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	<title>CloudSat DPC Blog</title>
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	<description>CloudSat DPC Blog</description>
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		<title>Probability of Cloud-Free-Line-of-Sight (PCFLOS) Derived From CloudSat and CALIPSO Observations</title>
		<link>http://www.cloudsat.cira.colostate.edu/dpcblog/?p=90</link>
		<comments>http://www.cloudsat.cira.colostate.edu/dpcblog/?p=90#comments</comments>
		<pubDate>Mon, 04 Apr 2011 19:15:57 +0000</pubDate>
		<dc:creator>dreinke</dc:creator>
				<category><![CDATA[Share Your Research]]></category>
		<category><![CDATA[2B-GEOPROF]]></category>
		<category><![CDATA[2B-GEOPROF-Lidar]]></category>
		<category><![CDATA[Statistical analysis]]></category>

		<guid isPermaLink="false">http://www.cloudsat.cira.colostate.edu/dpcblog/?p=90</guid>
		<description><![CDATA[<img src="http://www.cloudsat.cira.colostate.edu/dpcblog//wp-content/plugins/category-icons/images/ResearchForumIcon-small.png" width="30" height="30" alt="" style="margin:3px 7px 3px 0px; vertical-align:middle" title="Share Your Research" /><br/>Don Reinke and Karen Milberger Cooperative Institute for Research in the Atmosphere (CIRA), Colorado State University Statement of Problem/Summary of Research Objective Cloud-Free Line of Sight (CFLOS), and the related PCFLOS (Probability of a Cloud-Free Line of Sight), refer to &#8230; <a href="http://www.cloudsat.cira.colostate.edu/dpcblog/?p=90">Continue reading <span class="meta-nav">&#8594;</span></a>]]></description>
			<content:encoded><![CDATA[<img src="http://www.cloudsat.cira.colostate.edu/dpcblog//wp-content/plugins/category-icons/images/ResearchForumIcon-small.png" width="30" height="30" alt="" style="margin:3px 7px 3px 0px; vertical-align:middle" title="Share Your Research" /><br/><p style="font-style:italic;font-size:9pt"><a href="http://www.cira.colostate.edu/people/view.php?id=114" target="_blank">Don Reinke</a> and <a href="http://www.cira.colostate.edu/people/view.php?id=72" target="_blank">Karen Milberger</a><br />
Cooperative Institute for Research in the Atmosphere (CIRA), Colorado State University</p>
<h3>Statement of Problem/Summary of Research Objective</h3>
<p>Cloud-Free Line of Sight (CFLOS), and the related PCFLOS (Probability of a Cloud-Free Line of Sight), refer to the ability to obtain a visible line of sight through the atmosphere unimpeded by Cloud. An application of CFLOS statistics might be to determine the altitude where an aircraft  pilot has the highest probability of seeing the ground.</p>
<p>CFLOS from a passive (visible, infrared, or microwave) satellite sensor’s perspective can only be determined based on the highest cloud layer.  CFLOS at a level underneath the highest layers cannot be determined directly (see figure below).   CloudSat, for the first time, provides accurate layered cloud bases and tops &mdash; allowing us to determine CFLOS from levels below the highest cloud layers.</p>
<p>The figure below shows CFLOS for different vantage points, showing the complication imposed by multilayered clouds beneath an opaque upper level cloud.</p>
<p><a href="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2011/03/cflos-vantage-points.jpg"><img src="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2011/03/cflos-vantage-points.jpg" alt="" title="cflos-vantage-points" width="400" height="320" class="aligncenter size-full wp-image-91" /></a></p>
<h3>A Proposed Solution</h3>
<p><a href="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2011/03/cflos-modis-cloudsat.jpg"><img src="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2011/03/cflos-modis-cloudsat.jpg" alt="" title="cflos-modis-cloudsat" width="400" height="243" class="aligncenter size-full wp-image-92" /></a></p>
<p>Above, a top-down view of simultaneous MODIS infrared imagery is shown below the corresponding CloudSat image.  An analysis of the MODIS cloud field cannot determine whether there is a Cloud-Free Line of Sight beneath the cloud mass, while the CloudSat image clearly shows a cloud-free layer (on the left) below the opaque cloud top. Using the CloudSat vertical profile data, it should be possible to determine CFLOS at varying altitudes and view angles from nadir (0&deg;) to 90&deg; off nadir, along the CloudSat orbit track.</p>
