Estimation of Aerosol Extinction-to-Backscatter Ratios using AERONET Measurements and Cluster Analysis
Radiance measurements and inversions of the AErosol RObotic NETwork (AERONET)1 are used to characterize global atmospheric aerosols and key parameters such as the phase functions and column extinction-to-backscatter ratio (lidar ratio, Sa) for the analysis of lidar measurements. This study uses more...
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ftciteseerx:oai:CiteSeerX.psu:10.1.1.522.1157 2023-05-15T13:06:08+02:00 Estimation of Aerosol Extinction-to-Backscatter Ratios using AERONET Measurements and Cluster Analysis Ali H. Omar Jae-gwang Won Sun-chang Yoon M. Patrick Mccormick The Pennsylvania State University CiteSeerX Archives application/pdf http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.522.1157 http://www-calipso.larc.nasa.gov/resources/pdfs/NEW_4.12.05/Omar - 21stILRC_S121.pdf en eng http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.522.1157 http://www-calipso.larc.nasa.gov/resources/pdfs/NEW_4.12.05/Omar - 21stILRC_S121.pdf Metadata may be used without restrictions as long as the oai identifier remains attached to it. http://www-calipso.larc.nasa.gov/resources/pdfs/NEW_4.12.05/Omar - 21stILRC_S121.pdf text ftciteseerx 2016-01-08T10:11:28Z Radiance measurements and inversions of the AErosol RObotic NETwork (AERONET)1 are used to characterize global atmospheric aerosols and key parameters such as the phase functions and column extinction-to-backscatter ratio (lidar ratio, Sa) for the analysis of lidar measurements. This study uses more than 105 records of aerosol size distributions and complex refractive indices to generate several optical properties of the aerosol at more 200 sites worldwide. These properties together with the radiance measurements are then classified using classical clustering methods which group the sites according to the type of aerosol with the greatest frequency of occurrence at that site. Six significant clusters are identified: two types of desert dust, biomass burning, polluted continental, clean continental, and a dust+smoke aerosol. In addition to categorizing the aerosol types, all the column properties that are important for the analysis and validation of lidar measurements such as the lidar ratio, optical depth and phase functions are determined for each of the seven aerosol types. The variances of the aerosol determined using principle component analysis (PCA). Aerosol lidar ratios at 532 nm of the six categories of aerosol are calculated. Text Aerosol Robotic Network Unknown |
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description |
Radiance measurements and inversions of the AErosol RObotic NETwork (AERONET)1 are used to characterize global atmospheric aerosols and key parameters such as the phase functions and column extinction-to-backscatter ratio (lidar ratio, Sa) for the analysis of lidar measurements. This study uses more than 105 records of aerosol size distributions and complex refractive indices to generate several optical properties of the aerosol at more 200 sites worldwide. These properties together with the radiance measurements are then classified using classical clustering methods which group the sites according to the type of aerosol with the greatest frequency of occurrence at that site. Six significant clusters are identified: two types of desert dust, biomass burning, polluted continental, clean continental, and a dust+smoke aerosol. In addition to categorizing the aerosol types, all the column properties that are important for the analysis and validation of lidar measurements such as the lidar ratio, optical depth and phase functions are determined for each of the seven aerosol types. The variances of the aerosol determined using principle component analysis (PCA). Aerosol lidar ratios at 532 nm of the six categories of aerosol are calculated. |
author2 |
The Pennsylvania State University CiteSeerX Archives |
format |
Text |
author |
Ali H. Omar Jae-gwang Won Sun-chang Yoon M. Patrick Mccormick |
spellingShingle |
Ali H. Omar Jae-gwang Won Sun-chang Yoon M. Patrick Mccormick Estimation of Aerosol Extinction-to-Backscatter Ratios using AERONET Measurements and Cluster Analysis |
author_facet |
Ali H. Omar Jae-gwang Won Sun-chang Yoon M. Patrick Mccormick |
author_sort |
Ali H. Omar |
title |
Estimation of Aerosol Extinction-to-Backscatter Ratios using AERONET Measurements and Cluster Analysis |
title_short |
Estimation of Aerosol Extinction-to-Backscatter Ratios using AERONET Measurements and Cluster Analysis |
title_full |
Estimation of Aerosol Extinction-to-Backscatter Ratios using AERONET Measurements and Cluster Analysis |
title_fullStr |
Estimation of Aerosol Extinction-to-Backscatter Ratios using AERONET Measurements and Cluster Analysis |
title_full_unstemmed |
Estimation of Aerosol Extinction-to-Backscatter Ratios using AERONET Measurements and Cluster Analysis |
title_sort |
estimation of aerosol extinction-to-backscatter ratios using aeronet measurements and cluster analysis |
url |
http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.522.1157 http://www-calipso.larc.nasa.gov/resources/pdfs/NEW_4.12.05/Omar - 21stILRC_S121.pdf |
genre |
Aerosol Robotic Network |
genre_facet |
Aerosol Robotic Network |
op_source |
http://www-calipso.larc.nasa.gov/resources/pdfs/NEW_4.12.05/Omar - 21stILRC_S121.pdf |
op_relation |
http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.522.1157 http://www-calipso.larc.nasa.gov/resources/pdfs/NEW_4.12.05/Omar - 21stILRC_S121.pdf |
op_rights |
Metadata may be used without restrictions as long as the oai identifier remains attached to it. |
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1766404536094687232 |