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http://dx.doi.org/10.9709/JKSS.2012.21.3.011

Output Data Analysis of Simulation: A Review  

Chang, Byeong-Yun (아주대학교 경영학부)
Abstract
Simulation is the imitation of the operation of a real-world process or system over time. It concerns the study of the operating characteristics of real systems. Typically, a simulation project consists of several steps such as data collection, coding, model verification, model validation, experimental design, output data analysis, and implementation. Among these steps of a simulation study this paper focus on statistical analysis methods of simulation output data. Specially, we explain how to develop confidence interval estimators for mean ${\mu}$ in terminating and non-terminating simulation cases. We, then, explore the estimation techniques for $f({\mu})$, where the function $f({\bullet})$ is a nonlinear that is continuously differentiable in a neighborhood of ${\mu}$ with $f.
Keywords
Simulation; Output Data Analysis; Confidence Interval; Nonlinear Function;
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1 Kelton, W.D., Sadowski, R.P., Swets N. B.: Simulation with Arena. 5th edn.McGraw-Hill,NewYork (2010).
2 Ingalls, R.G.: Introduction to Simulation. Proceedings of the 2008 Winter Simulation Conference, ed. S. J. Mason, R. R. Hill, L. Mönch, O. Rose, T. Jefferson, J. W. Fowler. New Jersey: Institute of Electrical and Electronics Engineers.
3 Goldsman, D.: Simulation Output Analysis. Proceedings of the 1992 Winter Simulation Conference, ed. J, J, Swain, D. Goldsman, R. C. Crain, and J. R. Wilson. New Jersey: Institute of Electrical and Electronics Engineers.
4 Law, A.M.: Simulation Modeling & Analysis, 4th ed., McGraw-Hill, NewYork (2007).
5 Law, A.M.: Statistical Analysis of Simulation Output Data: The Practical State of the Art. Proceedings of the 2010 Winter Simulation Conference, ed. B. Johansson, S. Jain, J. Montoya-Torres, J. Hugan, and E. Yucesan. New Jersey: Institute of Electrical and Electronics Engineers.
6 Alexopulos, C., Seila A.F.: Output Data Analysis, Chapter 7 in Handbook of Simulation: Principles, Methodology, Advances, Applications, and Practice. ed. J. Banks. John Wiley & Sons, New York (1998) pp. 225-272.
7 Chang, B.-Y.: Estimation Techniques for Nonlinear Functions of the Steady-State Mean in Computer Simulation. Doctoral Thesis, Georgia Institute of Technology (2004).
8 Shannon, R.E.: Systems Simulation - The Art and Science. Prentice-Hall (1975).
9 Alexopoulos, C.: A Comprehensive Review of Methods for Simulation Output Analysis. Proceedings of the 2006 Winter Simulation Conference, ed. L. F. Perrone, F. P. Wieland, J. Liu, B. G. Lawson, D. M. Nicol, and R. M. Fujimoto, New Jersey: Institute of Electrical and Electronics Engineers.