<h4>CloudSat Data</h4>
<p>The CloudSat instrument is a 94 GHz (~3 mm wavelength), nadir-pointing, Cloud Profiling Radar (CPR).</p>
<p><a href="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2011/03/cflos-cloudsat-foot.jpg"><img src="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2011/03/cflos-cloudsat-foot.jpg" alt="" title="cflos-cloudsat-foot" width="450" height="286" class="aligncenter size-full wp-image-93" /></a></p>
<h4>CALIPSO Data</h4>
<p>The CALIPSO instrument is a dual channel (532 and 1062 nm) near-nadir pointing lidar.   It has a vertical resolution of 30 m (< 8 km) and 60 m (< 8 km), with an 80 m instantaneous footprint.   The overlap with a CloudSat footprint is shown below.</p>
<p><a href="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2011/03/cflos-calipso-foot1.jpg"><img src="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2011/03/cflos-calipso-foot1.jpg" alt="" title="cflos-calipso-foot" width="250" height="118" class="aligncenter size-full wp-image-106" /></a></p>
<p>In a similar manner, CALIPSO vertical profiles should provide information about CFLOS. However, the lidar is attenuated rapidly when viewing the atmosphere through optically opaque clouds, so the only additional information would be to show the location of thin cloud above the CloudSat-measured cloud top, or the occurrence of low level cloud that CloudSat misses (in the lowest 1.5 km).</p>
<p align="center"><b>Combined CloudSat / CALIPSO product (2B-GEOPROF-Lidar)</b></p>
<p><a href="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2011/03/cflos-cloudsat-calipso1.jpg"><img src="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2011/03/cflos-cloudsat-calipso1.jpg" alt="" title="cflos-cloudsat-calipso" width="495" height="427" class="aligncenter size-full wp-image-113" /></a></p>
<h4>CFLOS from CloudSat</h4>
<p>CloudSat offers a unique solution to the determination of CFLOS from space. By directly measuring opaque cloud bases and tops, we are now able to determine the CFLOS from any location within the CloudSat FOV.</p>
<p><a href="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2011/03/cflos-from-cloudsat.jpg"><img src="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2011/03/cflos-from-cloudsat.jpg" alt="" title="cflos-from-cloudsat" width="450" height="118" class="aligncenter size-full wp-image-96" /></a></p>
<p>Above,  an opaque cloud at &#8220;B&#8221;  hides the fact that there is no CFLOS at levels below the cloud top, while at &#8220;A&#8221; it hides a high probability of a CFLOS below the upper cloud layer.</p>
<h4>Calculation of CFLOS</h4>
<p><a href="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2011/03/cflos-calculate.jpg"><img src="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2011/03/cflos-calculate.jpg" alt="" title="cflos-calculate" width="450" height="224" class="aligncenter size-full wp-image-97" /></a></p>
<p>For each CloudSat profile, CFLOS is determined by looking at 10&deg; intervals from nadir to 90&deg; (horizontal) at each of 20 vertical levels.  These levels extend from .96 km to 19.2 km altitude at ~1 km intervals.  (Every 4 bins in the vertical = 4 x 240 m = .96 km.)</p>
<h4>Calculation of &#8220;PCFLOS&#8221;</h4>
<p>CFLOS statistics are gathered over a global 1-degree grid to produce the Probability of a Cloud-Free-Line-of-Sight (PCFLOS).</p>
<p><a href="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2011/03/pcflos.jpg"><img src="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2011/03/pcflos.jpg" alt="" title="pcflos" width="600" height="183" class="aligncenter size-full wp-image-98" /></a></p>
<p>PCFLOS from CloudSat CPR (left) and CALIPSO Lidar (right).  Viewing height is level 20 (TOA), and viewing angle is 0&deg; (nadir).  Data are for the month of July, 2006-2010.</p>
<p align="center"><b>PCFLOS from CloudSat<br />January 2007-2010 (varying height)</b></p>
