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Evaluation and Comparison of Multi-Satellite Aerosol Optical Depth Products over East Asia Ocean

The atmosphere over the ocean is an important research field that involves multiple aspects such as climate change, atmospheric pollution, weather forecasting, and marine ecosystems. It is of great significance for global sustainable development. Satellites provide a wide range of measurements of ma...

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Autores principales: Cao, Zhaoxiang, Luan, Kuifeng, Zhou, Peng, Shen, Wei, Wang, Zhenhua, Zhu, Weidong, Qiu, Zhenge, Wang, Jie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10611072/
https://www.ncbi.nlm.nih.gov/pubmed/37888664
http://dx.doi.org/10.3390/toxics11100813
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author Cao, Zhaoxiang
Luan, Kuifeng
Zhou, Peng
Shen, Wei
Wang, Zhenhua
Zhu, Weidong
Qiu, Zhenge
Wang, Jie
author_facet Cao, Zhaoxiang
Luan, Kuifeng
Zhou, Peng
Shen, Wei
Wang, Zhenhua
Zhu, Weidong
Qiu, Zhenge
Wang, Jie
author_sort Cao, Zhaoxiang
collection PubMed
description The atmosphere over the ocean is an important research field that involves multiple aspects such as climate change, atmospheric pollution, weather forecasting, and marine ecosystems. It is of great significance for global sustainable development. Satellites provide a wide range of measurements of marine aerosol optical properties and are very important to the study of aerosol characteristics over the ocean. In this study, aerosol optical depth (AOD) data from seventeen AERONET (Aerosol Robotic Network) stations were used as benchmark data to comprehensively evaluate the data accuracy of six aerosol optical thickness products from 2013 to 2020, including MODIS (Moderate-resolution Imaging Spectrometer), VIIRS (Visible Infrared Imaging Radiometer Suite), MISR (Multi-Angle Imaging Spectrometer), OMAERO (OMI/Aura Multi-wavelength algorithm), OMAERUV (OMI/Aura Near UV algorithm), and CALIPSO (Cloud-Aerosol Lidar and Infrared Pathfinder Satellite Observation) in the East Asian Ocean. In the East Asia Sea, VIIRS AOD products generally have a higher correlation coefficient (R), expected error within ratio (EE within), lower root mean square error (RMSE), and median bias (MB) than MODIS AOD products. The retrieval accuracy of AOD data from VIIRS is the highest in spring. MISR showed a higher EE than other products in the East Asian Ocean but also exhibited systematic underestimation. In most cases, the OMAERUV AOD product data are of better quality than OMAERO, and OMAERO overestimates AOD throughout the year. The CALIPSO AOD product showed an apparent underestimation of the AOD in different seasons (EE Below = 58.98%), but when the AOD range is small (0 < AOD < 0.1), the CALIPSO data accuracy is higher compared with other satellite products under small AOD range. In the South China Sea, VIIRS has higher data accuracy than MISR, while in the Bohai-Yellow Sea, East China Sea, Sea of Japan, and the western Pacific Ocean, MISR has the best data accuracy. MODIS and VIIRS show similar trends in R, EE within, MB, and RMSE under the influence of AOD, Angstrom exponent (AE), and precipitable water. The study on the temporal and spatial distribution of AOD in the East Asian Ocean shows that the annual variation of AOD is different in different sea areas, and the ocean in the coastal area is greatly affected by land-based pollution. In contrast, the AOD values in the offshore areas are lower, and the aerosol type is mainly clean marine type aerosol. These findings can help researchers in the East Asian Ocean choose the most accurate and reliable satellite AOD data product to better study atmospheric aerosols’ impact and trends.
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spelling pubmed-106110722023-10-28 Evaluation and Comparison of Multi-Satellite Aerosol Optical Depth Products over East Asia Ocean Cao, Zhaoxiang Luan, Kuifeng Zhou, Peng Shen, Wei Wang, Zhenhua Zhu, Weidong Qiu, Zhenge Wang, Jie Toxics Article The atmosphere over the ocean is an important research field that involves multiple aspects such as climate change, atmospheric pollution, weather forecasting, and marine ecosystems. It is of great significance for global sustainable development. Satellites provide a wide range of measurements of marine aerosol optical properties and are very important to the study of aerosol characteristics over the ocean. In this study, aerosol optical depth (AOD) data from seventeen AERONET (Aerosol Robotic Network) stations were used as benchmark data to comprehensively evaluate the data accuracy of six aerosol optical thickness products from 2013 to 2020, including MODIS (Moderate-resolution Imaging Spectrometer), VIIRS (Visible Infrared Imaging Radiometer Suite), MISR (Multi-Angle Imaging Spectrometer), OMAERO (OMI/Aura Multi-wavelength algorithm), OMAERUV (OMI/Aura Near UV algorithm), and CALIPSO (Cloud-Aerosol Lidar and Infrared Pathfinder Satellite Observation) in the East Asian Ocean. In the East Asia Sea, VIIRS AOD products generally have a higher correlation coefficient (R), expected error within ratio (EE within), lower root mean square error (RMSE), and median bias (MB) than MODIS AOD products. The retrieval accuracy of AOD data from VIIRS is the highest in spring. MISR showed a higher EE than other products in the East Asian Ocean but also exhibited systematic underestimation. In most cases, the OMAERUV AOD product data are of better quality than OMAERO, and OMAERO overestimates AOD throughout the year. The CALIPSO AOD product showed an apparent underestimation of the AOD in different seasons (EE Below = 58.98%), but when the AOD range is small (0 < AOD < 0.1), the CALIPSO data accuracy is higher compared with other satellite products under small AOD range. In the South China Sea, VIIRS has higher data accuracy than MISR, while in the Bohai-Yellow Sea, East China Sea, Sea of Japan, and the western Pacific Ocean, MISR has the best data accuracy. MODIS and VIIRS show similar trends in R, EE within, MB, and RMSE under the influence of AOD, Angstrom exponent (AE), and precipitable water. The study on the temporal and spatial distribution of AOD in the East Asian Ocean shows that the annual variation of AOD is different in different sea areas, and the ocean in the coastal area is greatly affected by land-based pollution. In contrast, the AOD values in the offshore areas are lower, and the aerosol type is mainly clean marine type aerosol. These findings can help researchers in the East Asian Ocean choose the most accurate and reliable satellite AOD data product to better study atmospheric aerosols’ impact and trends. MDPI 2023-09-26 /pmc/articles/PMC10611072/ /pubmed/37888664 http://dx.doi.org/10.3390/toxics11100813 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Cao, Zhaoxiang
Luan, Kuifeng
Zhou, Peng
Shen, Wei
Wang, Zhenhua
Zhu, Weidong
Qiu, Zhenge
Wang, Jie
Evaluation and Comparison of Multi-Satellite Aerosol Optical Depth Products over East Asia Ocean
title Evaluation and Comparison of Multi-Satellite Aerosol Optical Depth Products over East Asia Ocean
title_full Evaluation and Comparison of Multi-Satellite Aerosol Optical Depth Products over East Asia Ocean
title_fullStr Evaluation and Comparison of Multi-Satellite Aerosol Optical Depth Products over East Asia Ocean
title_full_unstemmed Evaluation and Comparison of Multi-Satellite Aerosol Optical Depth Products over East Asia Ocean
title_short Evaluation and Comparison of Multi-Satellite Aerosol Optical Depth Products over East Asia Ocean
title_sort evaluation and comparison of multi-satellite aerosol optical depth products over east asia ocean
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10611072/
https://www.ncbi.nlm.nih.gov/pubmed/37888664
http://dx.doi.org/10.3390/toxics11100813
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