Simulation for decision making: an introduction

ABSTRACT

We give an overview of simulation modeling and analysis from the perspective of prospective users wanting to use simulation as a decision aid. Important considerations in building simulation models and analyzing their outputs are discussed. A brief overview of available software is given. At the end of this tutorial, you should have a general understanding of simulation and an understanding of its applicability to your situation.

REFERENCES

• 1: Banks, Jerry and John S. Carson II (1984) Discrete-Event System Simulation, Prentice-Hall, Englewood Cliffs, N.J., 1984
• 2: Bradey, Paul, Bennett L. Fox, and Linus E. Schrage (1987) A Guide to Simulation, 2nd edition. Springer-Verlag, NY.
• 3: Bulgren, William G. (1982) Discrete System Simulation, Prentice-Hall, Englewood Cliffs, NJ.
• 4: Curry, Guy., Bryan L. Deuer Meyer and Richard M. Feldman (1989) Discrete Simulation,
• 5: Fundamentals and Microcomputer Support, Holden Day, Oakland, CA.
• 6: Fishman, G. S. (1973) Concepts and Methods in Discrete Event Digital Simulation, Wiley, NY.
• 7: Fishman, G. S. (1978) Principles of Discrete Event Simulation, Wiley, NY.
• 8: Gottfried Byron S. (1984) Elements of Stochastic Process Simulation, Prentice-Hall, Englewood Cliffs, NJ.
• 9: Gordon, Geoffrey (1978) System Simulation, 2nd ed., Prentice-Hall, Englewood Cliffs, NJ.
• 10: Graybeal, W. J., and U. W. Pooch (1980) Simulation: Principles and Methods, Winthrop, Cambridge, MA.
• 11: Johnson, M. E. (1987) Multivariate Statistical Simulation, John Wiley, NY.
• 12: Law, Averill M., and W. David Kelton (1982) Simulation Modeling and Analysis, McGraw-Hill, NY.
• 13: Matloff, Norman S. (1988) Probability Modeling and Computer Simulation, PWS-Kent, Boston, MA.
• 14: Nayor, T. H. (1971) Computer Simulation Experiments with Models of Economic Systems, Wiley, NY
• 15: Payne, James A. (1982) Introduction To Simulation: Programming Techniques and Methods of Analysis, McGraw-Hill, NY.
• 16: Shannon, Robert E. (1975) System Simulation: The Art and Science, Prentice-Hall, Englewood Cliffs, NJ.
• 17: Zeigler, Bernard (1984) Multifaceted Modelling and Discrete Event Simulation, Academic Pres. Environments and Languages
• 18: Cobbin, Philip (1988) The SIMPLE_1 Simulation Environment, Proceedings of the 1988 Winter Simulation Conference, M. Abrams, P. Haig and J. Comfort (eds.) pp 141--145.
• 19: Conway, R. and W. Maxwell (1987) Modeling Ascyncronous Material Handling in XCELL+, Proceedings of the 1987 Winter Simulation Conference, A. Thesen, H. Grant and W. David Kelton (eds.) pp 202--206.
• 20: Cox, S. (1986) GPSS/PC Users Manual, Minute Software, Stow, MA.
• 21: Henriksen, J. O et al (1988) GPSS/H Users Manual 3rd ed. Wolverine Software Corp, Annandale, VA.
• 22: MacFarland, Douglas G. (1987) Scheduling Manufacturing Systems with FACTOR, Proceedings of the 1987 Winter Simulation Conference, A. Thesen, H. Grant and W. David Kelton (eds.) pp 235--237.
• 23: Markowits, H. M. and P. J. Kiviat, and R. Villanueva (1987) Simscript II. 5 Programming Language. CACI. Los Angeles, CA.
• 24: Pegden, C. C. (1986) Introduction to SIMAN, Systems Modeling Corporation, State College, PA.
• 25: Pritsker, A. A. B, C. Elliot Sigal and R. D. Jack Hammesfahr (1988) SLAM II Network Models for Decision Support, Prentice Hall, NJ.
• 26: Pritsker, A. A. B. (1986) Introduction to Simulation and SLAM III, 3rd edition, Systems Publishing Corp.
• 27: Schriber, Thomas J. (1974) Simulation Using GPSS, John Wiley New York, NY.
• 28: Standridge, C. R., and A. A. B. Pritsker (1987) TESS: The Extended Simulation System, Halsted Press.
• 29: Steudel, H. J. and T. Park (1987) STARCELL: A Flexible Manufacturing Cell Simulator, Proceedings of the 1987 Winter Simulation Conference, A. Thesen, H. Grant and W. David Kelton (eds.) pp 230--234.
• 30: Suri, R. and M. Tomsicek (1988) Rapid Modeling Tools for Manufacturing Simulation and Analysis, Proceedings of the 1988 Winter Simulation Conference.
• 31: Thesen, Arne (1987) Writing Simulations from Scratch: Pascal Implementations, Proceedings of the 1987 Winter Simulation Conference, A. Thesen, H. Grant and W. David Kelton (eds.) pp 152--164. Analysis
• 32: Box, G. E. P, W. G. Hunter and J. S. Hunter (1978) Statistics for Experimenters, Wiley and Sons, NY.
• 33: Johnson, M. E. (1987) Multivariate Statistical Simulation, John Wiley, NY.
• 34: Kleijnen, J. P. C. (1987) Statistical Tools for Simulation Practitioners, Marcel Dekker, nc, New York, NY.
• 35: Meketon, Marc S. (1987) Optimization in Simulation: A Survey of Recent Results. Proceedings of the 1987 Winter Simulation Conference, A. Thesen, H. Grant and W. David Kelton (eds.) pp 58--67.
• 36: Nelson, B. L. (1987) Variance Reduction for Simulation Practitioners, Proceedings of the 1987 Winter Simulation Conference, A. Thesen, H. Grant and W. David Kelton (eds.) pp 43--51.
• 37: Sargent, R. (1987) An Overview of Verification and Validation of Simulation Models, Proceedings of the 1987 Winter Simulation Conference, A. Thesen, H. Grant and W. David Kelton (eds.) pp 33--39.
• 38: Thesen, Arne (1989), Introduction to SANDIE, Proceedings of the 1989 Winter Simulation Conference

INDEX TERMS

Primary Classification:
  I. Computing Methodologies
  I.6 SIMULATION AND MODELING
      I.6.1 Simulation Theory
          Subjects: Types of simulation (continuous and discrete)*

Additional Classification:
  I. Computing Methodologies
  I.6 SIMULATION AND MODELING

General Terms:
Design, Experimentation, Performance