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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Main Authors: Ali H. Omar, Jae-gwang Won, Sun-chang Yoon, M. Patrick Mccormick
Other Authors: The Pennsylvania State University CiteSeerX Archives
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Language:English
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Online Access: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
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spelling 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
institution Open Polar
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op_collection_id ftciteseerx
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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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