Revisiting AVHRR Tropospheric Aerosol Trends Using Principal Component Analysis

The advanced very high resolution radiometer (AVHRR) satellite instruments provide a nearly 25 year continuous record of global aerosol properties over the ocean. It offers valuable insights into the long-term change in global aerosol loading. However, the AVHRR data record is heavily influenced by...

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Main Authors: Carlson, Barbara E., Li, Jing, Lacis, Andrew A.
Format: Other/Unknown Material
Language:unknown
Published: 2014
Subjects:
Online Access:http://hdl.handle.net/2060/20140017667
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spelling ftnasantrs:oai:casi.ntrs.nasa.gov:20140017667 2023-05-15T17:31:17+02:00 Revisiting AVHRR Tropospheric Aerosol Trends Using Principal Component Analysis Carlson, Barbara E. Li, Jing Lacis, Andrew A. Unclassified, Unlimited, Publicly available March 21, 2014 application/pdf http://hdl.handle.net/2060/20140017667 unknown Document ID: 20140017667 http://hdl.handle.net/2060/20140017667 Copyright, Distribution as joint owner in the copyright CASI Meteorology and Climatology GSFC-E-DAA-TN17525 Journal of Geophysical Research: Atmospheres; 119; 6; 3309-3320 2014 ftnasantrs 2019-07-21T00:20:46Z The advanced very high resolution radiometer (AVHRR) satellite instruments provide a nearly 25 year continuous record of global aerosol properties over the ocean. It offers valuable insights into the long-term change in global aerosol loading. However, the AVHRR data record is heavily influenced by two volcanic eruptions, El Chichon on March 1982 and Mount Pinatubo on June 1991. The gradual decay of volcanic aerosols may last years after the eruption, which potentially masks the estimation of aerosol trends in the lower troposphere, especially those of anthropogenic origin. In this study, we show that a principal component analysis approach effectively captures the bulk of the spatial and temporal variability of volcanic aerosols into a single mode. The spatial pattern and time series of this mode provide a good match to the global distribution and decay of volcanic aerosols. We further reconstruct the data set by removing the volcanic aerosol component and reestimate the global and regional aerosol trends. Globally, the reconstructed data set reveals an increase of aerosol optical depth from 1985 to 1990 and decreasing trend from 1994 to 2006. Regionally, in the 1980s, positive trends are observed over the North Atlantic and North Arabian Sea, while negative tendencies are present off the West African coast and North Pacific. During the 1994 to 2006 period, the Gulf of Mexico, North Atlantic close to Europe, and North Africa exhibit negative trends, while the coastal regions of East and South Asia, the Sahel region, and South America show positive trends. Other/Unknown Material North Atlantic NASA Technical Reports Server (NTRS) Pacific
institution Open Polar
collection NASA Technical Reports Server (NTRS)
op_collection_id ftnasantrs
language unknown
topic Meteorology and Climatology
spellingShingle Meteorology and Climatology
Carlson, Barbara E.
Li, Jing
Lacis, Andrew A.
Revisiting AVHRR Tropospheric Aerosol Trends Using Principal Component Analysis
topic_facet Meteorology and Climatology
description The advanced very high resolution radiometer (AVHRR) satellite instruments provide a nearly 25 year continuous record of global aerosol properties over the ocean. It offers valuable insights into the long-term change in global aerosol loading. However, the AVHRR data record is heavily influenced by two volcanic eruptions, El Chichon on March 1982 and Mount Pinatubo on June 1991. The gradual decay of volcanic aerosols may last years after the eruption, which potentially masks the estimation of aerosol trends in the lower troposphere, especially those of anthropogenic origin. In this study, we show that a principal component analysis approach effectively captures the bulk of the spatial and temporal variability of volcanic aerosols into a single mode. The spatial pattern and time series of this mode provide a good match to the global distribution and decay of volcanic aerosols. We further reconstruct the data set by removing the volcanic aerosol component and reestimate the global and regional aerosol trends. Globally, the reconstructed data set reveals an increase of aerosol optical depth from 1985 to 1990 and decreasing trend from 1994 to 2006. Regionally, in the 1980s, positive trends are observed over the North Atlantic and North Arabian Sea, while negative tendencies are present off the West African coast and North Pacific. During the 1994 to 2006 period, the Gulf of Mexico, North Atlantic close to Europe, and North Africa exhibit negative trends, while the coastal regions of East and South Asia, the Sahel region, and South America show positive trends.
format Other/Unknown Material
author Carlson, Barbara E.
Li, Jing
Lacis, Andrew A.
author_facet Carlson, Barbara E.
Li, Jing
Lacis, Andrew A.
author_sort Carlson, Barbara E.
title Revisiting AVHRR Tropospheric Aerosol Trends Using Principal Component Analysis
title_short Revisiting AVHRR Tropospheric Aerosol Trends Using Principal Component Analysis
title_full Revisiting AVHRR Tropospheric Aerosol Trends Using Principal Component Analysis
title_fullStr Revisiting AVHRR Tropospheric Aerosol Trends Using Principal Component Analysis
title_full_unstemmed Revisiting AVHRR Tropospheric Aerosol Trends Using Principal Component Analysis
title_sort revisiting avhrr tropospheric aerosol trends using principal component analysis
publishDate 2014
url http://hdl.handle.net/2060/20140017667
op_coverage Unclassified, Unlimited, Publicly available
geographic Pacific
geographic_facet Pacific
genre North Atlantic
genre_facet North Atlantic
op_source CASI
op_relation Document ID: 20140017667
http://hdl.handle.net/2060/20140017667
op_rights Copyright, Distribution as joint owner in the copyright
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