Validation of ESA Sentinel-2 L2A Aerosol Optical Thickness and Columnar Water Vapour during 2017–2018.

This study presents a validation of aerosol optical thickness (AOT) and integrated water vapour (IWV) products provided by the European Space Agency (ESA) from multi-spectral imager (MSI) measurements on board the Sentinel-2 satellite (ESA-L2A). For that purpose, data from 94 Aerosol Robotic Network...

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Published in:Remote Sensing
Main Authors: Obregón, María Ángeles, Rodrigues, Gonçalo, Costa, Maria João, Potes, Miguel, Silva, Ana Maria
Format: Article in Journal/Newspaper
Language:English
Published: MDPI 2019
Subjects:
Online Access:http://hdl.handle.net/10174/25858
https://www.mdpi.com/2072-4292/11/14/1649
https://doi.org/10.3390/rs11141649
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spelling ftunivevora:oai:dspace.uevora.pt:10174/25858 2023-09-05T13:11:18+02:00 Validation of ESA Sentinel-2 L2A Aerosol Optical Thickness and Columnar Water Vapour during 2017–2018. Obregón, María Ángeles Rodrigues, Gonçalo Costa, Maria João Potes, Miguel Silva, Ana Maria 2019 http://hdl.handle.net/10174/25858 https://www.mdpi.com/2072-4292/11/14/1649 https://doi.org/10.3390/rs11141649 eng eng MDPI Obregón, M. A., G. Rodrigues , M. J. Costa, M. Potes and A. M. Silva. Validation of ESA Sentinel-2 L2A Aerosol Optical Thickness and Columnar Water Vapour during 2017–2018. Remote Sens., 11(14), 1649; 2019. https://www.mdpi.com/2072-4292/11/14/1649 http://hdl.handle.net/10174/25858 DFIS - Publicações - Artigos em Revistas Internacionais Com Arbitragem Científica; ICT - Publicações - Artigos em Revistas Internacionais Com Arbitragem Científica nines@unex.es grodrigues@uevora.pt mjcosta@uevora.pt mpotes@uevora.pt asilva@uevora.pt 390 https://doi.org/10.3390/rs11141649 restrictedAccess aerosol optical depth integrated water vapour Sentinel-2 AERONET Validation article 2019 ftunivevora https://doi.org/10.3390/rs11141649 2023-08-14T17:44:46Z This study presents a validation of aerosol optical thickness (AOT) and integrated water vapour (IWV) products provided by the European Space Agency (ESA) from multi-spectral imager (MSI) measurements on board the Sentinel-2 satellite (ESA-L2A). For that purpose, data from 94 Aerosol Robotic Network (AERONET) stations over Europe and adjacent regions, covering a wide geographical region with a variety of climate and environmental conditions and during the period between March 2017 and December 2018 have been used. The comparison between ESA-L2A and AERONET shows a better agreement for IWV than the AOT, with normalized root mean square errors (NRMSE) of 5.33% and 9.04%, respectively. This conclusion is also reflected in the values of R2, which are 0.99 and 0.65 for IWV and AOT, respectively. The study period was divided into two sub-periods, before and after 15 January 2018, when the Sentinel-2A spectral response functions of bands 1 and 2 (centered at 443 and 492 nm) were updated by ESA, in order to investigate if the lack of agreement in the AOT values was connected to the use of incorrect spectral response functions. The comparison of ESA-L2A AOT with AERONET measurements showed a better agreement for the second sub-period, with root mean square error (RMSE) values of 0.08 in comparison with 0.14 in the first sub-period. This same conclusion was attained considering mean bias error (MBE) values that decreased from 0.09 to 0.01. The ESA-L2A AOT values estimated with the new spectral response functions were closer to the correspondent reference AERONET values than the ones obtained using the previous spectral response functions. IWV was not affected by this change since the retrieval algorithm does not use bands 1 and 2 of Sentinel-2. Additionally, an analysis of potential uncertainty sources to several factors affecting the AOT comparison is presented and recommendations regarding the use of ESA-L2A AOT dataset are given. Article in Journal/Newspaper Aerosol Robotic Network Repositório Científico da Universidade de Évora The Sentinel ENVELOPE(73.317,73.317,-52.983,-52.983) Remote Sensing 11 14 1649
institution Open Polar
collection Repositório Científico da Universidade de Évora
op_collection_id ftunivevora
language English
topic aerosol optical depth
integrated water vapour
Sentinel-2
AERONET
Validation
spellingShingle aerosol optical depth
integrated water vapour
Sentinel-2
AERONET
Validation
Obregón, María Ángeles
Rodrigues, Gonçalo
Costa, Maria João
Potes, Miguel
Silva, Ana Maria
Validation of ESA Sentinel-2 L2A Aerosol Optical Thickness and Columnar Water Vapour during 2017–2018.
