Back to Search
Start Over
Potential Approach for Single-Peak Extinction Fitting of Aerosol Profiles Based on In Situ Measurements for the Improvement of Surface PM2.5 Retrieval from Satellite AOD Product
- Source :
- Remote Sensing, Vol 12, Iss 2174, p 2174 (2020), Remote Sensing; Volume 12; Issue 13; Pages: 2174
- Publication Year :
- 2020
- Publisher :
- MDPI AG, 2020.
-
Abstract
- The vertical distribution of aerosols is important for accurate surface PM2.5 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 PM2.5 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 PM2.5 within the surface layer indicates the good performance of the proposed fitting approach and the potential of satellite observations for providing accurate PM2.5 data on a regional scale.
- Subjects :
- PM2.5
single-peak aerosol extinction profile
log-normal distribution
Micro Pulse LiDAR
aerosol optical depth
planetary boundary layer height
Mode
surface layer height
010504 meteorology & atmospheric sciences
Correlation coefficient
Planetary boundary layer
Science
010501 environmental sciences
01 natural sciences
Standard deviation
Aerosol
Extinction (optical mineralogy)
Log-normal distribution
General Earth and Planetary Sciences
Environmental science
Satellite
Surface layer
Physics::Atmospheric and Oceanic Physics
0105 earth and related environmental sciences
Remote sensing
Subjects
Details
- ISSN :
- 20724292
- Volume :
- 12
- Database :
- OpenAIRE
- Journal :
- Remote Sensing
- Accession number :
- edsair.doi.dedup.....e435457a2191dafa2e17c7edd8ef17c5