Potential Approach for Single-Peak Extinction Fitting of Aerosol Profiles Based on In Situ Measurements for the Improvement of Surface PM<sub>2.5</sub> Retrieval from Satellite AOD Product
The vertical distribution of aerosols is important for accurate surface PM<sub>2.5</sub> retrieval and initial modeling forecasts of air pollution, but the observation of aerosol profiles on the regional scale is usually limited. Therefore, in this study, an approach to aerosol extinctio...
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doaj-97abbc36c09c430ab0e83a5cb29ad1102020-11-25T03:01:14ZengMDPI AGRemote Sensing2072-42922020-07-01122174217410.3390/rs12132174Potential Approach for Single-Peak Extinction Fitting of Aerosol Profiles Based on In Situ Measurements for the Improvement of Surface PM<sub>2.5</sub> Retrieval from Satellite AOD ProductTang-Huang Lin0Kuo-En Chang1Hai-Po Chan2Ta-Chih Hsiao3Neng-Huei Lin4Ming-Tung Chuang5Hung-Yi Yeh6Center for Space and Remote Sensing Research, National Central University, Taoyuan City 320, TaiwanGraduate Institute of Environmental Engineering, National Taiwan University, Taipei City 106, TaiwanCenter for Space and Remote Sensing Research, National Central University, Taoyuan City 320, TaiwanGraduate Institute of Environmental Engineering, National Taiwan University, Taipei City 106, TaiwanDepartment of Atmospheric Sciences, National Central University, Taoyuan City 320, TaiwanResearch Center for Environmental Changes, Academia Sinica, Taipei City 115, TaiwanCenter for Space and Remote Sensing Research, National Central University, Taoyuan City 320, TaiwanThe vertical distribution of aerosols is important for accurate surface PM<sub>2.5</sub> retrieval and initial modeling forecasts of air pollution, but the observation of aerosol profiles on the regional scale is usually limited. Therefore, in this study, an approach to aerosol extinction profile fitting is proposed to improve surface PM<sub>2.5</sub> retrieval from satellite observations. Owing to the high similarity of the single-peak extinction profile in the distribution pattern, the log-normal distribution is explored for the fitting model based on a decadal dataset (3248 in total) from Micro Pulse LiDAR (MPL) measurements. The logarithmic mean, standard deviation, and the height of peak extinction near-surface (Mode) are manually derived as the references for model construction. Considering the seasonal impacts on the planetary boundary layer height (PBLH), Mode, and the height of the surface layer, the extinction profile is then constructed in terms of the planetary boundary layer height (PBLH) and the total column aerosol optical depth (AOD). A comparison between fitted profiles and in situ measurements showed a high level of consistency in terms of the correlation coefficient (0.8973) and root-mean-square error (0.0415). The satellite AOD is subsequently applied for three-dimensional aerosol extinction, and the good agreement of the extinction coefficient with the PM<sub>2.5</sub> within the surface layer indicates the good performance of the proposed fitting approach and the potential of satellite observations for providing accurate PM<sub>2.5</sub> data on a regional scale.https://www.mdpi.com/2072-4292/12/13/2174PM<sub>2.5</sub>single-peak aerosol extinction profilelog-normal distributionMicro Pulse LiDARaerosol optical depthplanetary boundary layer height |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Tang-Huang Lin Kuo-En Chang Hai-Po Chan Ta-Chih Hsiao Neng-Huei Lin Ming-Tung Chuang Hung-Yi Yeh |
spellingShingle |
Tang-Huang Lin Kuo-En Chang Hai-Po Chan Ta-Chih Hsiao Neng-Huei Lin Ming-Tung Chuang Hung-Yi Yeh Potential Approach for Single-Peak Extinction Fitting of Aerosol Profiles Based on In Situ Measurements for the Improvement of Surface PM<sub>2.5</sub> Retrieval from Satellite AOD Product Remote Sensing PM<sub>2.5</sub> single-peak aerosol extinction profile log-normal distribution Micro Pulse LiDAR aerosol optical depth planetary boundary layer height |
author_facet |
Tang-Huang Lin Kuo-En Chang Hai-Po Chan Ta-Chih Hsiao Neng-Huei Lin Ming-Tung Chuang Hung-Yi Yeh |
author_sort |
Tang-Huang Lin |
title |
Potential Approach for Single-Peak Extinction Fitting of Aerosol Profiles Based on In Situ Measurements for the Improvement of Surface PM<sub>2.5</sub> Retrieval from Satellite AOD Product |
title_short |
Potential Approach for Single-Peak Extinction Fitting of Aerosol Profiles Based on In Situ Measurements for the Improvement of Surface PM<sub>2.5</sub> Retrieval from Satellite AOD Product |
title_full |
Potential Approach for Single-Peak Extinction Fitting of Aerosol Profiles Based on In Situ Measurements for the Improvement of Surface PM<sub>2.5</sub> Retrieval from Satellite AOD Product |
title_fullStr |
Potential Approach for Single-Peak Extinction Fitting of Aerosol Profiles Based on In Situ Measurements for the Improvement of Surface PM<sub>2.5</sub> Retrieval from Satellite AOD Product |
title_full_unstemmed |
Potential Approach for Single-Peak Extinction Fitting of Aerosol Profiles Based on In Situ Measurements for the Improvement of Surface PM<sub>2.5</sub> Retrieval from Satellite AOD Product |
title_sort |
potential approach for single-peak extinction fitting of aerosol profiles based on in situ measurements for the improvement of surface pm<sub>2.5</sub> retrieval from satellite aod product |
publisher |
MDPI AG |
series |
Remote Sensing |
issn |
2072-4292 |
publishDate |
2020-07-01 |
description |
The vertical distribution of aerosols is important for accurate surface PM<sub>2.5</sub> retrieval and initial modeling forecasts of air pollution, but the observation of aerosol profiles on the regional scale is usually limited. Therefore, in this study, an approach to aerosol extinction profile fitting is proposed to improve surface PM<sub>2.5</sub> retrieval from satellite observations. Owing to the high similarity of the single-peak extinction profile in the distribution pattern, the log-normal distribution is explored for the fitting model based on a decadal dataset (3248 in total) from Micro Pulse LiDAR (MPL) measurements. The logarithmic mean, standard deviation, and the height of peak extinction near-surface (Mode) are manually derived as the references for model construction. Considering the seasonal impacts on the planetary boundary layer height (PBLH), Mode, and the height of the surface layer, the extinction profile is then constructed in terms of the planetary boundary layer height (PBLH) and the total column aerosol optical depth (AOD). A comparison between fitted profiles and in situ measurements showed a high level of consistency in terms of the correlation coefficient (0.8973) and root-mean-square error (0.0415). The satellite AOD is subsequently applied for three-dimensional aerosol extinction, and the good agreement of the extinction coefficient with the PM<sub>2.5</sub> within the surface layer indicates the good performance of the proposed fitting approach and the potential of satellite observations for providing accurate PM<sub>2.5</sub> data on a regional scale. |
topic |
PM<sub>2.5</sub> single-peak aerosol extinction profile log-normal distribution Micro Pulse LiDAR aerosol optical depth planetary boundary layer height |
url |
https://www.mdpi.com/2072-4292/12/13/2174 |
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