<p style="margin-left:30px"><a href="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2011/03/pcflos-set1.jpg"><img src="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2011/03/pcflos-set1.jpg" alt="" title="pcflos-set1" width="450" height="522" class="aligncenter size-full wp-image-99" /></a></p>
<p align="center"><b>January 2007-2010 (varying viewing angle)</b></p>
<p><a href="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2011/03/pcflos-set2.jpg"><img src="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2011/03/pcflos-set2.jpg" alt="" title="pcflos-set2" width="482" height="716" class="aligncenter size-full wp-image-100" /></a></p>
<h3>Future Work</h3>
<p>Will examine the data to identify tropospheric &#8220;cloud-free vaults&#8221; and to look at methods for using  CFLOS for  parameterization of cloud layers in mesoscale models.</p>
<h4>APPENDIX: Notes on the prototype CloudSat/ CALIPSO PCFLOS web viewer</h4>
<p><a href="http://www.cloudsat.cira.colostate.edu/pcflos/PCFLOS_prototype.php" target="_blank">http://www.cloudsat.cira.colostate.edu/pcflos/PCFLOS_prototype.php</a></p>
<p>This is a prototype product that is generated from CloudSat and CALIPSO cloud mask products (CloudSat 2B-GEOPROF and 2B-GEOPROF-Lidar).    CFLOS observations are generated with the following assumptions/background information:</p>
<ol>
<li>View angles are given as the angle displacement from nadir.    For comparison with standard, passive, cloud fraction analyses, one can select the top level and a view angle of 0 (see note 2 below).</li>
<li>PCFLOS displays indicate the probability of a cloud-free-line-of-sight.   This is the inverse of standard cloud fraction.   From the highest level and a view angle of 0&deg; (nadir), a PCFLOS of 30% will be equivalent to a cloud fraction of 70% (0.7).</li>
<li>A cloud-free-line-of-sight is flagged when one can view, along a line of sight of at least 25 km, without seeing an intervening cloud.  This distance is arbitrary and can easily be modified for specific applications.   25 km was chosen because it is generally considered to be the cloud-free distance that is of interest for aviation applications.</li>
<li>In the case where the sight vector intersects the earth surface in less than 25 km, a CFLOS is indicated if no clouds are encountered between the view point and the earth surface.</li>
<li>CFLOS calculations are done in both the forward and rear directions along the CloudSat orbit track.   This is done to both increase the number of observations, and to account for varying direction of cloud advection over the global domain  (CloudSat and CALIPSO reach a maximum latitude of &plusmn; 82 degrees).   In some domains the cloud advection will have a component in the direction of flight and in others it will be opposed to the direction of flight. The PCFLOS, thus, includes both the forward and backward views.</li>
</ol>
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		</item>
		<item>
		<title>Welcome to the CloudSat DPC Blog!</title>
		<link>http://www.cloudsat.cira.colostate.edu/dpcblog/?p=5</link>
		<comments>http://www.cloudsat.cira.colostate.edu/dpcblog/?p=5#comments</comments>
		<pubDate>Mon, 04 Apr 2011 18:55:21 +0000</pubDate>
		<dc:creator>administrator</dc:creator>
				<category><![CDATA[News from the DPC]]></category>

		<guid isPermaLink="false">http://www.cloudsat.cira.colostate.edu/dpcblog/?p=5</guid>
		<description><![CDATA[<img src="http://www.cloudsat.cira.colostate.edu/dpcblog//wp-content/plugins/category-icons/images/NewsIcon-small.png" width="30" height="30" alt="" style="margin:3px 7px 3px 0px; vertical-align:middle" title="News from the DPC" /><br/>Greetings &#8230; welcome to the CloudSat Data Processing Center (DPC) Blog. The purpose of this blog is to host discussion forums for developers and users of CloudSat science data products. It is provided for the exchange of information about CloudSat &#8230; <a href="http://www.cloudsat.cira.colostate.edu/dpcblog/?p=5">Continue reading <span class="meta-nav">&#8594;</span></a>]]></description>
