Stochastic study of hourly total solar radiation in Corsica using a Markovmodel

Citation
P. Poggi et al., Stochastic study of hourly total solar radiation in Corsica using a Markovmodel, INT J CLIM, 20(14), 2000, pp. 1843-1860
Citations number
27
Categorie Soggetti
Earth Sciences
Journal title
INTERNATIONAL JOURNAL OF CLIMATOLOGY
ISSN journal
08998418 → ACNP
Volume
20
Issue
14
Year of publication
2000
Pages
1843 - 1860
Database
ISI
SICI code
0899-8418(20001130)20:14<1843:SSOHTS>2.0.ZU;2-H
Abstract
The aim of this paper was to study total solar radiation using a Markov cha in, with a view to setting up a solar data generator. This meteorological p arameter was transformed into another, called the clearness index, and was classified into 20 states. The various transition probabilities between eac h state were computed. Markov chain properties were investigated and confir m the choice of a first order. The occurrence probability of same state seq uences was then studied. It was shown that it can be modelled using a proba bility law, called the shifted negative binomial (SNB) distribution. Finall y, an hourly solar data generator was set up based on these two models, and the real and simulated series from a probability point of view were compar ed. This confirmed a good agreement of the proposed generator to obtain a t ypical meteorological year for solar data. Copyright (C) 2000 Royal Meteoro logical Society.