Employing relaxed smoothness constraints on imaginary part of refractive index in AERONET aerosol retrieval algorithm

International audience In the Aerosol Robotic Network (AERONET) retrieval algorithm, smoothness constraints on the imaginary part of the refractive index provide control of retrieved spectral dependence of aerosol absorption by preventing the inversion code from fitting the noise in optical measurem...

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Published in:Atmospheric Measurement Techniques
Main Authors: Sinyuk, Alexander, Holben, Brent N., Eck, Thomas F., Giles, David M., Slutsker, Ilya, Dubovik, Oleg, Schafer, Joel S., Smirnov, Alexander, Sorokin, Mikhail
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 2022
Subjects:
Online Access:https://insu.hal.science/insu-03779810
https://insu.hal.science/insu-03779810/document
https://insu.hal.science/insu-03779810/file/amt-15-4135-2022.pdf
https://doi.org/10.5194/amt-15-4135-2022
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spelling ftunivlille:oai:HAL:insu-03779810v1 2024-06-23T07:45:00+00:00 Employing relaxed smoothness constraints on imaginary part of refractive index in AERONET aerosol retrieval algorithm Sinyuk, Alexander Holben, Brent N. Eck, Thomas F. Giles, David M. Slutsker, Ilya Dubovik, Oleg Schafer, Joel S. Smirnov, Alexander Sorokin, Mikhail 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) 2022 https://insu.hal.science/insu-03779810 https://insu.hal.science/insu-03779810/document https://insu.hal.science/insu-03779810/file/amt-15-4135-2022.pdf https://doi.org/10.5194/amt-15-4135-2022 en eng HAL CCSD European Geosciences Union info:eu-repo/semantics/altIdentifier/doi/10.5194/amt-15-4135-2022 insu-03779810 https://insu.hal.science/insu-03779810 https://insu.hal.science/insu-03779810/document https://insu.hal.science/insu-03779810/file/amt-15-4135-2022.pdf BIBCODE: 2022AMT.15.4135S doi:10.5194/amt-15-4135-2022 http://creativecommons.org/licenses/by/ info:eu-repo/semantics/OpenAccess ISSN: 1867-1381 EISSN: 1867-8548 Atmospheric Measurement Techniques https://insu.hal.science/insu-03779810 Atmospheric Measurement Techniques, 2022, 15, pp.4135-4151. ⟨10.5194/amt-15-4135-2022⟩ [SDU]Sciences of the Universe [physics] info:eu-repo/semantics/article Journal articles 2022 ftunivlille https://doi.org/10.5194/amt-15-4135-2022 2024-06-10T14:49:09Z International audience In the Aerosol Robotic Network (AERONET) retrieval algorithm, smoothness constraints on the imaginary part of the refractive index provide control of retrieved spectral dependence of aerosol absorption by preventing the inversion code from fitting the noise in optical measurements and thus avoiding unrealistic oscillations of retrievals with wavelength. The history of implementation of the smoothness constraints in the AERONET retrieval algorithm is discussed. It is shown that the latest version of the smoothness constraints on the imaginary part of refractive index, termed standard and employed by Version 3 of the retrieval algorithm, should be modified to account for strong variability of light absorption by brown-carbon-containing aerosols in UV through mid-visible parts of the solar spectrum. In Version 3 strong spectral constraints were imposed at high values of the Ångström exponent (440-870 nm) since black carbon was assumed to be the primary absorber, while the constraints became increasingly relaxed as aerosol exponent deceased to allow for wavelength dependence of absorption for dust aerosols. The new version of the smoothness constraints on the imaginary part of the refractive index assigns different weights to different pairs of wavelengths, which are the same for all values of the Ångström exponent. For example, in the case of four-wavelength input, the weights assigned to short-wavelength pairs (440-675, 675-870 nm) are small so that smoothness constraints do not suppress natural spectral variability of the imaginary part of the refractive index. At longer wavelengths (870-1020 nm), however, the weight is 10 times higher to provide additional constraints on the imaginary part of refractive index retrievals of aerosols with a high Ångström exponent due to low sensitivity to aerosol absorption for longer channels at relatively low aerosol optical depths. The effect of applying the new version of smoothness constraints, termed relaxed, on retrievals of single-scattering albedo ... Article in Journal/Newspaper Aerosol Robotic Network LillOA (HAL Lille Open Archive, Université de Lille) Atmospheric Measurement Techniques 15 14 4135 4151
institution Open Polar
collection LillOA (HAL Lille Open Archive, Université de Lille)
op_collection_id ftunivlille
language English
topic [SDU]Sciences of the Universe [physics]
spellingShingle [SDU]Sciences of the Universe [physics]
Sinyuk, Alexander
Holben, Brent N.
