{"title":"Optimal Scheduling of Single-Armed Cluster Tools With Two Wafer Types and Chamber Cleaning","authors":"Fajun Yang;Chao Li;Chunjiang Zhang;NaiQi Wu","doi":"10.1109/TSMC.2025.3571733","DOIUrl":null,"url":null,"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.","PeriodicalId":48915,"journal":{"name":"IEEE Transactions on Systems Man Cybernetics-Systems","volume":"55 8","pages":"5607-5618"},"PeriodicalIF":8.6000,"publicationDate":"2025-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Systems Man Cybernetics-Systems","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/11022982/","RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
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.
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.