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Applications of the MVWG Multivariable Stochastic Weather Generator

Weather generators (WG) became significant modules of crop models and decision support systems in the past decade. Using a large meteorological database from North America; two basic problems, related to the applicability of WGs in case of short or lacking data series, were investigated in the frame...

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Autores principales: Fodor, Nándor, Dobi, Ildikó, Mika, János, Szeidl, László
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3745989/
https://www.ncbi.nlm.nih.gov/pubmed/23983639
http://dx.doi.org/10.1155/2013/571367
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author Fodor, Nándor
Dobi, Ildikó
Mika, János
Szeidl, László
author_facet Fodor, Nándor
Dobi, Ildikó
Mika, János
Szeidl, László
author_sort Fodor, Nándor
collection PubMed
description Weather generators (WG) became significant modules of crop models and decision support systems in the past decade. Using a large meteorological database from North America; two basic problems, related to the applicability of WGs in case of short or lacking data series, were investigated in the framework of the Multivariable weather generator (MVWG). First, the minimum data series length, required for adequate parameterization of the WG, was determined. Our results suggest that 15 years of observed data are enough for adequate parameterization of the MVWG. We then investigated a possibility of spatial interpolation of WG parameters using the outputs of the WG for sites with no meteorological observations. Coupled with the presented interpolation technique, MVWG was able to generate realistic weather data for sites with no measurements situated in climatically and geographically homogeneous regions.
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spelling pubmed-37459892013-08-27 Applications of the MVWG Multivariable Stochastic Weather Generator Fodor, Nándor Dobi, Ildikó Mika, János Szeidl, László ScientificWorldJournal Research Article Weather generators (WG) became significant modules of crop models and decision support systems in the past decade. Using a large meteorological database from North America; two basic problems, related to the applicability of WGs in case of short or lacking data series, were investigated in the framework of the Multivariable weather generator (MVWG). First, the minimum data series length, required for adequate parameterization of the WG, was determined. Our results suggest that 15 years of observed data are enough for adequate parameterization of the MVWG. We then investigated a possibility of spatial interpolation of WG parameters using the outputs of the WG for sites with no meteorological observations. Coupled with the presented interpolation technique, MVWG was able to generate realistic weather data for sites with no measurements situated in climatically and geographically homogeneous regions. Hindawi Publishing Corporation 2013-07-25 /pmc/articles/PMC3745989/ /pubmed/23983639 http://dx.doi.org/10.1155/2013/571367 Text en Copyright © 2013 Nándor Fodor et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Fodor, Nándor
Dobi, Ildikó
Mika, János
Szeidl, László
Applications of the MVWG Multivariable Stochastic Weather Generator
title Applications of the MVWG Multivariable Stochastic Weather Generator
title_full Applications of the MVWG Multivariable Stochastic Weather Generator
title_fullStr Applications of the MVWG Multivariable Stochastic Weather Generator
title_full_unstemmed Applications of the MVWG Multivariable Stochastic Weather Generator
title_short Applications of the MVWG Multivariable Stochastic Weather Generator
title_sort applications of the mvwg multivariable stochastic weather generator
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3745989/
https://www.ncbi.nlm.nih.gov/pubmed/23983639
http://dx.doi.org/10.1155/2013/571367
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