Modelling wet and dry spells with mixture distributions

Citation
I. Dobi-wantuch et al., Modelling wet and dry spells with mixture distributions, METEOR ATM, 73(3-4), 2000, pp. 245-256
Citations number
26
Categorie Soggetti
Earth Sciences
Journal title
METEOROLOGY AND ATMOSPHERIC PHYSICS
ISSN journal
01777971 → ACNP
Volume
73
Issue
3-4
Year of publication
2000
Pages
245 - 256
Database
ISI
SICI code
0177-7971(2000)73:3-4<245:MWADSW>2.0.ZU;2-C
Abstract
The object of the study is to develop a discrete precipitation model which is able to simulate local, daily series of precipitation occurrences. The m odel is fitted to the observed data of two stations, Szeged and Szombathely , in Hungary (1951-1995), with pronounced attention to the reproduction of long dry periods as characteristic features of the climate in Central Europ e. The point of the approach is to model the duration of consecutive dry an d wet series, i.e., spells, instead of individual wet or dry days. After ha ving performed comparisons of three different aspects, the selected precipi tation threshold is 0.1 mm. This threshold keeps the duration of dry and we t periods more or less balanced, whereas the value of the threshold does no t fundamentally influence either the conditional distribution of macrocircu lation types or the local weather statistics related to the so defined wet or dry days. The duration of both wet and dry spells are found to be indepe ndent of the length of either the preceding (opposite) or the last, but one (identical) state. It is also demonstrated that mixed distributions fairly fit to the wet and dry spells, whereas the simple geometric does not, espe cially due to the erroneous lack of long dry sequences. Weighted sum of two geometric distributions, as well as that of one geometric and one Poisson distribution exhibits good fitting for the dry spells, whereas only the lat ter one can be advised to employ for the wet periods. Parameters of the dis tributions obviously depend on the season and the site, in question.