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    <title>topic Re: LAS Dataset to Raster: How do I determine the sampling size? in LIDAR Resources Questions</title>
    <link>https://community.esri.com/t5/lidar-resources-questions/las-dataset-to-raster-how-do-i-determine-the/m-p/865613#M141</link>
    <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Sorry but it was more of an A or B question.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;A) The cell is 5.2 meters square&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;B) The cell is 5.2 meters by 5.2 meters = 27.04 meters square.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
    <pubDate>Wed, 25 Mar 2015 16:54:32 GMT</pubDate>
    <dc:creator>DonaldPirie-Hay1</dc:creator>
    <dc:date>2015-03-25T16:54:32Z</dc:date>
    <item>
      <title>LAS Dataset to Raster: How do I determine the sampling size?</title>
      <link>https://community.esri.com/t5/lidar-resources-questions/las-dataset-to-raster-how-do-i-determine-the/m-p/865609#M137</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;I am attempting to create a DEM and DSM from a LAS Dataset. I know how to filter the appropriate returns for either the DEM or the DSM, but I am unsure what the sampling size should be (along with Sampling type: Cellsize). &lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;From the metadata I've been provided, the lidar (LAS) files have a horizontal resolution of 0.31m. However, the average point spacing is about 1.3 (for each LAS file, there are only two). Should my sampling size be 0.31 or 1.3? &lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Any help is greatly appreciated.&lt;/P&gt;&lt;P&gt;Thanks&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 25 Mar 2015 11:31:33 GMT</pubDate>
      <guid>https://community.esri.com/t5/lidar-resources-questions/las-dataset-to-raster-how-do-i-determine-the/m-p/865609#M137</guid>
      <dc:creator>DonaldPirie-Hay1</dc:creator>
      <dc:date>2015-03-25T11:31:33Z</dc:date>
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    <item>
      <title>Re: LAS Dataset to Raster: How do I determine the sampling size?</title>
      <link>https://community.esri.com/t5/lidar-resources-questions/las-dataset-to-raster-how-do-i-determine-the/m-p/865610#M138</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Hi Donald,&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;If you are adding the LAS data to a mosaic dataset, take a look at steps 6 &amp;amp; 7 in the below help document:&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;&lt;A href="http://desktop.arcgis.com/en/desktop/latest/manage-data/las-dataset/adding-lidar-data-to-a-mosaic-dataset.htm" title="http://desktop.arcgis.com/en/desktop/latest/manage-data/las-dataset/adding-lidar-data-to-a-mosaic-dataset.htm"&gt;Adding lidar data to a mosaic dataset—Help | ArcGIS for Desktop&lt;/A&gt; &lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 25 Mar 2015 12:24:18 GMT</pubDate>
      <guid>https://community.esri.com/t5/lidar-resources-questions/las-dataset-to-raster-how-do-i-determine-the/m-p/865610#M138</guid>
      <dc:creator>JakeSkinner</dc:creator>
      <dc:date>2015-03-25T12:24:18Z</dc:date>
    </item>
    <item>
      <title>Re: LAS Dataset to Raster: How do I determine the sampling size?</title>
      <link>https://community.esri.com/t5/lidar-resources-questions/las-dataset-to-raster-how-do-i-determine-the/m-p/865611#M139</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Thanks Jake,&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Quick question on how that relates to actual units and cell size.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;I will take the average point spacing of 1.3, and multiply that by 4, resulting in 5.2. That will then be put in to the field for Sampling Size.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;These units are in meters. Does that mean that a cell will be 5.2 meters square, or each side is 5.2 m long, thus resulting in a cell that is 27.04 meters square?&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Thanks again,&lt;/P&gt;&lt;P&gt;Donald&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 25 Mar 2015 13:38:25 GMT</pubDate>
      <guid>https://community.esri.com/t5/lidar-resources-questions/las-dataset-to-raster-how-do-i-determine-the/m-p/865611#M139</guid>
      <dc:creator>DonaldPirie-Hay1</dc:creator>
      <dc:date>2015-03-25T13:38:25Z</dc:date>
    </item>
    <item>
      <title>Re: LAS Dataset to Raster: How do I determine the sampling size?</title>
      <link>https://community.esri.com/t5/lidar-resources-questions/las-dataset-to-raster-how-do-i-determine-the/m-p/865612#M140</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;&lt;EM&gt;These units are in meters. Does that mean that a cell will be 5.2 meters square, or each side is 5.2 m long, thus resulting in a cell that is 27.04 meters square?&lt;/EM&gt;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Yes, that is correct.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 25 Mar 2015 14:41:19 GMT</pubDate>
      <guid>https://community.esri.com/t5/lidar-resources-questions/las-dataset-to-raster-how-do-i-determine-the/m-p/865612#M140</guid>
      <dc:creator>JakeSkinner</dc:creator>
      <dc:date>2015-03-25T14:41:19Z</dc:date>
    </item>
    <item>
      <title>Re: LAS Dataset to Raster: How do I determine the sampling size?</title>
