Study of Atmospheric Turbidity in a Northern Tropical Region Using Models and Measurements of Global Solar Radiation

Radiative transfer in the Earth’s atmosphere under clear-sky conditions strongly depends on turbidity due to aerosols and hydrometeors. It is therefore important to know its temporal radiative properties for a given site when the objective is to optimize the solar energy that is collected there. Tur...

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Main Authors: Mohamed Zaiani, Abdanour Irbah, Djelloul Djafer, Constantino Listowski, Julien Delanoe, Dimitris Kaskaoutis, Sabrina Belaid Boualit, Fatima Chouireb, Mohamed Mimouni
Format: Article
Language:English
Published: MDPI AG 2021-06-01
Series:Remote Sensing
Subjects:
Online Access:https://www.mdpi.com/2072-4292/13/12/2271
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author Mohamed Zaiani
Abdanour Irbah
Djelloul Djafer
Constantino Listowski
Julien Delanoe
Dimitris Kaskaoutis
Sabrina Belaid Boualit
Fatima Chouireb
Mohamed Mimouni
spellingShingle Mohamed Zaiani
Abdanour Irbah
Djelloul Djafer
Constantino Listowski
Julien Delanoe
Dimitris Kaskaoutis
Sabrina Belaid Boualit
Fatima Chouireb
Mohamed Mimouni
Study of Atmospheric Turbidity in a Northern Tropical Region Using Models and Measurements of Global Solar Radiation
Remote Sensing
linke turbidity
angstrom coefficient
clear sky model
author_facet Mohamed Zaiani
Abdanour Irbah
Djelloul Djafer
Constantino Listowski
Julien Delanoe
Dimitris Kaskaoutis
Sabrina Belaid Boualit
Fatima Chouireb
Mohamed Mimouni
author_sort Mohamed Zaiani
title Study of Atmospheric Turbidity in a Northern Tropical Region Using Models and Measurements of Global Solar Radiation
title_short Study of Atmospheric Turbidity in a Northern Tropical Region Using Models and Measurements of Global Solar Radiation
title_full Study of Atmospheric Turbidity in a Northern Tropical Region Using Models and Measurements of Global Solar Radiation
title_fullStr Study of Atmospheric Turbidity in a Northern Tropical Region Using Models and Measurements of Global Solar Radiation
title_full_unstemmed Study of Atmospheric Turbidity in a Northern Tropical Region Using Models and Measurements of Global Solar Radiation
title_sort study of atmospheric turbidity in a northern tropical region using models and measurements of global solar radiation
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2021-06-01
description Radiative transfer in the Earth’s atmosphere under clear-sky conditions strongly depends on turbidity due to aerosols and hydrometeors. It is therefore important to know its temporal radiative properties for a given site when the objective is to optimize the solar energy that is collected there. Turbidity can be studied via measurements and models of the global solar radiation reaching the ground in cloudless conditions. These models generally depend on two parameters, namely the Angström turbidity coefficient and the Linke factor. This article aims to do a comparative study of five models of global solar radiation, all dependent on the Linke factor, based on real data. The measurements are provided by the Tamanrasset Meteorological Center (Algeria), which has a long series of global solar radiation data recorded between 2005 and 2011. Additional data from AERONET and MODIS onboard the TERRA satellite were also used to perform the comparison between the two estimated parameters and those obtained from AERONET. The study shows that the ESRA models are the most reliable among the five models for estimating the Linke factor with a correlation coefficient <i>R</i> of the data fits of 0.9995, a RMSE of 13.44 W/m<sup>2</sup>, a MBE of −0.64 W/m<sup>2</sup> and a MAPE of 6.44%. The maximum and minimum statistical values were reached, respectively, in June and during the autumn months. The best correlation is also observed in the case of ESRA models between the Linke parameter and the joint optical thickness of aerosols and the total column-integrated water vapor. The Angström turbidity coefficient <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mi>β</mi></semantics></math></inline-formula>, calculated from the Linke factor and MODIS data, has values less than 0.02 at 9% of the cases, and 76% present values ranging between 0.02 and 0.15 and 13% higher than 0.15. These <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mi>β</mi></semantics></math></inline-formula> values are validated by AERONET measurements since a very good correlation (<inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mi>R</mi><mo>≈</mo><mrow><mn>0.87</mn></mrow></mrow></semantics></math></inline-formula>) is observed between the two datasets. The temporal variations of <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mi>β</mi></semantics></math></inline-formula> also show a maximum in June. Satellite observations confirm more aerosols during the summer season, which are mostly related to the African monsoon.
