Methods for On-Line Determination of Truncation Point in Steady-State Simulation Outputs

안정상태 시뮬레이션 출력 데이터의 온라인 제거 시점 결정 방법

  • 이영해 (한양대학교 산업공학과)
  • Published : 1998.06.01

Abstract

Simulation output is generally stochastic and autocorrelated, and includes the initial condition bias. To exclude the bias, the determination of truncation point has been one of important issues for the steady-state simulation output analysis. In this paper, two methods are presented for detection of truncation point in order to estimate efficiently the steady-state measure of simulation output. They are based on the Euclidean distance equation, and the backpropagation algorithm in Neural Networks. The experimental results obtained by M/M/1 and M/M/2 show that the proposed methods are very promising with respect to coverage and relative bias. The methods could be used for the on-line analysis of simulation outputs.

Keywords

References

  1. IEEE Transaction on Neural Networks v.6 no.3 On-Line Learning with Minimal Degradation in Feedforward Networks Angulo, V.R.;C. Torras
  2. Proceedings of the 1994 Winter Simulation Conference Batch Size Selection for the Batch Means Method Chien, C.
  3. Fundamentals of Neural Networks: Architectures, Algorithms, and Applications Fausett, L.V.
  4. Naval Research Logistics Quarterly Evaluation of Commonly Used Rules for Detecting Steady State in Computer Simulation Gafarian, C. J. Jr.;T. Morisaku
  5. Operations Research v.31 Simulation Run Length Control in the Presence of an Initial Transient Heidelberger, P.;P. D. Welch
  6. Naval Research Logistics Quarterly v.30 A New Approach for Dealing with the Startup Problem in Discrete Event Simulation Kelton, W. D.;A. M. Law
  7. Simulation Modeling & Analysis(2nd) Law, A. M.;W. D. Kelton
  8. Communications of the ACM v.24 no.4 Control of Initialization Bias in Multivariate Simulation Response Schruben, L. W.
  9. Operations Research v.30 no.3 Detecting Initilaization Bias in Simulation Output Schruben, L. W.
  10. Computer Performance Modeling Handbooks The Statistical Analysis of Simulation results Welch, P. D.;S. S. Lavenberg