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Designing simulation experiments

Published: 08 December 2013 Publication History

Abstract

Much effort goes into building and validating simulation models. Similar care is necessary in the use of the model to support decision making. Good simulation experiment design is important to get useful and valid insights for specific management questions. This introductory tutorial gives an overview of experiment design techniques for justifying and planning a series of simulation runs to uncover the impact of system design parameters on simulation output performance. Graphical methods are emphasized.

References

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Barton, R. R. 2010. Simulation experiment design. In Proceedings of the 2010 Winter Simulation Conference, ed. B. Johansson, S. Jain, J. Montoya-Torres, J. Hugan, and E. Yücesan, 75--86. Piscataway, New Jersey: Institute of Electrical and Electronics Engineers.
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Kleijnen, J. P. C. and R. G. Sargent. 2000. A methodology for fitting and validating metamodels in simulation. European Journal of Operational Research 120: 14--29.
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Law, A. M. 2009. How to build valid and credible simulation models. In Proceedings of the 2009 Winter Simulation Conference, ed. M. D. Rossetti, R. R. Hill, B. Johansson, A. Dunkin and R. G. Ingalls, 24--33. Piscataway, New Jersey: Institute of Electrical and Electronics Engineers.
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Sanchez, S. M. and H. Wan. 2012. Work smarter, not harder: a tutorial on designing and conducting simulation experiments. In Proceedings of the 2012 Winter Simulation Conference, ed. C. Laroque, J. Himmelspach, R. Pasupathy, O. Rose, and A. M. Uhrmacher. Piscataway, New Jersey: Institute of Electrical and Electronics Engineers.
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Sargent, R. G. 2011. Verification and validation of simulation models. In Proceedings of the 2011 Winter Simulation Conference, ed. S. Jain, R. R. Creasey, J. Himmelspach, K. P. White, and M. Fu, 183--198. Piscataway, New Jersey: Institute of Electrical and Electronics Engineers.

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    cover image ACM Conferences
    WSC '13: Proceedings of the 2013 Winter Simulation Conference: Simulation: Making Decisions in a Complex World
    December 2013
    4386 pages
    ISBN:9781479920778

    Sponsors

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

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    IEEE Press

    Publication History

    Published: 08 December 2013

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    WSC '13
    Sponsor:
    • IIE
    • INFORMS-SIM
    • ASA
    • SIGSIM
    • SCS
    • ASIM
    • IEEE/SMCS
    • NIST
    WSC '13: Winter Simulation Conference
    December 8 - 11, 2013
    D.C., Washington

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    Overall Acceptance Rate 3,413 of 5,075 submissions, 67%

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