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Inspection Allocation Optimization with Resource Constraints Based on Modified NSGA-II in Flexible Manufacturing Systems

  • Yingchao You
  • , Guijiang Duan*
  • , Rui Liu
  • , Taotao Liu
  • , Mingcong Huang
  • *此作品的通讯作者
  • Beihang University
  • China Aviation Industry Corporation

科研成果: 期刊稿件文章同行评审

摘要

With the development of smart manufacturing, quality has become an indispensable issue in the manufacturing process. Although there is increasing publication about inspection allocation problems, inspection allocation optimization research considering resource capability is scarce. This paper focuses on the inspection allocation problem with resource constraints in the flexible manufacturing system. Combined with the inspection resource capability model, a bi-objective model is developed to minimize the cost and balance loads of the inspection station. A modified NSGA-II algorithm with adaptive mutation operators is suggested to deal with the proposed model. Finally, a simulation experiment is conducted to test the performance of the modified algorithm and the results demonstrate that modified NSGA-II can obtain acceptable inspection solutions.

源语言英语
文章编号3976576
期刊Mathematical Problems in Engineering
2021
DOI
出版状态已出版 - 2021

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