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A full-factory simulator as a daily decision-support tool for 300mm wafer fabrication productivity

Published: 07 December 2008 Publication History

Abstract

We describe a discrete event simulator developed for daily prediction of WIP position in an operational 300mm wafer fabrication factory to support tactical decision-making. The simulator is distinctive in that its intended prediction horizon is relatively short, on the order of a few days, while its modeling scope is relatively large. The simulation includes over 90% of the wafers being processed in the fab and all process, measurement and testing tools. The model parameters are automatically updated using statistical analyses performed on the historical event logs generated by the factory. This paper describes the simulation model and the parameter estimation methods. A key requirement to support daily and weekly decision-making is good validation results of the simulation against actual fab performance. Therefore, we also present validation results that compare simulated production metrics against those obtained from the actual fab, for fab-wide, process, tool and product specific metrics.

References

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DeJong, C. D., and S. A. Fischbein. 2000. Integrating dynamic fab capacity and automation models for 300mm semiconductor manufacturing. In Proceedings of the 2000 Winter Simulation Conference, ed. J. A. Joines, R. R. Barton, K. Kang, and P. A. Fishwick, 1505--1509.
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Cited By

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  • (2020)Challenges associated with realization of lot level fab out forecast in a giga wafer fabrication plantProceedings of the Winter Simulation Conference10.5555/3466184.3466384(1777-1788)Online publication date: 14-Dec-2020
  • (2018)Production log data analysis for reject rate prediction and workload estimationProceedings of the 2018 Winter Simulation Conference10.5555/3320516.3320914(3364-3374)Online publication date: 9-Dec-2018
  • (2017)Harmonizing operations management of key stakeholders in wafer fab using discrete event simulationProceedings of the 2017 Winter Simulation Conference10.5555/3242181.3242500(1-9)Online publication date: 3-Dec-2017
  • Show More Cited By
  1. A full-factory simulator as a daily decision-support tool for 300mm wafer fabrication productivity

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    Published In

    cover image ACM Conferences
    WSC '08: Proceedings of the 40th Conference on Winter Simulation
    December 2008
    3189 pages
    ISBN:9781424427086

    Sponsors

    • IIE: Institute of Industrial Engineers
    • INFORMS-SIM: Institute for Operations Research and the Management Sciences: Simulation Society
    • ASA: American Statistical Association
    • IEEE/SMC: Institute of Electrical and Electronics Engineers: Systems, Man, and Cybernetics Society
    • SIGSIM: ACM Special Interest Group on Simulation and Modeling
    • NIST: National Institute of Standards and Technology
    • (SCS): The Society for Modeling and Simulation International

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    Winter Simulation Conference

    Publication History

    Published: 07 December 2008

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    WSC08
    Sponsor:
    • IIE
    • INFORMS-SIM
    • ASA
    • IEEE/SMC
    • SIGSIM
    • NIST
    • (SCS)
    WSC08: Winter Simulation Conference
    December 7 - 10, 2008
    Florida, Miami

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    WSC '08 Paper Acceptance Rate 249 of 304 submissions, 82%;
    Overall Acceptance Rate 3,413 of 5,075 submissions, 67%

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    Cited By

    View all
    • (2020)Challenges associated with realization of lot level fab out forecast in a giga wafer fabrication plantProceedings of the Winter Simulation Conference10.5555/3466184.3466384(1777-1788)Online publication date: 14-Dec-2020
    • (2018)Production log data analysis for reject rate prediction and workload estimationProceedings of the 2018 Winter Simulation Conference10.5555/3320516.3320914(3364-3374)Online publication date: 9-Dec-2018
    • (2017)Harmonizing operations management of key stakeholders in wafer fab using discrete event simulationProceedings of the 2017 Winter Simulation Conference10.5555/3242181.3242500(1-9)Online publication date: 3-Dec-2017
    • (2012)TutorialProceedings of the Winter Simulation Conference10.5555/2429759.2430035(1-16)Online publication date: 9-Dec-2012
    • (2012)Applying model-reconstruction by exploring MES and PLC data for simulation support of production systemsProceedings of the Winter Simulation Conference10.5555/2429759.2429954(1-13)Online publication date: 9-Dec-2012
    • (2011)Implementation of a simulation-based short-term lot arrival forecast in a mature 200mm semiconductor fabProceedings of the Winter Simulation Conference10.5555/2431518.2431747(1932-1943)Online publication date: 11-Dec-2011
    • (2011)Challenges and solution approaches for the online simulation of semiconductor wafer fabsProceedings of the Winter Simulation Conference10.5555/2431518.2431735(1845-1856)Online publication date: 11-Dec-2011
    • (2011)Cluster based analytical method for the lot delivery forecast in semiconductor fab with wide product rangeProceedings of the Winter Simulation Conference10.5555/2431518.2431734(1834-1844)Online publication date: 11-Dec-2011
    • (2010)Towards realization of a high-fidelity simulation model for short-term horizon forecasting in wafer fabrication facilitiesProceedings of the Winter Simulation Conference10.5555/2433508.2433825(2563-2574)Online publication date: 5-Dec-2010
    • (2010)Integrated maintenance scheduling for semiconductor manufacturingProceedings of the 7th international conference on Integration of AI and OR Techniques in Constraint Programming for Combinatorial Optimization Problems10.1007/978-3-642-13520-0_12(92-96)Online publication date: 14-Jun-2010
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