Sensitivity of satellite-based methods for deriving solar radiation to different choice of aerosol input and models

This paper presents a sensitivity analysis of satellite-based methods for deriving solar irradiance components for analyzing the impact of the external inputs that are normally associated to the satellite model. Different sensitivity calculations have been performed using as reference site the PSA (...

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Autores: Polo, J. [0000-0003-2431-2773], Antonanzas-Torres, F. [0000-0001-7395-425X], Vindel, J.M. [0000-0002-7441-8026], Ramirez, L.
Tipo de documento: artigo
Estado:Versão publicada
Data de publicação:2014
País:España
Recursos:Universidad de La Rioja (UR)
Repositório:RIUR. Repositorio Institucional de la Universidad de La Rioja
OAI Identifier:oai:portal.dialnet.es:doc/5bbc6a0ab750603269e825f9
Acesso em linha:https://investigacion.unirioja.es/documentos/5bbc6a0ab750603269e825f9
Access Level:Acceso aberto
Palavra-chave:Clear sky models
Satellite models
Sensitivity analysis
Solar radiation
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spelling Sensitivity of satellite-based methods for deriving solar radiation to different choice of aerosol input and modelsPolo, J. [0000-0003-2431-2773]Antonanzas-Torres, F. [0000-0001-7395-425X]Vindel, J.M. [0000-0002-7441-8026]Ramirez, L.Clear sky modelsSatellite modelsSensitivity analysisSolar radiationThis paper presents a sensitivity analysis of satellite-based methods for deriving solar irradiance components for analyzing the impact of the external inputs that are normally associated to the satellite model. Different sensitivity calculations have been performed using as reference site the PSA (Solar Platform of Almeria) station placed at the south-east of Spain. Thus, the sensitivity to the aerosol information input has been addressed by comparing the estimations using aerosol input from AERONET data with those using aerosol dataset such as MODIS or MISR (based on satellite) and MACC (based on reanalysis). Sensitivity to the clear sky model choice has been also studied by using three different models, from the simpler ESRA model (in terms of input parameters) to the most sophisticated REST2. Finally, three global to direct conversion models (Louche, DirInt and DirIndex) have been included to explore the sensitivity of the direct normal irradiance estimations. The sensitivity analysis has shown the interrelations between the different cases according to the uncertainty of the input information used. The results have been analyzed for clear and non-clear sky conditions separately and for the DNI irradiance range of 400-900Wm-2 as a case of special interest for the concentrating solar power applications. The work presented here has as novelty the analysis of the propagation of uncertainty of individual models and atmospheric datasets in the framework of a satellite-based model for solar irradiance computation and their relative weights to the final performance of the model. An underestimation of AOD by 50% causes an error in the global horizontal irradiance calculated by a clear sky model of 3-5% depending on the model used, and slightly less for an overestimation of AOD. For DNI the error ranges are 12-15% and 9-12% for 50% underestimation and overestimation of AOD respectively. © 2014 Elsevier Ltd.2014info:eu-repo/semantics/articleSubtype: Articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://investigacion.unirioja.es/documentos/5bbc6a0ab750603269e825f9reponame:RIUR. Repositorio Institucional de la Universidad de La Riojainstname:Universidad de La Rioja (UR)Inglésinfo:eu-repo/semantics/altIdentifier/doi/10.1016/J.RENENE.2014.03.022info:eu-repo/semantics/altIdentifier/wos/WOS:000335706800084info:eu-repo/semantics/altIdentifier/pissn/0960-1481Sensitivity of satellite-based methods for deriving solar radiation to different choice of aerosol input and models, 2014, vol. 68, pág. 785-792info:eu-repo/semantics/openAccessoai:portal.dialnet.es:doc/5bbc6a0ab750603269e825f92026-06-14T12:47:17Z
dc.title.none.fl_str_mv Sensitivity of satellite-based methods for deriving solar radiation to different choice of aerosol input and models
title Sensitivity of satellite-based methods for deriving solar radiation to different choice of aerosol input and models
spellingShingle Sensitivity of satellite-based methods for deriving solar radiation to different choice of aerosol input and models
Polo, J. [0000-0003-2431-2773]
Clear sky models
Satellite models
Sensitivity analysis
Solar radiation
title_short Sensitivity of satellite-based methods for deriving solar radiation to different choice of aerosol input and models
title_full Sensitivity of satellite-based methods for deriving solar radiation to different choice of aerosol input and models
title_fullStr Sensitivity of satellite-based methods for deriving solar radiation to different choice of aerosol input and models
title_full_unstemmed Sensitivity of satellite-based methods for deriving solar radiation to different choice of aerosol input and models
title_sort Sensitivity of satellite-based methods for deriving solar radiation to different choice of aerosol input and models
dc.creator.none.fl_str_mv Polo, J. [0000-0003-2431-2773]
Antonanzas-Torres, F. [0000-0001-7395-425X]
Vindel, J.M. [0000-0002-7441-8026]
Ramirez, L.
