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	<journal>
		<journal_title>Atmospheric Chemistry and Physics Discussions</journal_title>
		<journal_url>www.atmos-chem-phys-discuss.net</journal_url>
		<issn>1680-7367</issn>
		<eissn>1680-7375</eissn>
		<volume_number>9</volume_number>
		<issue_number>5</issue_number>
		<publication_year>2009</publication_year>
	</journal>
	<doi>10.5194/acpd-9-21463-2009</doi>
	<article_url>http://www.atmos-chem-phys-discuss.net/9/21463/2009/</article_url>
	<abstract_html>http://www.atmos-chem-phys-discuss.net/9/21463/2009/acpd-9-21463-2009.html</abstract_html>
	<fulltext_pdf>http://www.atmos-chem-phys-discuss.net/9/21463/2009/acpd-9-21463-2009.pdf</fulltext_pdf>
	<start_page>21463</start_page>
	<end_page>21507</end_page>
	<publication_date>2009-10-12</publication_date>
	<article_title content_type="html">Statistical properties of aerosol-cloud-precipitation interactions in South America</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>T. A. Jones</name>
			<email>tjones@nsstc.uah.edu</email>
		</author>
		<author numeration="2" affiliations="1,2">
			<name>S. A. Christopher</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Earth System Science Center, UA Huntsville, Huntsville, AL, USA</affiliation>
		<affiliation numeration="2" content_type="html">Department of Atmospheric Science, UA Huntsville, Huntsville, AL, USA</affiliation>
	</affiliations>
	<abstract content_type="html">Given the complex interaction between aerosol, cloud, atmospheric properties, it is
      difficult to extract their individual effects to observed rainfall amount. This research
      uses principle component analysis (PCA) that combines Moderate Resolution Imaging
      Spectroradiometer (MODIS) aerosol and cloud products, NCEP Reanalysis atmospheric products,
      and rainrate estimates from the Tropical Rainfall Measuring Mission (TRMM) precipitation
      radar (PR) to assess the specific combinations of these inputs that most affect warm rain
      processes. Data collected during September 2006 over the South America, which includes the
      Amazon basin, are used as aerosols, clouds, and precipitation are all present in this region
      at this time. The goal of this research is to combine these observations into a smaller
      number of variables through PCA with each having a unique physical interpretation. In
      particular, we are concerned with PC variables whose weightings include aerosol optical
      thickness (AOT), as these may be an indicator of aerosol indirect effects. If they are
      indeed occurring, then PC values that include AOT should change as a function of rainrate.
&lt;br&gt;&lt;br&gt;
      To emphasize the advantage of PCA, changes in aerosol, cloud, and atmospheric observations
      are compared to rainrate. Comparing no-rain, rain, and heavy rain (&amp;gt;5 mm h&lt;sup&gt;&amp;minus;1&lt;/sup&gt;)
      samples, cloud thicknesses, humidity, and upward motion are all larger for the rain and
      heavy rain samples. However, no statistically significant difference in AOT exists,
      indicating that atmospheric conditions are more important to rainfall than aerosol
      concentrations as expected. If aerosols are affecting warm process clouds, it would be
      expected that stratiform precipitation would decrease as a function increasing aerosol
      concentration through either Twomey and/or semi-direct effects. PCA extracts the latter
      signal in a variable labeled PC2, which explains 15% of the total variance and is second
      in importance the variable (PC1) containing the broad atmospheric conditions. PC2 contains
      weightings showing that AOT is inversely proportional to low-level humidity and cloud
      optical thickness. Increasing AOT is also positively correlated with increasing low-level
      instability due to aerosol absorption. The nature of these weightings is strongly suggestive
      that PC2 is an indicator of the semi-direct effect with larger values associated with lower
      rainfall rates. PC weightings consistent with the Twomey effect (an anti-correlation between
      AOT and cloud droplet effective radius) are only present in PC13, which explains less than
      1% of the total variance. Also, it does not vary significantly with rainrate. Thus, if
      the Twomey effect is occurring, it is highly non-linear and/or being overshadowed by other
      processes. Using the raw variables alone, these determinations could not be made; thus, we
      are able to show the advantage of using advanced statistical techniques such as PCA for
      analysis of aerosols impacts on precipitation in South America.</abstract>
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