      <link>https://community.esri.com/t5/lidar-resources-questions/las-dataset-to-raster-how-do-i-determine-the/m-p/865613#M141</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Sorry but it was more of an A or B question.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;A) The cell is 5.2 meters square&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;B) The cell is 5.2 meters by 5.2 meters = 27.04 meters square.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 25 Mar 2015 16:54:32 GMT</pubDate>
      <guid>https://community.esri.com/t5/lidar-resources-questions/las-dataset-to-raster-how-do-i-determine-the/m-p/865613#M141</guid>
      <dc:creator>DonaldPirie-Hay1</dc:creator>
      <dc:date>2015-03-25T16:54:32Z</dc:date>
    </item>
    <item>
      <title>Re: LAS Dataset to Raster: How do I determine the sampling size?</title>
      <link>https://community.esri.com/t5/lidar-resources-questions/las-dataset-to-raster-how-do-i-determine-the/m-p/865614#M142</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;That was my mistake, I didn't mean copy all of that statement.&amp;nbsp; The answer is B, the cell would be 27.04 square meters.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 25 Mar 2015 16:57:22 GMT</pubDate>
      <guid>https://community.esri.com/t5/lidar-resources-questions/las-dataset-to-raster-how-do-i-determine-the/m-p/865614#M142</guid>
      <dc:creator>JakeSkinner</dc:creator>
      <dc:date>2015-03-25T16:57:22Z</dc:date>
    </item>
    <item>
      <title>Re: LAS Dataset to Raster: How do I determine the sampling size?</title>
      <link>https://community.esri.com/t5/lidar-resources-questions/las-dataset-to-raster-how-do-i-determine-the/m-p/865615#M143</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;From most of the scientific papers I have read, generally it is acceptable to generate cells of the same dimensions as the average point spacing of the Las file.&amp;nbsp; That is if your average point spacing is 1.3, then it would okay for your cell size to be 1.3m by 1.3m(1.69m^2).&amp;nbsp; Otherwise I would say you are very much under utilizing your data, since you will be having ~20 points being used per pixel instead of ~1. &lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Donald, have a look at page 5 of this &lt;A href="http://www.google.com/url?sa=t&amp;amp;rct=j&amp;amp;q=&amp;amp;esrc=s&amp;amp;frm=1&amp;amp;source=web&amp;amp;cd=8&amp;amp;ved=0CFEQFjAH&amp;amp;url=http%3A%2F%2Fwww.isprs.org%2Fproceedings%2FXXXVII%2Fcongress%2F3b_pdf%2F40.pdf&amp;amp;ei=veoSVcT-NcugNvSog5AI&amp;amp;usg=AFQjCNHz-FkWgYR3-83ENUvSgKnnOo4mPg"&gt;ISPRS paper&lt;/A&gt;, it should explain why the smaller cell size is acceptable.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 25 Mar 2015 17:22:43 GMT</pubDate>
      <guid>https://community.esri.com/t5/lidar-resources-questions/las-dataset-to-raster-how-do-i-determine-the/m-p/865615#M143</guid>
      <dc:creator>IanMurray</dc:creator>
      <dc:date>2015-03-25T17:22:43Z</dc:date>
    </item>
    <item>
      <title>Re: LAS Dataset to Raster: How do I determine the sampling size?</title>
      <link>https://community.esri.com/t5/lidar-resources-questions/las-dataset-to-raster-how-do-i-determine-the/m-p/865616#M144</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Hi Don&lt;BR /&gt;sorry for the very slow response - you may have experimented and moved on by now, but I wanted to answer.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;We've just published a rather detailed document of best practices for Lidar at this link&amp;nbsp; &lt;A href="http://esriurl.com/LidarGuidebook" title="http://esriurl.com/LidarGuidebook"&gt;Image Management..&amp;nbsp; &lt;/A&gt; It includes a discussion of deciding sample size. &lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;For a quick answer, I typically recommend you make your bare earth DTM no finer than 4 points per cell (or 2x point spacing), e.g. if point SPACING is 1.3 meters, that would be cell size ~ 2.6 meters (thus 4 samples in your DTM cell looking at 2 dimensions).&amp;nbsp; However, your *average* point spacing will not account for areas with higher and lower point density - so in heavy canopy your spacing will be more coarse, and in truly bare areas your spacing will be better than the average value.&amp;nbsp; I recommend using the GP Tool "Point File Statistics as Raster" and summarize using PULSE_COUNT to get a raster map of your outgoing pulse density, and then using POINT_COUNT to get a raster showing point density - then you can see areas that might have thin coverage.&amp;nbsp; (one other detail - I said "density" above but note if you summarize this raster at 2.6 meter cell size, you'll get pulses or points per [2.6]^2 square meter - so if you want an actual numeric measure of &lt;EM&gt;density per square meter&lt;/EM&gt; you have to divide each value by 6.76 to normalize)&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;I hope that helps!&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Cody B&lt;/P&gt;&lt;P&gt;...oops, I didn't scroll down so I didn't realize Jake Skinner had already answered...&amp;nbsp; Thanks Jake.&amp;nbsp; I also didn't answer re: DSM; that's up to you but many users go as fine as 1 LAS point per cell, just to see the maximum structure - but it'll be noisy, so I usually make my DSM and DTM the same resolution just for consistency.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Fri, 17 Apr 2015 02:38:31 GMT</pubDate>
      <guid>https://community.esri.com/t5/lidar-resources-questions/las-dataset-to-raster-how-do-i-determine-the/m-p/865616#M144</guid>
      <dc:creator>CodyBenkelman</dc:creator>
      <dc:date>2015-04-17T02:38:31Z</dc:date>
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