| Modeling and simulating time series input processes with ARTAFACTS and ARTAGEN |
| Full text |
Pdf
(639 KB)
|
| Source
|
Winter Simulation Conference
archive
Proceedings of the 28th conference on Winter simulation
table of contents
Coronado, California, United States
Pages: 207 - 213
Year of Publication: 1996
ISBN:0-7803-3383-7
|
|
Author
|
|
Marne C. Cario
|
Delphi Packard Electric Systems, P.O. Box 431, Warren, Ohio
|
|
| Sponsors |
|
| Publisher |
IEEE Computer Society
Washington, DC, USA
|
| Bibliometrics |
Downloads (6 Weeks): 2, Downloads (12 Months): 8, Citation Count: 2
|
|
|
ABSTRACT
We develop an efficient numerical method for fitting ARTA processes for use as simulation input. ARTA processes are stationary time series with arbitrary marginal distributions and autocorrelations specified through finite lag p. We discuss the software package ARTAFACTS, which implements the numerical method, and the package ARTAGEN, which generates observations from ARTA processes. To demonstrate the use of the software, we present a real-world example.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
| |
1
|
Cario, M. C., and B. L. Nelson. 1996. Autoregressive to anything: Time-series input processes for simulation. Operatzons Research Letters, in press.
|
| |
2
|
Lewis, P. A. W., E. McKenzie, and D. K. Hugus. 1989. Gamma processes. Communications in Statistics-Stochastic Models 5:1-30.
|
| |
3
|
Li, S. T., and J. L. Hammond. 1975. Generation of pseudorandom numbers with specified univariate distributions and correlation coefficients. IEEE Transactions on Systems, Man and Qlbernetics 5:557-561.
|
| |
4
|
|
| |
5
|
Melamed, B. 1991. TES: A class of methods for generating autocorrelated uniform variates. ORSA Journal on Computing 3:317-329.
|
 |
6
|
Benjamin Melamed , Jon R. Hill , David Goldsman, The TES methodology: modeling empirical stationary time series, Proceedings of the 24th conference on Winter simulation, p.135-144, December 13-16, 1992, Arlington, Virginia, United States
[doi> 10.1145/167293.167319]
|
| |
7
|
Piessens, R., E. de Doncker-Kapenga, C. W. 0berhuber, and D. K. Kahaner. 1983. Qua& pack: A subroutine package for automalic zntegration. New York: Springer-Verlag.
|
| |
8
|
Song, W. T., L. Hsiao, and Y. Chen. 1996. Generation of pseudo-random time series with specified marginal distributions. European Journal of Operational Research, forthcoming.
|
| |
9
|
Whitt, W. 1976. Bivariate distributions with given marginals. The Annals of Statistics 4:1280-1289.
|
|