topic linke turbidity
angstrom coefficient
clear sky model
url https://www.mdpi.com/2072-4292/13/12/2271
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spelling doaj-c77a97a0d6e7406fb163511a4d50c12f2021-06-30T23:48:34ZengMDPI AGRemote Sensing2072-42922021-06-01132271227110.3390/rs13122271Study of Atmospheric Turbidity in a Northern Tropical Region Using Models and Measurements of Global Solar RadiationMohamed Zaiani0Abdanour Irbah1Djelloul Djafer2Constantino Listowski3Julien Delanoe4Dimitris Kaskaoutis5Sabrina Belaid Boualit6Fatima Chouireb7Mohamed Mimouni8Unité de Recherche Appliquée en Energies Renouvelables, URAER, Centre de Devellopement des Energies Renouvelables, CDER, Ghardaïa 47133, AlgeriaLATMOS/IPSL, UVSQ Université Paris-Saclay, Sorbonne Université, CNRS, 11 BD D’Alembert, 78280 Guyancourt, FranceUnité de Recherche Appliquée en Energies Renouvelables, URAER, Centre de Devellopement des Energies Renouvelables, CDER, Ghardaïa 47133, AlgeriaLATMOS/IPSL, UVSQ Université Paris-Saclay, Sorbonne Université, CNRS, 11 BD D’Alembert, 78280 Guyancourt, FranceLATMOS/IPSL, UVSQ Université Paris-Saclay, Sorbonne Université, CNRS, 11 BD D’Alembert, 78280 Guyancourt, FranceInstitute for Environmental Research and Sustainable Development, National Observatory of Athens, Palaia Penteli, 15236 Athens, GreeceUnité de Recherche Appliquée en Energies Renouvelables, URAER, Centre de Devellopement des Energies Renouvelables, CDER, Ghardaïa 47133, AlgeriaLaboratoire des Télécommunications, Signaux et Systèmes LTSS, Université Amar Telidji, Laghouat 03000, AlgeriaOffice National de la Métórologie, Direction Régionale Sud, Tamanrasset 11000, AlgeriaRadiative transfer in the Earth’s atmosphere under clear-sky conditions strongly depends on turbidity due to aerosols and hydrometeors. It is therefore important to know its temporal radiative properties for a given site when the objective is to optimize the solar energy that is collected there. Turbidity can be studied via measurements and models of the global solar radiation reaching the ground in cloudless conditions. These models generally depend on two parameters, namely the Angström turbidity coefficient and the Linke factor. This article aims to do a comparative study of five models of global solar radiation, all dependent on the Linke factor, based on real data. The measurements are provided by the Tamanrasset Meteorological Center (Algeria), which has a long series of global solar radiation data recorded between 2005 and 2011. Additional data from AERONET and MODIS onboard the TERRA satellite were also used to perform the comparison between the two estimated parameters and those obtained from AERONET. The study shows that the ESRA models are the most reliable among the five models for estimating the Linke factor with a correlation coefficient <i>R</i> of the data fits of 0.9995, a RMSE of 13.44 W/m<sup>2</sup>, a MBE of −0.64 W/m<sup>2</sup> and a MAPE of 6.44%. The maximum and minimum statistical values were reached, respectively, in June and during the autumn months. The best correlation is also observed in the case of ESRA models between the Linke parameter and the joint optical thickness of aerosols and the total column-integrated water vapor. The Angström turbidity coefficient <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mi>β</mi></semantics></math></inline-formula>, calculated from the Linke factor and MODIS data, has values less than 0.02 at 9% of the cases, and 76% present values ranging between 0.02 and 0.15 and 13% higher than 0.15. These <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mi>β</mi></semantics></math></inline-formula> values are validated by AERONET measurements since a very good correlation (<inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mi>R</mi><mo>≈</mo><mrow><mn>0.87</mn></mrow></mrow></semantics></math></inline-formula>) is observed between the two datasets. The temporal variations of <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mi>β</mi></semantics></math></inline-formula> also show a maximum in June. Satellite observations confirm more aerosols during the summer season, which are mostly related to the African monsoon.https://www.mdpi.com/2072-4292/13/12/2271linke turbidityangstrom coefficientclear sky model