A Dark Target research aerosol algorithm for MODIS observations over eastern China: increasing coverage while maintaining accuracy at high aerosol loading
Satellite aerosol products such as the Dark Target (DT) produced from the MODerate resolution Imaging Spectroradiometer (MODIS) are useful for monitoring the progress of air pollution. Unfortunately, the DT often fails to retrieve during the heaviest aerosol events as well as the more moderate event...
Published in: | Atmospheric Measurement Techniques |
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Copernicus Publications
2021
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Online Access: | https://doi.org/10.5194/amt-14-3449-2021 https://doaj.org/article/5fa0be3851884dc89d652c2a522f5c04 |
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author | Y. R. Shi R. C. Levy L. Yang L. A. Remer S. Mattoo O. Dubovik |
author_facet | Y. R. Shi R. C. Levy L. Yang L. A. Remer S. Mattoo O. Dubovik |
author_sort | Y. R. Shi |
collection | Directory of Open Access Journals: DOAJ Articles |
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container_title | Atmospheric Measurement Techniques |
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description | Satellite aerosol products such as the Dark Target (DT) produced from the MODerate resolution Imaging Spectroradiometer (MODIS) are useful for monitoring the progress of air pollution. Unfortunately, the DT often fails to retrieve during the heaviest aerosol events as well as the more moderate events in winter. Some of the literature attributes this lack of retrieval to the cloud mask. However, we found this lack of retrieval is mainly traced to thresholds used for masking of inland water and snow. Modifications to these two masks greatly increase 50 % of the retrievals of aerosol optical depth at 0.55 µ m (AOD) greater than 1.0. The “extra”-high-AOD retrievals tend to be biased when compared with a ground-based sun photometer (AErosol RObotic NETwork, AERONET). Reducing bias in new retrievals requires two additional steps. One is an update to the assumed aerosol optical properties (aerosol model); the haze in this region is both less absorbing and lower in altitude than what is assumed in the global algorithm. The second is accounting for the scale height of the aerosol, specifically that the heavy-aerosol events in the region are much closer to the surface than what is assumed by the global DT algorithm. The resulting combination of modified masking thresholds, new aerosol model, and lower aerosol layer scale height was applied to 3 months of MODIS observations (January–March 2013) over eastern China. After these two additional steps are implemented, the significant increase in new retrievals introduces no overall bias at a high-AOD regime but does degrade other overall validation statistics. We also find that the research algorithm is able to identify additional pollution events that AERONET instruments may not due to different spatial sampling. Mean AOD retrieved from the research algorithm increases from 0.11 to 0.18 compared to values calculated from the operational DT algorithm during January to March of 2013 over the study area. But near Beijing, where the severe pollution occurs, the new algorithm ... |
format | Article in Journal/Newspaper |
genre | Aerosol Robotic Network |
genre_facet | Aerosol Robotic Network |
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op_doi | https://doi.org/10.5194/amt-14-3449-2021 |
op_relation | https://amt.copernicus.org/articles/14/3449/2021/amt-14-3449-2021.pdf https://doaj.org/toc/1867-1381 https://doaj.org/toc/1867-8548 doi:10.5194/amt-14-3449-2021 1867-1381 1867-8548 https://doaj.org/article/5fa0be3851884dc89d652c2a522f5c04 |
op_source | Atmospheric Measurement Techniques, Vol 14, Pp 3449-3468 (2021) |
publishDate | 2021 |
