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基于多树遗传编程的存储仓与组合设备集成系统优化

陈良超 赖一铭 张思维 乔岩

华侨大学学报(自然科学版)2026,Vol.47Issue(1):20-27,8.
华侨大学学报(自然科学版)2026,Vol.47Issue(1):20-27,8.DOI:10.11830/ISSN.1000-5013.202507035

基于多树遗传编程的存储仓与组合设备集成系统优化

Optimization of Scheduling for Stocker-Integrated Cluster Tools via Multi-Tree Genetic Programming

陈良超 1赖一铭 1张思维 1乔岩1

作者信息

  • 1. 澳门科技大学 创新工程学院,澳门 999078
  • 折叠

摘要

Abstract

To address the complex scheduling problem of stocker-integrated cluster tools under frequent recipe switching in advanced semiconductor manufacturing,a multi-tree genetic programming method is proposed with the optimization objective of minimizing the makespan.Considering multiple practical constraints,inclu-ding recipe switching,chamber cleaning,stocker capacity,and robot-handling operations,several representa-tive operating scenarios are constructed to verify the effectiveness of the proposed method.The experimental framework adopts a dual-tree structure:one syntax tree determines the wafer lot entry sequence,while the other specifies the assignment strategy of processing chambers.The two syntax trees are jointly optimized through a cooperative co-evolution mechanism,achieving a favorable balance between search efficiency and so-lution quality.The proposed method is evaluated on three representative case studies and compared with manu-ally designed scheduling rules.The experimental results show that the proposed method demonstrates superior scheduling performance and robustness across different operating conditions,reducing the average makespan by approximately 25%-45%.

关键词

组合设备/多树遗传编程/调度/半导体制造

Key words

cluster tool/multi-tree genetic programming/scheduling/semiconductor manufacturing

分类

信息技术与安全科学

引用本文复制引用

陈良超,赖一铭,张思维,乔岩..基于多树遗传编程的存储仓与组合设备集成系统优化[J].华侨大学学报(自然科学版),2026,47(1):20-27,8.

基金项目

澳门科学技术发展基金资助项目(0011/2023/RIA1、0120/2024/RIA2) (0011/2023/RIA1、0120/2024/RIA2)

华侨大学学报(自然科学版)

1000-5013

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