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...
Published in: | Atmospheric Measurement Techniques |
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Format: | Article in Journal/Newspaper |
Language: | English |
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Copernicus Publications
2022
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Online Access: | https://doi.org/10.5194/amt-15-4135-2022 https://doaj.org/article/ca50ebb6b32b421b9fb380f4b02e4c05 |
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author | A. Sinyuk B. N. Holben T. F. Eck D. M. Giles I. Slutsker O. Dubovik J. S. Schafer A. Smirnov M. Sorokin |
author_facet | A. Sinyuk B. N. Holben T. F. Eck D. M. Giles I. Slutsker O. Dubovik J. S. Schafer A. Smirnov M. Sorokin |
author_sort | A. Sinyuk |
collection | Directory of Open Access Journals: DOAJ Articles |
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container_title | Atmospheric Measurement Techniques |
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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 | Article in Journal/Newspaper |
genre | Aerosol Robotic Network |
genre_facet | Aerosol Robotic Network |
id | ftdoajarticles:oai:doaj.org/article:ca50ebb6b32b421b9fb380f4b02e4c05 |
institution | Open Polar |
language | English |
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op_container_end_page | 4151 |
op_doi | https://doi.org/10.5194/amt-15-4135-2022 |
op_relation | https://amt.copernicus.org/articles/15/4135/2022/amt-15-4135-2022.pdf https://doaj.org/toc/1867-1381 https://doaj.org/toc/1867-8548 doi:10.5194/amt-15-4135-2022 1867-1381 1867-8548 https://doaj.org/article/ca50ebb6b32b421b9fb380f4b02e4c05 |
op_source | Atmospheric Measurement Techniques, Vol 15, Pp 4135-4151 (2022) |
publishDate | 2022 |
publisher | Copernicus Publications |
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spelling | ftdoajarticles:oai:doaj.org/article:ca50ebb6b32b421b9fb380f4b02e4c05 2025-01-16T18:38:56+00:00 Employing relaxed smoothness constraints on imaginary part of refractive index in AERONET aerosol retrieval algorithm A. Sinyuk B. N. Holben T. F. Eck D. M. Giles I. Slutsker O. Dubovik J. S. Schafer A. Smirnov M. Sorokin 2022-07-01T00:00:00Z https://doi.org/10.5194/amt-15-4135-2022 https://doaj.org/article/ca50ebb6b32b421b9fb380f4b02e4c05 EN eng Copernicus Publications https://amt.copernicus.org/articles/15/4135/2022/amt-15-4135-2022.pdf https://doaj.org/toc/1867-1381 https://doaj.org/toc/1867-8548 doi:10.5194/amt-15-4135-2022 1867-1381 1867-8548 https://doaj.org/article/ca50ebb6b32b421b9fb380f4b02e4c05 Atmospheric Measurement Techniques, Vol 15, Pp 4135-4151 (2022) Environmental engineering TA170-171 Earthwork. Foundations TA715-787 article 2022 ftdoajarticles https://doi.org/10.5194/amt-15-4135-2022 2022-12-30T23:17:08Z 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 ... Article in Journal/Newspaper Aerosol Robotic Network Directory of Open Access Journals: DOAJ Articles Atmospheric Measurement Techniques 15 14 4135 4151 |
spellingShingle | Environmental engineering TA170-171 Earthwork. Foundations TA715-787 A. Sinyuk B. N. Holben T. F. Eck D. M. Giles I. Slutsker O. Dubovik J. S. Schafer A. Smirnov M. Sorokin Employing relaxed smoothness constraints on imaginary part of refractive index in AERONET aerosol retrieval algorithm |
title | 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_short | 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 |
topic | Environmental engineering TA170-171 Earthwork. Foundations TA715-787 |
topic_facet | Environmental engineering TA170-171 Earthwork. Foundations TA715-787 |
url | https://doi.org/10.5194/amt-15-4135-2022 https://doaj.org/article/ca50ebb6b32b421b9fb380f4b02e4c05 |