SPATIAL AND TEMPORAL VARIABILITY OF RAINFALL RELATED TO A 3RD-ORDER MARKOV MODEL

Citation
Pg. Jones et Pk. Thornton, SPATIAL AND TEMPORAL VARIABILITY OF RAINFALL RELATED TO A 3RD-ORDER MARKOV MODEL, Agricultural and forest meteorology, 86(1-2), 1997, pp. 127-138
Citations number
13
Categorie Soggetti
Metereology & Atmospheric Sciences",Agriculture,Forestry
ISSN journal
01681923
Volume
86
Issue
1-2
Year of publication
1997
Pages
127 - 138
Database
ISI
SICI code
0168-1923(1997)86:1-2<127:SATVOR>2.0.ZU;2-V
Abstract
Many types of analysis require rainfall data, which must often be gene rated to overcome limitations in the historical record. The ability to model outlying rainfall years satisfactorily is particularly importan t in risk studies. We describe a rainfall generator with this ability, based on a third-order Markov process, and we show how the fitted par ameters of the model vary for an illustrative sample of 18 sites with highly contrasting climates. Some of the parameters of the model show patterns that are characteristic of the climate type. The model should thus be suitable for interpolating rainfall data where they do not ex ist. We also fitted the model to subsets of some long data records to illustrate the marked changes in rainfall characteristics that have oc curred in some locations over the last 70 years, and to help understan d the nature of these changes. (C) 1997 Elsevier Science B.V.