on flexible Job-Shop scheduling problem with AGV constraints and behavioral effects [J]. Application Research of Computers, 2019, 36 (10): 3033-3038. )

About the Journal

  • Application Research of Computers Monthly Journal
  • Journal ID ISSN 1001-3695
    CN  51-1196/TP

Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

Aiming at the urgently needed cutting-edge technology in this discipline, Application Research of Computers reflects the mainstream technology, hot technology and the latest development trend of computer application research at home and abroad in a timely manner. The main contents of the journal include high-level academic papers in this discipline, the latest scientific research results and major application results. The contents of the columns involve new theories of computer discipline, basic computer theory, algorithm theory research, algorithm design and analysis, blockchain technology, system software and software engineering technology, pattern recognition and artificial intelligence, architecture, advanced computing, parallel processing, database technology, computer network and communication technology, information security technology, computer image graphics and its latest hot application technology.

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