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A tutorial on design and analysis of simulation experiments

Published: 01 December 1995 Publication History

Abstract

This paper describes, in general terms, methods to help design the runs for simulation models and interpret their output. Statistical methods are described for several different purposes, and related problems like comparison, variance reduction, sensitivity estimation, metamodeling and optimization are mentioned. The main point is to call attention to the challenges and opportunities in using simulation models carefully and effectively.

References

[1]
Alexopoulos, C. 1993. Advanced simulation output analysis for a single system. In Proceedings of the 1993 Winter Simulation Conference, ed. G.W. Evans, M. Mollaghasemi, E.C. Russell, and W.E. B iles, 89-96. WSC Board of Directors.
[2]
Alexopoulos, C. 1994. A review of advanced methods for simulation output analysis. In Proceedings of the 1994 Winter Simulation Conference, ed. J.D. Tew, M.S. Manivannan, D.A. Sadowski, and A.F. Seila, 133-140. WSC Board of Directors.
[3]
Azadivar, F. 1992. A tutorial on simulation optimization. In Proceedings of the 1992 Winter Simulation Conference, ed. J.J. Swain, D. Goldsman, R.C. Crain, and J.R. Wilson, 198-204. WSC Board of Directors.
[4]
Banks, J. and J.S. Carson, II. 1984. Discrete-event system simulation. Englewood Cliffs, New Jersey: Prentice- Hall.
[5]
Barton. R.R. 1992. Metamodels for Simulation Input- Output Relations. In Proceedings of the 1992 Winter Simulation Conference, ed. J.J. Swain, D. Goldsman, R.C. Crain, and J.R. Wilson, 289-299. WSC Board of Directors.
[6]
Bratley, P., B.L. Fox, and L.E. Schrage. 1987. A guide to simulation. 2nd ed. New York: Springer-Verlag.
[7]
Charnes, J.M. 1991. Multivariate simulation output analysis. In Proceedings of the 1991 Winter Simulation Conference, ed. B.L. Nelson, W.D. Kelton, and G.M. Clark, 187-193. WSC Board of Directors.
[8]
Charnes, J.M. 1993. Statistical analysis of output processes. In Proceedings of the 1993 Winter Simulation Conference, ed. G.W. Evans, M. Mollaghasemi, E.C. Russell, and W.E. Biles, 41-49. WSC Board of Directors.
[9]
Cook, L.S. 1992. Factor screening of multiple responses. In Proceedings of the 1992 Winter Simulation Conference, ed. J.J. Swain, D. Goldsman, R.C. Crain, and J.R. Wilson, 174-180. WSC Board of Directors.
[10]
Fishman, G.S. 1978. Principles of discrete event simulation. New York: John Wiley & Sons.
[11]
Fu, M.C. 1994. A tutorial review of techniques for simulation optimization. In Proceedings of the 1994 Winter Simulation Conference, ed. J.D. Tew, M.S. Manivannan, D.A. Sadowski, and A.F. Seila, 149-156. WSC Board of Directors.
[12]
Glasserman, P. and P.W. Glynn. 1992. Gradient estimation for regenerative processes. In Proceedings of the 1992 Winter Simulation Conference, ed. J.J. Swain, D. Goldsman, R.C. Crain, and J.R. Wilson, 280-288. WSC Board of Directors.
[13]
Goldsman, D. 1992. Simulation output analysis. In Proceedings of the 1992 Winter Simulation Conference, ed. J.J. Swain, D. Goldsman, R.C. Crain, and J.R. Wilson, 97-103. WSC Board of Directors.
[14]
Goldsman, D. and B.L. Nelson. 1994. Ranking, selection and multiple comparisons in computer simulation. In Proceedings of the 1994 Winter Simulation Conference, ed. J.D. Tew, M.S. Manivannan, D.A. Sadowski, and A.F. Seila, 192-199. WSC Board of Directors.
[15]
Goldsman, D., B.L Nelson, and B. Schmeiser. 1991. Methods for selecting the best system. In Proceedings of the 1991 Winter Simulation Conference, ed. B.L. Nelson, W.D. Kelton, and G.M. Clark, 177-186. WSC Board of Directors.
[16]
Grier, D.A. 1992. Graphical techniques for output analysis. In Proceedings of the 1992 Winter Simulation Conference, ed. J.J. Swain, D. Goldsman, R.C. Crain, and J.R. Wilson, 314-319. WSC Board of Directors.
[17]
Ho, Y.-C. 1992. Perturbation analysis: concepts and algorithms, in Proceedings of the 1992 Winter Simulation Conference, ed. J.J. Swain, D. Goldsman, R.C. Crain, and J.R. Wilson, 231-240. WSC Board of Directors.
[18]
