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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Lada, E.K. Wilson, J.R. Steiger, N.M. |
| Copyright Year | 2003 |
| Description | Author affiliation: Graduate Program in Operations Res., North Carolina State Univ., Raleigh, NC, USA (Lada, E.K.; Wilson, J.R.) |
| Abstract | We develop an automated wavelet-based spectral method for constructing an approximate confidence interval on the steady-state mean of a simulation output process. This procedure, called WASSP, determines a batch size and a warm-up period beyond which the computed batch means form an approximately stationary Gaussian process. Based on the log-smoothed-periodogram of the batch means, WASSP uses wavelets to estimate the batch means log-spectrum and ultimately the steady-state variance constant (SSVC) of the original (unbatched) process. WASSP combines the SSVC estimator with the grand average of the batch means in a sequential procedure for constructing a confidence-interval estimator of the steady-state mean that satisfies user-specified requirements on absolute or relative precision as well as coverage probability. An extensive performance evaluation provides evidence of WASSP's robustness in comparison with some other output analysis methods. |
| Sponsorship | American Statistical Assoc. Assoc. for Comput. Machinery, Special Interest Group on Simulation IEEE Comput. Soc. IEEE Systems, Man and Cybernetics Soc. IIE Inst. for Oper. Res. and the Management Sci. College on Simulation Nat. Inst. of Standards and Technol. Soc. for Mideling and Simulation Int |
| Starting Page | 422 |
| Ending Page | 430 |
| File Size | 572938 |
| Page Count | 9 |
| File Format | |
| ISBN | 0780381319 |
| DOI | 10.1109/WSC.2003.1261452 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2003-12-07 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Wavelet analysis Steady-state Analytical models Frequency Spectral analysis Operations research Computational modeling Gaussian processes Robustness Performance analysis |
| Content Type | Text |
| Resource Type | Article |
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