topic_facet aerosol optical depth
integrated water vapour
Sentinel-2
AERONET
Validation
description This study presents a validation of aerosol optical thickness (AOT) and integrated water vapour (IWV) products provided by the European Space Agency (ESA) from multi-spectral imager (MSI) measurements on board the Sentinel-2 satellite (ESA-L2A). For that purpose, data from 94 Aerosol Robotic Network (AERONET) stations over Europe and adjacent regions, covering a wide geographical region with a variety of climate and environmental conditions and during the period between March 2017 and December 2018 have been used. The comparison between ESA-L2A and AERONET shows a better agreement for IWV than the AOT, with normalized root mean square errors (NRMSE) of 5.33% and 9.04%, respectively. This conclusion is also reflected in the values of R2, which are 0.99 and 0.65 for IWV and AOT, respectively. The study period was divided into two sub-periods, before and after 15 January 2018, when the Sentinel-2A spectral response functions of bands 1 and 2 (centered at 443 and 492 nm) were updated by ESA, in order to investigate if the lack of agreement in the AOT values was connected to the use of incorrect spectral response functions. The comparison of ESA-L2A AOT with AERONET measurements showed a better agreement for the second sub-period, with root mean square error (RMSE) values of 0.08 in comparison with 0.14 in the first sub-period. This same conclusion was attained considering mean bias error (MBE) values that decreased from 0.09 to 0.01. The ESA-L2A AOT values estimated with the new spectral response functions were closer to the correspondent reference AERONET values than the ones obtained using the previous spectral response functions. IWV was not affected by this change since the retrieval algorithm does not use bands 1 and 2 of Sentinel-2. Additionally, an analysis of potential uncertainty sources to several factors affecting the AOT comparison is presented and recommendations regarding the use of ESA-L2A AOT dataset are given.
format Article in Journal/Newspaper
author Obregón, María Ángeles
Rodrigues, Gonçalo
Costa, Maria João
Potes, Miguel
Silva, Ana Maria
author_facet Obregón, María Ángeles
Rodrigues, Gonçalo
Costa, Maria João
Potes, Miguel
Silva, Ana Maria
author_sort Obregón, María Ángeles
title Validation of ESA Sentinel-2 L2A Aerosol Optical Thickness and Columnar Water Vapour during 2017–2018.
title_short Validation of ESA Sentinel-2 L2A Aerosol Optical Thickness and Columnar Water Vapour during 2017–2018.
title_full Validation of ESA Sentinel-2 L2A Aerosol Optical Thickness and Columnar Water Vapour during 2017–2018.
title_fullStr Validation of ESA Sentinel-2 L2A Aerosol Optical Thickness and Columnar Water Vapour during 2017–2018.
title_full_unstemmed Validation of ESA Sentinel-2 L2A Aerosol Optical Thickness and Columnar Water Vapour during 2017–2018.
title_sort validation of esa sentinel-2 l2a aerosol optical thickness and columnar water vapour during 2017–2018.
publisher MDPI
publishDate 2019
url http://hdl.handle.net/10174/25858
https://www.mdpi.com/2072-4292/11/14/1649
https://doi.org/10.3390/rs11141649
long_lat ENVELOPE(73.317,73.317,-52.983,-52.983)
geographic The Sentinel
geographic_facet The Sentinel
genre Aerosol Robotic Network
genre_facet Aerosol Robotic Network
op_relation Obregón, M. A., G. Rodrigues , M. J. Costa, M. Potes and A. M. Silva. Validation of ESA Sentinel-2 L2A Aerosol Optical Thickness and Columnar Water Vapour during 2017–2018. Remote Sens., 11(14), 1649; 2019.
https://www.mdpi.com/2072-4292/11/14/1649
http://hdl.handle.net/10174/25858
DFIS - Publicações - Artigos em Revistas Internacionais Com Arbitragem Científica; ICT - Publicações - Artigos em Revistas Internacionais Com Arbitragem Científica
nines@unex.es
grodrigues@uevora.pt
mjcosta@uevora.pt
mpotes@uevora.pt
asilva@uevora.pt
390
https://doi.org/10.3390/rs11141649
op_rights restrictedAccess
op_doi https://doi.org/10.3390/rs11141649
container_title Remote Sensing
container_volume 11
container_issue 14
container_start_page 1649
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