Eck, Thomas F.
Giles, David M.
Slutsker, Ilya
Dubovik, Oleg
Schafer, Joel S.
Smirnov, Alexander
Sorokin, Mikhail
Employing relaxed smoothness constraints on imaginary part of refractive index in AERONET aerosol retrieval algorithm
topic_facet [SDU]Sciences of the Universe [physics]
description International audience In the Aerosol Robotic Network (AERONET) retrieval algorithm, smoothness constraints on the imaginary part of the refractive index provide control of retrieved spectral dependence of aerosol absorption by preventing the inversion code from fitting the noise in optical measurements and thus avoiding unrealistic oscillations of retrievals with wavelength. The history of implementation of the smoothness constraints in the AERONET retrieval algorithm is discussed. It is shown that the latest version of the smoothness constraints on the imaginary part of refractive index, termed standard and employed by Version 3 of the retrieval algorithm, should be modified to account for strong variability of light absorption by brown-carbon-containing aerosols in UV through mid-visible parts of the solar spectrum. In Version 3 strong spectral constraints were imposed at high values of the Ångström exponent (440-870 nm) since black carbon was assumed to be the primary absorber, while the constraints became increasingly relaxed as aerosol exponent deceased to allow for wavelength dependence of absorption for dust aerosols. The new version of the smoothness constraints on the imaginary part of the refractive index assigns different weights to different pairs of wavelengths, which are the same for all values of the Ångström exponent. For example, in the case of four-wavelength input, the weights assigned to short-wavelength pairs (440-675, 675-870 nm) are small so that smoothness constraints do not suppress natural spectral variability of the imaginary part of the refractive index. At longer wavelengths (870-1020 nm), however, the weight is 10 times higher to provide additional constraints on the imaginary part of refractive index retrievals of aerosols with a high Ångström exponent due to low sensitivity to aerosol absorption for longer channels at relatively low aerosol optical depths. The effect of applying the new version of smoothness constraints, termed relaxed, on retrievals of single-scattering albedo ...
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 Sinyuk, Alexander
Holben, Brent N.
Eck, Thomas F.
Giles, David M.
Slutsker, Ilya
Dubovik, Oleg
Schafer, Joel S.
Smirnov, Alexander
Sorokin, Mikhail
author_facet Sinyuk, Alexander
Holben, Brent N.
Eck, Thomas F.
Giles, David M.
Slutsker, Ilya
Dubovik, Oleg
Schafer, Joel S.
Smirnov, Alexander
Sorokin, Mikhail
author_sort Sinyuk, Alexander
title Employing relaxed smoothness constraints on imaginary part of refractive index in AERONET aerosol retrieval algorithm
title_short Employing relaxed smoothness constraints on imaginary part of refractive index in AERONET aerosol retrieval algorithm
title_full Employing relaxed smoothness constraints on imaginary part of refractive index in AERONET aerosol retrieval algorithm
title_fullStr Employing relaxed smoothness constraints on imaginary part of refractive index in AERONET aerosol retrieval algorithm
title_full_unstemmed Employing relaxed smoothness constraints on imaginary part of refractive index in AERONET aerosol retrieval algorithm
title_sort employing relaxed smoothness constraints on imaginary part of refractive index in aeronet aerosol retrieval algorithm
publisher HAL CCSD
publishDate 2022
url https://insu.hal.science/insu-03779810
https://insu.hal.science/insu-03779810/document
https://insu.hal.science/insu-03779810/file/amt-15-4135-2022.pdf
https://doi.org/10.5194/amt-15-4135-2022
genre Aerosol Robotic Network
genre_facet Aerosol Robotic Network
op_source ISSN: 1867-1381
EISSN: 1867-8548
Atmospheric Measurement Techniques
https://insu.hal.science/insu-03779810
Atmospheric Measurement Techniques, 2022, 15, pp.4135-4151. ⟨10.5194/amt-15-4135-2022⟩
op_relation info:eu-repo/semantics/altIdentifier/doi/10.5194/amt-15-4135-2022
insu-03779810
https://insu.hal.science/insu-03779810
https://insu.hal.science/insu-03779810/document
https://insu.hal.science/insu-03779810/file/amt-15-4135-2022.pdf
BIBCODE: 2022AMT.15.4135S
doi:10.5194/amt-15-4135-2022
op_rights http://creativecommons.org/licenses/by/
info:eu-repo/semantics/OpenAccess
op_doi https://doi.org/10.5194/amt-15-4135-2022
container_title Atmospheric Measurement Techniques
container_volume 15
container_issue 14
container_start_page 4135
op_container_end_page 4151
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