INITIALIZATION FOR GENERATING SINGLE-SITE AND MULTISITE LOW-ORDER PERIODIC AUTOREGRESSIVE AND MOVING AVERAGE PROCESSES

Citation
Jd. Salas et Mw. Abdelmohsen, INITIALIZATION FOR GENERATING SINGLE-SITE AND MULTISITE LOW-ORDER PERIODIC AUTOREGRESSIVE AND MOVING AVERAGE PROCESSES, Water resources research, 29(6), 1993, pp. 1771-1776
Citations number
18
Categorie Soggetti
Limnology,"Environmental Sciences","Water Resources
Journal title
ISSN journal
00431397
Volume
29
Issue
6
Year of publication
1993
Pages
1771 - 1776
Database
ISI
SICI code
0043-1397(1993)29:6<1771:IFGSAM>2.0.ZU;2-I
Abstract
Single-site and multisite periodic autoregressive and moving average ( PARMA) processes have been suggested for modeling and simulation of hy drologic processes. Generation of synthetic samples based on such mode ls requires knowledge of the initial conditions, i.e., the values of t he process at times prior to t = 1. In this paper an initialization pr ocedure for generating univariate and multivariate PAR (1), PAR (2), a nd PARMA (1, 1) processes is described. The procedure is based on gene rating the initial values of the process in such a way that the varian ce-covariance structure of the process is preserved. The initializatio n procedure introduced herein is exact and easy to use. Examples are i ncluded to explain the applicability of the proposed approach.