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Optimization of simulation responses in a multicomputing environment

Published: 01 December 1987 Publication History

Abstract

This paper describes the application of experimental design techniques to computer simulation in a multicomputing environment. Three principal areas of experimental design are considered: (1) factor screening experiments; (2) experiments of comparison; and (3) response surface methodology.

References

[1]
Biles, W. E., and J. J. Swain, (1979) "Mathematical Programming and the Optimization of Computer Simulations,I~ in Mathematical Pr~ramming Studies on Eni~in~ O~timization (R. S. Dembo and M. Avriel, Editors), North-Holland Publishing Company, Amsterdam.]]
[2]
Biles, W. E., and J. J. Swain, (1980), Optimization aRd Industrial Experimentation, Wiley-lmterscience, New York.]]
[3]
Box, G. E. P., and J. S. Hunter, (1961) "The 2k-p Fractional Factional Designs~" Parts i and If, Technometrics, ~oi. 3, pp. 311-352 and pp. 449-458.]]
[4]
Fishman, G. S.,(1978), Principles of Discrete Event Simulation, John Wiley and Sons, New York.]]
[5]
Jacoby, J. E., and S. Harrison, (1962), "Multivariable Experimentation and Simulation Models," Naval Research Logistics Quarterly, Vol. 9, pp. }21-136.]]
[6]
K}eijnen, J. P. C., (1986), Statistical Tools for Simulation Practitioners, Marcel Dekker, New York.]]
[7]
Misra, J., (1986), "Distributed Discrete-Event Simulation," Computing Surveys, Vol. 18, No. I.]]
[8]
Montgomery, D. C., (1976), Design and Analvsis of Experiments, John Wiley and Sons, New York.]]
[9]
Ozmen, H. T., (1987), "Simulation Variance Reduction and Syste.m Optimization in ~l Multico~aputing Environment," unpublished ~IS~E Thesi.~, Louisiana State University.]]
[10]
Schruben, L. W., and B. H. Margolin, (1978), "Pseudorandom Number Assignment in Statistically Designed Simulation and Distribution Sampling Experiments," Journal of the American Statistical Association, Vol. 73, No. 363, pp. 504-520.]]
[11]
Shannon, R. E., (11975), Systems Simulation: The Art and Science, Prentice-Hall, Inc., Englewood Cliffts, N.J.]]
[12]
Smith, D. E. and C. A. Hauro, (1982), "Factor Screening in Computer Simulation," Simulation, Vol. 38, No. 2, pp. 49-54.]]
[13]
Wyatt, D. L. and S. Sheppard, (}984), "A Language- Directed Distributed Discrete Simulation System," Proceedings of the 1984 Winter Simulation Conference, Do/}as, Texas.]]

Cited By

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  • (1992)Factor screening of multiple responsesProceedings of the 24th conference on Winter simulation10.1145/167293.167327(174-180)Online publication date: 1-Dec-1992
  • (1991)How to optimize discrete-event systems from a single sample path by the score function methodAnnals of Operations Research10.1007/BF0205519527:1-4(175-212)Online publication date: 2-Jan-1991

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    cover image ACM Conferences
    WSC '87: Proceedings of the 19th conference on Winter simulation
    December 1987
    963 pages
    ISBN:0911801324
    DOI:10.1145/318371
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    Publication History

    Published: 01 December 1987

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    View all
    • (1992)Factor screening of multiple responsesProceedings of the 24th conference on Winter simulation10.1145/167293.167327(174-180)Online publication date: 1-Dec-1992
    • (1991)How to optimize discrete-event systems from a single sample path by the score function methodAnnals of Operations Research10.1007/BF0205519527:1-4(175-212)Online publication date: 2-Jan-1991

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