Optimal Scheduling of Single-Armed Cluster Tools With Two Wafer Types and Chamber Cleaning

IF 8.6 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Fajun Yang;Chao Li;Chunjiang Zhang;NaiQi Wu
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引用次数: 0

Abstract

Cluster tools (CTs) are extensively utilized in semiconductor manufacturing. To tackle the challenging scheduling problems of CTs that concurrently process two wafer types, studies have been previously conducted based on predetermined robot task sequences, resulting in suboptimality of throughput and low wafer residency time constraint (WRTC)-satisfaction ratio. With both WRTC and chamber cleaning operations taken into account for the first time, this work proposes a deterministic scheduling strategy by drawing on previous studies, as well as a novel and efficient mixed integer programming (MIP) model to determine the optimal release sequence of wafer types and robot task sequence. Compared to the existing deterministic scheduling strategies, computational experiments on large randomly generated instances show that the developed MIP model could improve throughput by 2.63% on average, and enhance the WRTC-satisfaction ratio by at least 108.33% demonstrating its effectiveness and significance.
两种晶圆类型单臂集束工具的优化调度及腔室清洗
集群工具(CTs)在半导体制造中得到了广泛的应用。为了解决同时加工两种晶圆类型的ct的挑战性调度问题,先前已经进行了基于预定机器人任务序列的研究,导致吞吐量次优和低晶圆驻留时间约束(WRTC)满意度。本文首次考虑了WRTC和腔室清洗操作,在借鉴前人研究的基础上,提出了一种确定性调度策略,以及一种新颖高效的混合整数规划(MIP)模型,以确定晶圆类型的最佳释放顺序和机器人任务序列。与现有的确定性调度策略相比,在大型随机生成实例上的计算实验表明,所开发的MIP模型的吞吐量平均提高了2.63%,wrtc满意度至少提高了108.33%,证明了其有效性和显著性。
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来源期刊
IEEE Transactions on Systems Man Cybernetics-Systems
IEEE Transactions on Systems Man Cybernetics-Systems AUTOMATION & CONTROL SYSTEMS-COMPUTER SCIENCE, CYBERNETICS
CiteScore
18.50
自引率
11.50%
发文量
812
审稿时长
6 months
期刊介绍: The IEEE Transactions on Systems, Man, and Cybernetics: Systems encompasses the fields of systems engineering, covering issue formulation, analysis, and modeling throughout the systems engineering lifecycle phases. It addresses decision-making, issue interpretation, systems management, processes, and various methods such as optimization, modeling, and simulation in the development and deployment of large systems.
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