Merging regional and global aerosol optical depth records from major available satellite products

International audience Satellite instruments provide a vantage point for studying aerosol loading consistently over different regions of the world. However, the typical lifetime of a single satellite platform is on the order of 5-15 years; thus, for climate studies, the use of multiple satellite sen...

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Published in:Atmospheric Chemistry and Physics
Main Authors: Sogacheva, Larisa, Popp, Thomas, Sayer, Andrew, Doubovik, Oleg, Dubovik, Garay, Michael, Heckel, Andreas, Hsu, N. Christina, Jethva, Hiren, Kahn, Ralph, Kolmonen, Pekka, Kosmale, Miriam, de Leeuw, Gerrit, Levy, Robert, Litvinov, Pavel, Lyapustin, Alexei, North, Peter, Torres, Omar, Arola, Antti
Other Authors: Laboratoire d’Optique Atmosphérique - UMR 8518 (LOA), Institut national des sciences de l'Univers (INSU - CNRS)-Université de Lille-Centre National de la Recherche Scientifique (CNRS)
Format: Article in Journal/Newspaper
Language:English
Published: HAL CCSD 2020
Subjects:
Online Access:https://hal.science/hal-03008674
https://hal.science/hal-03008674/document
https://hal.science/hal-03008674/file/acp-20-2031-2020.pdf
https://doi.org/10.5194/acp-20-2031-2020
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spelling ftunivlille:oai:HAL:hal-03008674v1 2024-06-23T07:44:59+00:00 Merging regional and global aerosol optical depth records from major available satellite products Sogacheva, Larisa Popp, Thomas Sayer, Andrew Doubovik, Oleg, Dubovik Garay, Michael Heckel, Andreas Hsu, N. Christina Jethva, Hiren Kahn, Ralph Kolmonen, Pekka Kosmale, Miriam de Leeuw, Gerrit Levy, Robert Litvinov, Pavel Lyapustin, Alexei North, Peter Torres, Omar Arola, Antti Laboratoire d’Optique Atmosphérique - UMR 8518 (LOA) Institut national des sciences de l'Univers (INSU - CNRS)-Université de Lille-Centre National de la Recherche Scientifique (CNRS) 2020-02-24 https://hal.science/hal-03008674 https://hal.science/hal-03008674/document https://hal.science/hal-03008674/file/acp-20-2031-2020.pdf https://doi.org/10.5194/acp-20-2031-2020 en eng HAL CCSD European Geosciences Union info:eu-repo/semantics/altIdentifier/doi/10.5194/acp-20-2031-2020 hal-03008674 https://hal.science/hal-03008674 https://hal.science/hal-03008674/document https://hal.science/hal-03008674/file/acp-20-2031-2020.pdf doi:10.5194/acp-20-2031-2020 http://creativecommons.org/licenses/by/ info:eu-repo/semantics/OpenAccess ISSN: 1680-7316 EISSN: 1680-7324 Atmospheric Chemistry and Physics https://hal.science/hal-03008674 Atmospheric Chemistry and Physics, 2020, 20 (4), pp.2031-2056. ⟨10.5194/acp-20-2031-2020⟩ [SDE]Environmental Sciences info:eu-repo/semantics/article Journal articles 2020 ftunivlille https://doi.org/10.5194/acp-20-2031-2020 2024-06-10T14:59:20Z International audience Satellite instruments provide a vantage point for studying aerosol loading consistently over different regions of the world. However, the typical lifetime of a single satellite platform is on the order of 5-15 years; thus, for climate studies, the use of multiple satellite sensors should be considered. Discrepancies exist between aerosol optical depth (AOD) products due to differences in their information content , spatial and temporal sampling, calibration, cloud masking , and algorithmic assumptions. Users of satellite-based AOD time-series are confronted with the challenge of choosing an appropriate dataset for the intended application. In this study, 16 monthly AOD products obtained from different satellite sensors and with different algorithms were inter-compared and evaluated against Aerosol Robotic Network (AERONET) monthly AOD. Global and regional analyses indicate that products tend to agree qualitatively on the annual, seasonal and monthly timescales but may be offset in magnitude. Several approaches were then investigated to merge the AOD records from different satellites and create an optimised AOD dataset. With few exceptions, all merging approaches lead to similar results, indicating the robustness and stability of the merged AOD products. We introduce a grid-ded monthly AOD merged product for the period 1995-2017. We show that the quality of the merged product is as least as good as that of individual products. Optimal agreement of the AOD merged product with AERONET further demonstrates the advantage of merging multiple products. This merged dataset provides a long-term perspective on AOD changes over different regions of the world, and users are encouraged to use this dataset. Article in Journal/Newspaper Aerosol Robotic Network LillOA (HAL Lille Open Archive, Université de Lille) Atmospheric Chemistry and Physics 20 4 2031 2056
institution Open Polar
collection LillOA (HAL Lille Open Archive, Université de Lille)