author Polo, J. [0000-0003-2431-2773]
author_facet Polo, J. [0000-0003-2431-2773]
Antonanzas-Torres, F. [0000-0001-7395-425X]
Vindel, J.M. [0000-0002-7441-8026]
Ramirez, L.
author_role author
author2 Antonanzas-Torres, F. [0000-0001-7395-425X]
Vindel, J.M. [0000-0002-7441-8026]
Ramirez, L.
author2_role author
author
author
dc.subject.none.fl_str_mv Clear sky models
Satellite models
Sensitivity analysis
Solar radiation
topic Clear sky models
Satellite models
Sensitivity analysis
Solar radiation
description This paper presents a sensitivity analysis of satellite-based methods for deriving solar irradiance components for analyzing the impact of the external inputs that are normally associated to the satellite model. Different sensitivity calculations have been performed using as reference site the PSA (Solar Platform of Almeria) station placed at the south-east of Spain. Thus, the sensitivity to the aerosol information input has been addressed by comparing the estimations using aerosol input from AERONET data with those using aerosol dataset such as MODIS or MISR (based on satellite) and MACC (based on reanalysis). Sensitivity to the clear sky model choice has been also studied by using three different models, from the simpler ESRA model (in terms of input parameters) to the most sophisticated REST2. Finally, three global to direct conversion models (Louche, DirInt and DirIndex) have been included to explore the sensitivity of the direct normal irradiance estimations. The sensitivity analysis has shown the interrelations between the different cases according to the uncertainty of the input information used. The results have been analyzed for clear and non-clear sky conditions separately and for the DNI irradiance range of 400-900Wm-2 as a case of special interest for the concentrating solar power applications. The work presented here has as novelty the analysis of the propagation of uncertainty of individual models and atmospheric datasets in the framework of a satellite-based model for solar irradiance computation and their relative weights to the final performance of the model. An underestimation of AOD by 50% causes an error in the global horizontal irradiance calculated by a clear sky model of 3-5% depending on the model used, and slightly less for an overestimation of AOD. For DNI the error ranges are 12-15% and 9-12% for 50% underestimation and overestimation of AOD respectively. © 2014 Elsevier Ltd.
publishDate 2014
dc.date.none.fl_str_mv 2014
dc.type.none.fl_str_mv info:eu-repo/semantics/article
Subtype: Article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.none.fl_str_mv https://investigacion.unirioja.es/documentos/5bbc6a0ab750603269e825f9
url https://investigacion.unirioja.es/documentos/5bbc6a0ab750603269e825f9
dc.language.none.fl_str_mv Inglés
language_invalid_str_mv Inglés
dc.relation.none.fl_str_mv info:eu-repo/semantics/altIdentifier/doi/10.1016/J.RENENE.2014.03.022
info:eu-repo/semantics/altIdentifier/wos/WOS:000335706800084
info:eu-repo/semantics/altIdentifier/pissn/0960-1481
Sensitivity of satellite-based methods for deriving solar radiation to different choice of aerosol input and models, 2014, vol. 68, pág. 785-792
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
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instname:Universidad de La Rioja (UR)
instname_str Universidad de La Rioja (UR)
reponame_str RIUR. Repositorio Institucional de la Universidad de La Rioja
collection RIUR. Repositorio Institucional de la Universidad de La Rioja
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