			<content:encoded><![CDATA[<img src="http://www.cloudsat.cira.colostate.edu/dpcblog//wp-content/plugins/category-icons/images/NewsIcon-small.png" width="30" height="30" alt="" style="margin:3px 7px 3px 0px; vertical-align:middle" title="News from the DPC" /><br/><p><a href="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2010/10/cloudsat1.jpg"><img src="http://www.cloudsat.cira.colostate.edu/dpcblog/wp-content/uploads/2010/10/cloudsat1.jpg" alt="" title="cloudsat" width="160" height="156" class="alignleft size-full wp-image-74" /></a> Greetings &hellip; welcome to the CloudSat Data Processing Center (DPC) Blog. The purpose of this blog is to host discussion forums for developers and users of CloudSat science data products.   It is provided for the exchange of information about CloudSat products, to include: questions/comments about how they are generated, feedback on how they are being used in scientific research, sharing of results of that research, and discussions about future products or planned changes to current products.<br />
]]></content:encoded>
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		</item>
		<item>
		<title>Share Your Research Forum</title>
		<link>http://www.cloudsat.cira.colostate.edu/dpcblog/?p=26</link>
		<comments>http://www.cloudsat.cira.colostate.edu/dpcblog/?p=26#comments</comments>
		<pubDate>Mon, 04 Apr 2011 18:05:05 +0000</pubDate>
		<dc:creator>administrator</dc:creator>
				<category><![CDATA[Share Your Research]]></category>

		<guid isPermaLink="false">http://www.cloudsat.cira.colostate.edu/dpcblog/?p=26</guid>
		<description><![CDATA[<img src="http://www.cloudsat.cira.colostate.edu/dpcblog//wp-content/plugins/category-icons/images/ResearchForumIcon-small.png" width="30" height="30" alt="" style="margin:3px 7px 3px 0px; vertical-align:middle" title="Share Your Research" /><br/>To start a new discussion about your CloudSat-related research, add a new comment to this post. To contribute to an existing thread, add a response to the relevant comment. A Research Topic: Probability of Cloud-Free-Line-of-Sight (PCFLOS) Derived From CloudSat and &#8230; <a href="http://www.cloudsat.cira.colostate.edu/dpcblog/?p=26">Continue reading <span class="meta-nav">&#8594;</span></a>]]></description>
			<content:encoded><![CDATA[<img src="http://www.cloudsat.cira.colostate.edu/dpcblog//wp-content/plugins/category-icons/images/ResearchForumIcon-small.png" width="30" height="30" alt="" style="margin:3px 7px 3px 0px; vertical-align:middle" title="Share Your Research" /><br/><p>To start a new discussion about your CloudSat-related research, add a new comment to this post. To contribute to an existing thread, add a response to the relevant comment.</p>
<h4>A Research Topic:</h4>
<p><a href="http://www.cloudsat.cira.colostate.edu/dpcblog/?p=90">Probability of Cloud-Free-Line-of-Sight (PCFLOS) Derived From CloudSat and CALIPSO Observations</a></p>
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		<title>Data Product Discussion Forum</title>
		<link>http://www.cloudsat.cira.colostate.edu/dpcblog/?p=24</link>
		<comments>http://www.cloudsat.cira.colostate.edu/dpcblog/?p=24#comments</comments>
		<pubDate>Mon, 04 Apr 2011 17:08:20 +0000</pubDate>
		<dc:creator>administrator</dc:creator>
				<category><![CDATA[Data Product Discussion]]></category>

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		<description><![CDATA[<img src="http://www.cloudsat.cira.colostate.edu/dpcblog//wp-content/plugins/category-icons/images/ProductForumIcon-small.png" width="30" height="30" alt="" style="margin:3px 7px 3px 0px; vertical-align:middle" title="Data Product Discussion" /><br/>To start a new discussion about CloudSat data products, add a new comment to this post. To contribute to an existing thread, add a response to the relevant comment.]]></description>
			<content:encoded><![CDATA[<img src="http://www.cloudsat.cira.colostate.edu/dpcblog//wp-content/plugins/category-icons/images/ProductForumIcon-small.png" width="30" height="30" alt="" style="margin:3px 7px 3px 0px; vertical-align:middle" title="Data Product Discussion" /><br/><p>To start a new discussion about CloudSat data products, add a new comment to this post. To contribute to an existing thread, add a response to the relevant comment.</p>
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