Hood, S.J. and P.D. Welch. 1992. Experimental design issues in simulation with examples from semiconductor manufacturing. In Proceedings of the 1992 Winter Simulation Conference, ed. J.J. Swain, D. Goldsman, R.C. Crain, and J.R. Wilson, 255-263. WSC Board of Directors.
[19]
Hood, S.J. and P.D. Welch. 1993. Response surface methodology and its application in simulation. In Proceedings of the 1993 Winter Simulation Conference, ed. G.W. Evans, M. Mollaghasemi, E.C. Russell, and W.E. Biles, 115-122. WSC Board of Directors.
[20]
Kelton, W.D. 1994. Analysis of output data. In Proceedings of the 1994 Winter Simulation Conference, ed. J.D. Tew, M.S. Manivannan, D.A. Sadowski, and A.F. Seila, 62-68. WSC Board of Directors.
[21]
Khoshnevis, B. 1994. Discrete systems simulation. New York: McGraw-Hill.
[22]
Kleijnen, J.P.C. 1987. Statistical tools for simulation practitioners. New York: Marcel Dekker, Inc.
[23]
Law, A.M. and W.D. Kelton. 1991. Simulation modeling and analysis. 2nd ed. New York: McGraw-Hill.
[24]
L'Ecuyer, P. 1991. An overview of derivative estimation. In Proceedings of the 1991 Winter Simulation Conference, ed. B.L. Nelson, W.D. Kelton, and G.M. Clark, 28-36. WSC Board of Directors.
[25]
L'Ecuyer, P. 1994. Efficiency improvement and variance reduction. In Proceedings of the 1994 Winter Simulation Conference, ed. J.D. Tew, M.S. Manivannan, D.A. Sadowski, and A.E Seila, 122-132. WSC Board of Directors.
[26]
Lewis, P.A.W. and E.J. Orav. 1989. Simulation methodology for statisticians, operations analysts, and engineers, volume I. Belmont, California: Wadsworth, inc.
[27]
Morgan, B.J.T. 1984. Elements of simulation. London: Chapman and Hall.
[28]
Nelson, B.L. 1992. Designing efficient simulation experiments. In Proceedings of the 1992 Winter Simulation Conference, ed. J.J. Swain, D. Goldsman, R.C. Crain, and J.R. Wilson, 126-132. WSC Board of Directors.
[29]
Ramberg, J.S., S.M. Sanchez, P.J. Sanchez, and L.J. Hollick. 1991. Designing simulation experiments: Taguchi methods and response surface metamodels. In Proceedings of the 1991 Winter Simulation Conference, ed. B.L. Nelson, W.D. Kelton, and G.M. Clark, 167-176. WSC Board of Directors.
[30]
Ripley, B.D. 1987. Stochastic simulation. New York: John Wiley & Sons.
[31]
Seila, A.F. 1991. Output analysis for simulation. In Proceedings of the 1991 Winter Simulation Conference, ed. B.L. Nelson, W.D. Kelton, and G.M. Clark, 28-36. WSC Board of Directors.
[32]
Seila, A.F. 1992. Advanced output analysis for simulation. In Proceedings of the 1992 Winter Simulation Conference, ed. J.J. Swain, D. Goldsman, R.C. Crain, and J.R. Wilson, 190-197. WSC Board of Directors.
[33]
Strickland, S.G. 1993. Gradient/sensitivity estimation in discrete-event simulation. In Proceedings of the 1993 Winter Simulation Conference, ed. G.W. Evans, M. Mollaghasemi, E.C. Russell, and W.E. Biles, 97-105. WSC Board of Directors.
[34]
Swain, J.J. and P.A. Farrington. 1994. Designing simulation Cxl~rimcnt,s for evaluating manufacturing systems. In Proceedings of the 1994 Winter Simulation Conference, ed. J.D. Tew, M.S. Manivannan, D.A. Sadowski, and A.E Seila, 69-76. WSC Board of Directors.
[35]
Sanchez, S.M. 1994. A robust design tutorial. In Proceedings of the 1994 Winter Simulation Conference, ed. J.D. Tew, M.S. Manivannan, D.A. Sadowski, and A.E Seila, 106- I 13. WSC Board of Directors.
[36]
Thesen, A. and L.E. Travis. 1992. Simulation for decision making. St. Paul, Minnesota: West Publishing Company.

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cover image ACM Conferences
WSC '95: Proceedings of the 27th conference on Winter simulation
December 1995
1493 pages
ISBN:0780330188

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IEEE Computer Society

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Published: 01 December 1995

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WSC95: 1995 Winter Simulation Conference
December 3 - 6, 1995
Virginia, Arlington, USA

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WSC '95 Paper Acceptance Rate 122 of 183 submissions, 67%;
Overall Acceptance Rate 3,413 of 5,075 submissions, 67%

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