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Simulation sensitivity analysis using frequency domain experiments

Published: 01 October 1989 Publication History

Abstract

In this paper we review frequency domain experiments (FDE) for simulation sensitivity analysis and contrast it with conventional methodology. With very few runs of the model (often one or two runs is sufficient), FDE can be used to gain information on which factors significantly influence the performance of the simulated system. Two examples are given which illustrate some of the fundamental differences between frequency domain and conventional run-oriented analysis.

References

[1]
Anderson, T. W. (1971). The Statistical Analysis of Time Series. John Wiley & Sons, New York.]]
[2]
Box, G. E. P. and Draper, N. R. (1987). Empirical Model-Building and Response Surfaces. John Wiley and Sons, New York.]]
[3]
Brillinger, D. R. (1981). Time Series: Data Analysis and Theory, Second Edition. Holden-Day, Inc., San Francisco.]]
[4]
Hartley, H. O. (1949). Tests of Significance in Harmonic Analysis, Biometrics, Volume 36, 194--201.]]
[5]
Ho, Y. C., Eyler M. A., and Chien, T. T. (1979). A Gradient Technique for General Buffer Storage Design in a Production Line. International Journal of Production Research, Volume 17, Number 3, 557--580.]]
[6]
Jacobson, S. H. (1989). Oscillation Amplitude Considerations in Frequency Domain Experiments. In Proceedings of the 1989 Winter Simulation Conference (E. A. MacNair, ed.), Washington, D. C.]]
[7]
Jacobson, S. H., Buss, A. H., and Schruben, L. W. (1987). Driving Frequency Selection for Frequency Domain Simulation Experiments. (Submitted for Publication).]]
[8]
Jacobson, S. H., Morrice, D. J., and Schruben, L. W. (1988). The Global Simulation Clock as the Frequency Domain Experiments Index. In Proceedings of the 1988 Winter Simulation Conference (M. A. Abrams, ed.), San Diego, California, 558--563.]]
[9]
Kleijnen, J. P. C. (1987). Statistical Tools for Simulation Practioners. Marcel Dekker, New York.]]
[10]
Myers, R. H. (1971). Response Surface Methodology. Boston: Allyn and Bacon. (Reprinted by Edwards Bros., Ann Arbor, Michigan.)]]
[11]
Sanchez, P. J. and Buss, A. H. (1987). A Model for Frequency Domain Experiments. In Proceedings of the 1987 Winter Simulation Conference (A. Thesen, H. Grant, and W. D. Kelton, eds.), Atlanta, Georgia, 424--427.]]
[12]
Sanchez, P. J. and Sanchez, S. M. (1989). Spectral Design of Experiments for Discrete-Valued Factors. Working Paper #89-003, Department of Systems & Industrial Engineering, University of Arizona, Tucson, Arizona.]]
[13]
Sanchez, P. J. and Schruben, L. W. (1986). Simulation Factor Screening Using Frequency Domain Methods: An Illustrative Example. (Submitted for Publication).]]
[14]
Sargent, R. T. and Som, T. K. (1988). Personal Communication.]]
[15]
Sargent, R. T. and Som, T. K. (1988). A Different View of Frequency Domain Experiments. Working Paper #88-01, Simulation Research Group, Syracuse University, Syracuse, New York.]]
[16]
Schruben, L. W. (1986). Simulation Optimization Using Frequency Domain Methods. In Proceedings of the 1986 Winter Simulation Conference (J. R. Wilson, J. O. Henriksen, and S. D. Roberts, eds.), Washington, D.C., 366--369.]]
[17]
Sehruben, L. W. and Cogliano, V. J. (1987). An Experimental Procedure for Simulation Response Surface Model Identification. Communications of the Association for Computing Machinery, Volume 30, Number 8, 716--730.]]
[18]
Schruben L. W., Heath D. C., and Buss, A. H. (1988). A Dynamic Response Surface Model for Frequency Domain Simulation Experiments. Technical Report 808, School of Operations Research and Industrial Engineering, Cornell University, Ithaca, New York.]]
[19]
Yucesan, E. (1988). Personal Communication.]]

Cited By

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  • (2012)Splash: Simulation optimization in complex systems of systems2012 50th Annual Allerton Conference on Communication, Control, and Computing (Allerton)10.1109/Allerton.2012.6483248(414-425)Online publication date: Oct-2012
  • (1999)Zur Planung und effizienten Abwicklung von SimulationsexperimentenSimulation als betriebliche Entscheidungshilfe10.1007/978-3-642-58671-2_1(1-21)Online publication date: 1999
  • (1997)Simulation optimizationProceedings of the 29th conference on Winter simulation10.1145/268437.268460(118-126)Online publication date: 1-Dec-1997
  • Show More Cited By

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cover image ACM Conferences
WSC '89: Proceedings of the 21st conference on Winter simulation
October 1989
1139 pages
ISBN:0911801588
DOI:10.1145/76738
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Published: 01 October 1989

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Cited By

View all
  • (2012)Splash: Simulation optimization in complex systems of systems2012 50th Annual Allerton Conference on Communication, Control, and Computing (Allerton)10.1109/Allerton.2012.6483248(414-425)Online publication date: Oct-2012
  • (1999)Zur Planung und effizienten Abwicklung von SimulationsexperimentenSimulation als betriebliche Entscheidungshilfe10.1007/978-3-642-58671-2_1(1-21)Online publication date: 1999
  • (1997)Simulation optimizationProceedings of the 29th conference on Winter simulation10.1145/268437.268460(118-126)Online publication date: 1-Dec-1997
  • (1994)Characterizing a nonstationary M/G/1 queue using bode plotsProceedings of the 26th conference on Winter simulation10.5555/193201.194084(377-382)Online publication date: 11-Dec-1994
  • (1994)Characterizing a nonstationary M/G/1 queue using Bode plotsProceedings of Winter Simulation Conference10.1109/WSC.1994.717197(377-382)Online publication date: 1994
  • (1993)Sensitivity analyses of continuous and discrete systems in the time and frequency domainsIEEE Transactions on Systems, Man, and Cybernetics10.1109/21.22946123:2(488-501)Online publication date: Jan-1993
  • (1991)Solution to the indexing problem of frequency domain simulation experimentsProceedings of the 23rd conference on Winter simulation10.5555/304238.304368(907-915)Online publication date: 1-Dec-1991
  • (1991)Solution to the indexing problem of frequency domain simulation experiments1991 Winter Simulation Conference Proceedings.10.1109/WSC.1991.185704(907-915)Online publication date: 1991

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