Enhancing rule-based scheduling in wafer fabrication facilities by evolutionary algorithms: Review and opportunity

研究成果: 雜誌貢獻短篇回顧評介論文同行評審

21 引文 斯高帕斯(Scopus)

摘要

Abstract Scheduling is a critical and challenging task in manufacturing systems, especially in large-scale complex systems like wafer fabrication facilities. Although evolutionary algorithms (EAs) have demonstrated many successful applications in the field of manufacturing scheduling, there are very few studies on scheduling of wafer fabs using EAs. Dispatching rules are one of the most common techniques for fab scheduling. In this paper, we present six ways of applying EAs for enhancing the rule-based scheduling system. We provide potential EA-based solutions and review relevant literature. Many of the mentioned viewpoints can serve as new research topics for both researchers in the fields of scheduling and evolutionary computation (EC). Several general EC techniques including multiobjective optimization, expensive optimization, and parallelization are also introduced and shown to be helpful to fab scheduling.

原文英語
頁(從 - 到)524-535
頁數12
期刊Computers and Industrial Engineering
64
發行號1
DOIs
出版狀態已發佈 - 2013

ASJC Scopus subject areas

  • Computer Science(all)
  • Engineering(all)

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