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spelling | ftdoajarticles:oai:doaj.org/article:5fa0be3851884dc89d652c2a522f5c04 2025-01-16T18:39:12+00:00 A Dark Target research aerosol algorithm for MODIS observations over eastern China: increasing coverage while maintaining accuracy at high aerosol loading Y. R. Shi R. C. Levy L. Yang L. A. Remer S. Mattoo O. Dubovik 2021-05-01T00:00:00Z https://doi.org/10.5194/amt-14-3449-2021 https://doaj.org/article/5fa0be3851884dc89d652c2a522f5c04 EN eng Copernicus Publications https://amt.copernicus.org/articles/14/3449/2021/amt-14-3449-2021.pdf https://doaj.org/toc/1867-1381 https://doaj.org/toc/1867-8548 doi:10.5194/amt-14-3449-2021 1867-1381 1867-8548 https://doaj.org/article/5fa0be3851884dc89d652c2a522f5c04 Atmospheric Measurement Techniques, Vol 14, Pp 3449-3468 (2021) Environmental engineering TA170-171 Earthwork. Foundations TA715-787 article 2021 ftdoajarticles https://doi.org/10.5194/amt-14-3449-2021 2022-12-31T09:11:12Z Satellite aerosol products such as the Dark Target (DT) produced from the MODerate resolution Imaging Spectroradiometer (MODIS) are useful for monitoring the progress of air pollution. Unfortunately, the DT often fails to retrieve during the heaviest aerosol events as well as the more moderate events in winter. Some of the literature attributes this lack of retrieval to the cloud mask. However, we found this lack of retrieval is mainly traced to thresholds used for masking of inland water and snow. Modifications to these two masks greatly increase 50 % of the retrievals of aerosol optical depth at 0.55 µ m (AOD) greater than 1.0. The “extra”-high-AOD retrievals tend to be biased when compared with a ground-based sun photometer (AErosol RObotic NETwork, AERONET). Reducing bias in new retrievals requires two additional steps. One is an update to the assumed aerosol optical properties (aerosol model); the haze in this region is both less absorbing and lower in altitude than what is assumed in the global algorithm. The second is accounting for the scale height of the aerosol, specifically that the heavy-aerosol events in the region are much closer to the surface than what is assumed by the global DT algorithm. The resulting combination of modified masking thresholds, new aerosol model, and lower aerosol layer scale height was applied to 3 months of MODIS observations (January–March 2013) over eastern China. After these two additional steps are implemented, the significant increase in new retrievals introduces no overall bias at a high-AOD regime but does degrade other overall validation statistics. We also find that the research algorithm is able to identify additional pollution events that AERONET instruments may not due to different spatial sampling. Mean AOD retrieved from the research algorithm increases from 0.11 to 0.18 compared to values calculated from the operational DT algorithm during January to March of 2013 over the study area. But near Beijing, where the severe pollution occurs, the new algorithm ... Article in Journal/Newspaper Aerosol Robotic Network Directory of Open Access Journals: DOAJ Articles Atmospheric Measurement Techniques 14 5 3449 3468 |
spellingShingle | Environmental engineering TA170-171 Earthwork. Foundations TA715-787 Y. R. Shi R. C. Levy L. Yang L. A. Remer S. Mattoo O. Dubovik A Dark Target research aerosol algorithm for MODIS observations over eastern China: increasing coverage while maintaining accuracy at high aerosol loading |
title | A Dark Target research aerosol algorithm for MODIS observations over eastern China: increasing coverage while maintaining accuracy at high aerosol loading |
title_full | A Dark Target research aerosol algorithm for MODIS observations over eastern China: increasing coverage while maintaining accuracy at high aerosol loading |
title_fullStr | A Dark Target research aerosol algorithm for MODIS observations over eastern China: increasing coverage while maintaining accuracy at high aerosol loading |
title_full_unstemmed | A Dark Target research aerosol algorithm for MODIS observations over eastern China: increasing coverage while maintaining accuracy at high aerosol loading |
title_short | A Dark Target research aerosol algorithm for MODIS observations over eastern China: increasing coverage while maintaining accuracy at high aerosol loading |
title_sort | dark target research aerosol algorithm for modis observations over eastern china: increasing coverage while maintaining accuracy at high aerosol loading |
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-14-3449-2021 https://doaj.org/article/5fa0be3851884dc89d652c2a522f5c04 |