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

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...

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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
Format: Text
Language:English
Published: 2022
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Online Access:https://doi.org/10.5194/amt-15-4135-2022
https://amt.copernicus.org/articles/15/4135/2022/
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spelling ftcopernicus:oai:publications.copernicus.org:amt101515 2023-05-15T13:07:01+02:00 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 2022-07-20 application/pdf https://doi.org/10.5194/amt-15-4135-2022 https://amt.copernicus.org/articles/15/4135/2022/ eng eng doi:10.5194/amt-15-4135-2022 https://amt.copernicus.org/articles/15/4135/2022/ eISSN: 1867-8548 Text 2022 ftcopernicus https://doi.org/10.5194/amt-15-4135-2022 2022-07-25T16:22:41Z 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 is analyzed for case ... Text Aerosol Robotic Network Copernicus Publications: E-Journals Atmospheric Measurement Techniques 15 14 4135 4151
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collection Copernicus Publications: E-Journals
op_collection_id ftcopernicus
language English
description 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 is analyzed for case ...
format Text
author Sinyuk, Alexander
Holben, Brent N.
Eck, Thomas F.
Giles, David M.
Slutsker, Ilya
Dubovik, Oleg
Schafer, Joel S.
Smirnov, Alexander
Sorokin, Mikhail
spellingShingle 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
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
publishDate 2022
url https://doi.org/10.5194/amt-15-4135-2022
https://amt.copernicus.org/articles/15/4135/2022/
genre Aerosol Robotic Network
genre_facet Aerosol Robotic Network
op_source eISSN: 1867-8548
op_relation doi:10.5194/amt-15-4135-2022
https://amt.copernicus.org/articles/15/4135/2022/
op_doi https://doi.org/10.5194/amt-15-4135-2022
container_title Atmospheric Measurement Techniques
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