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: María Ángeles Obregón, Gonçalo Rodrigues, Maria Joao Costa, Miguel Potes, Ana Maria Silva
Format: Article in Journal/Newspaper
Language:English
Published: MDPI AG 2019
Subjects:
Q
Online Access:https://doi.org/10.3390/rs11141649
https://doaj.org/article/4aff8187a8b148e08ac5e067403e7926
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spelling ftdoajarticles:oai:doaj.org/article:4aff8187a8b148e08ac5e067403e7926 2023-05-15T13:07:07+02:00 Validation of ESA Sentinel-2 L2A Aerosol Optical Thickness and Columnar Water Vapour during 2017–2018 María Ángeles Obregón Gonçalo Rodrigues Maria Joao Costa Miguel Potes Ana Maria Silva 2019-07-01T00:00:00Z https://doi.org/10.3390/rs11141649 https://doaj.org/article/4aff8187a8b148e08ac5e067403e7926 EN eng MDPI AG https://www.mdpi.com/2072-4292/11/14/1649 https://doaj.org/toc/2072-4292 2072-4292 doi:10.3390/rs11141649 https://doaj.org/article/4aff8187a8b148e08ac5e067403e7926 Remote Sensing, Vol 11, Iss 14, p 1649 (2019) validation aerosol optical depth integrated water vapour Sentinel-2 AERONET Science Q article 2019 ftdoajarticles https://doi.org/10.3390/rs11141649 2022-12-31T15:17:59Z 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 R 2 , 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 Directory of Open Access Journals: DOAJ Articles The Sentinel ENVELOPE(73.317,73.317,-52.983,-52.983) Remote Sensing 11 14 1649
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic validation
aerosol optical depth
integrated water vapour
Sentinel-2
AERONET
Science
Q
spellingShingle validation
aerosol optical depth
integrated water vapour
Sentinel-2
AERONET
Science
Q
María Ángeles Obregón
Gonçalo Rodrigues
Maria Joao Costa
Miguel Potes
Ana Maria Silva
Validation of ESA Sentinel-2 L2A Aerosol Optical Thickness and Columnar Water Vapour during 2017–2018
topic_facet validation
aerosol optical depth
integrated water vapour
Sentinel-2
AERONET
Science
Q
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 R 2 , 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 María Ángeles Obregón
Gonçalo Rodrigues
Maria Joao Costa
Miguel Potes
Ana Maria Silva
author_facet María Ángeles Obregón
Gonçalo Rodrigues
Maria Joao Costa
Miguel Potes
Ana Maria Silva
author_sort María Ángeles Obregón
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 AG
publishDate 2019
url https://doi.org/10.3390/rs11141649
https://doaj.org/article/4aff8187a8b148e08ac5e067403e7926
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_source Remote Sensing, Vol 11, Iss 14, p 1649 (2019)
op_relation https://www.mdpi.com/2072-4292/11/14/1649
https://doaj.org/toc/2072-4292
2072-4292
doi:10.3390/rs11141649
https://doaj.org/article/4aff8187a8b148e08ac5e067403e7926
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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