op_collection_id ftunivlille
language English
topic [SDE]Environmental Sciences
spellingShingle [SDE]Environmental Sciences
Sogacheva, Larisa
Popp, Thomas
Sayer, Andrew
Doubovik, Oleg, Dubovik
Garay, Michael
Heckel, Andreas
Hsu, N. Christina
Jethva, Hiren
Kahn, Ralph
Kolmonen, Pekka
Kosmale, Miriam
de Leeuw, Gerrit
Levy, Robert
Litvinov, Pavel
Lyapustin, Alexei
North, Peter
Torres, Omar
Arola, Antti
Merging regional and global aerosol optical depth records from major available satellite products
topic_facet [SDE]Environmental Sciences
description International audience Satellite instruments provide a vantage point for studying aerosol loading consistently over different regions of the world. However, the typical lifetime of a single satellite platform is on the order of 5-15 years; thus, for climate studies, the use of multiple satellite sensors should be considered. Discrepancies exist between aerosol optical depth (AOD) products due to differences in their information content , spatial and temporal sampling, calibration, cloud masking , and algorithmic assumptions. Users of satellite-based AOD time-series are confronted with the challenge of choosing an appropriate dataset for the intended application. In this study, 16 monthly AOD products obtained from different satellite sensors and with different algorithms were inter-compared and evaluated against Aerosol Robotic Network (AERONET) monthly AOD. Global and regional analyses indicate that products tend to agree qualitatively on the annual, seasonal and monthly timescales but may be offset in magnitude. Several approaches were then investigated to merge the AOD records from different satellites and create an optimised AOD dataset. With few exceptions, all merging approaches lead to similar results, indicating the robustness and stability of the merged AOD products. We introduce a grid-ded monthly AOD merged product for the period 1995-2017. We show that the quality of the merged product is as least as good as that of individual products. Optimal agreement of the AOD merged product with AERONET further demonstrates the advantage of merging multiple products. This merged dataset provides a long-term perspective on AOD changes over different regions of the world, and users are encouraged to use this dataset.
author2 Laboratoire d’Optique Atmosphérique - UMR 8518 (LOA)
Institut national des sciences de l'Univers (INSU - CNRS)-Université de Lille-Centre National de la Recherche Scientifique (CNRS)
format Article in Journal/Newspaper
author Sogacheva, Larisa
Popp, Thomas
Sayer, Andrew
Doubovik, Oleg, Dubovik
Garay, Michael
Heckel, Andreas
Hsu, N. Christina
Jethva, Hiren
Kahn, Ralph
Kolmonen, Pekka
Kosmale, Miriam
de Leeuw, Gerrit
Levy, Robert
Litvinov, Pavel
Lyapustin, Alexei
North, Peter
Torres, Omar
Arola, Antti
author_facet Sogacheva, Larisa
Popp, Thomas
Sayer, Andrew
Doubovik, Oleg, Dubovik
Garay, Michael
Heckel, Andreas
Hsu, N. Christina
Jethva, Hiren
Kahn, Ralph
Kolmonen, Pekka
Kosmale, Miriam
de Leeuw, Gerrit
Levy, Robert
Litvinov, Pavel
Lyapustin, Alexei
North, Peter
Torres, Omar
Arola, Antti
author_sort Sogacheva, Larisa
title Merging regional and global aerosol optical depth records from major available satellite products
title_short Merging regional and global aerosol optical depth records from major available satellite products
title_full Merging regional and global aerosol optical depth records from major available satellite products
title_fullStr Merging regional and global aerosol optical depth records from major available satellite products
title_full_unstemmed Merging regional and global aerosol optical depth records from major available satellite products
title_sort merging regional and global aerosol optical depth records from major available satellite products
publisher HAL CCSD
publishDate 2020
url https://hal.science/hal-03008674
https://hal.science/hal-03008674/document
https://hal.science/hal-03008674/file/acp-20-2031-2020.pdf
https://doi.org/10.5194/acp-20-2031-2020
genre Aerosol Robotic Network
genre_facet Aerosol Robotic Network
op_source ISSN: 1680-7316
EISSN: 1680-7324
Atmospheric Chemistry and Physics
https://hal.science/hal-03008674
Atmospheric Chemistry and Physics, 2020, 20 (4), pp.2031-2056. ⟨10.5194/acp-20-2031-2020⟩
op_relation info:eu-repo/semantics/altIdentifier/doi/10.5194/acp-20-2031-2020
hal-03008674
https://hal.science/hal-03008674
https://hal.science/hal-03008674/document
https://hal.science/hal-03008674/file/acp-20-2031-2020.pdf
doi:10.5194/acp-20-2031-2020
op_rights http://creativecommons.org/licenses/by/
info:eu-repo/semantics/OpenAccess
op_doi https://doi.org/10.5194/acp-20-2031-2020
container_title Atmospheric Chemistry and Physics
container_volume 20
container_issue 4
container_start_page 2031
op_container_end_page 2056
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