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    <title>topic Re: Help with Lidar in LIDAR Resources Questions</title>
    <link>https://community.esri.com/t5/lidar-resources-questions/help-with-lidar/m-p/843669#M111</link>
    <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;I'm guessing you have some bathymetric LIDAR? What influences trout spawning areas? Or do you already know the areas and are trying to infer water depth to be causal?&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
    <pubDate>Tue, 12 May 2020 15:12:12 GMT</pubDate>
    <dc:creator>DavidPike</dc:creator>
    <dc:date>2020-05-12T15:12:12Z</dc:date>
    <item>
      <title>Help with Lidar</title>
      <link>https://community.esri.com/t5/lidar-resources-questions/help-with-lidar/m-p/843668#M110</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Hi All,&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;I downloaded Lidar data from NOAA and am looking to use it to assess possible trout spawning areas in the Lower Saluda River in South Carolina. The data I downloaded is in TIFF format. What are some possible workflows that I could execute to assess the data to find spawning habitat in the river? I know how to perform trained classification with imagery on ArcGIS but are there other tools out there to undertake this task? Any help would be greatly appreciated. Thanks!&lt;/P&gt;&lt;P&gt;Ben&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;&lt;A href="https://community.esri.com/t5/tag/lidar solutions/tg-p"&gt;#lidar solutions&lt;/A&gt;‌ &lt;A href="https://community.esri.com/t5/tag/lidar and other point clouds/tg-p"&gt;#lidar and other point clouds&lt;/A&gt;‌&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Tue, 12 May 2020 13:36:14 GMT</pubDate>
      <guid>https://community.esri.com/t5/lidar-resources-questions/help-with-lidar/m-p/843668#M110</guid>
      <dc:creator>BenWilkerson</dc:creator>
      <dc:date>2020-05-12T13:36:14Z</dc:date>
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    <item>
      <title>Re: Help with Lidar</title>
      <link>https://community.esri.com/t5/lidar-resources-questions/help-with-lidar/m-p/843669#M111</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;I'm guessing you have some bathymetric LIDAR? What influences trout spawning areas? Or do you already know the areas and are trying to infer water depth to be causal?&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Tue, 12 May 2020 15:12:12 GMT</pubDate>
      <guid>https://community.esri.com/t5/lidar-resources-questions/help-with-lidar/m-p/843669#M111</guid>
      <dc:creator>DavidPike</dc:creator>
      <dc:date>2020-05-12T15:12:12Z</dc:date>
    </item>
    <item>
      <title>Re: Help with Lidar</title>
      <link>https://community.esri.com/t5/lidar-resources-questions/help-with-lidar/m-p/843670#M112</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;David,&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;The Lidar data I downloaded is in LAS point data. The metadata also states that a DEM, hydrographic breaklines and terrain, and intensity images per tile.&amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;&lt;/P&gt;&lt;P&gt;I know that trout spawn in shallow water on gravel beds. I was hoping to use the Lidar imagery to find those areas.&amp;nbsp;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Tue, 12 May 2020 15:42:18 GMT</pubDate>
      <guid>https://community.esri.com/t5/lidar-resources-questions/help-with-lidar/m-p/843670#M112</guid>
      <dc:creator>BenWilkerson</dc:creator>
      <dc:date>2020-05-12T15:42:18Z</dc:date>
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    <item>
      <title>Re: Help with Lidar</title>
      <link>https://community.esri.com/t5/lidar-resources-questions/help-with-lidar/m-p/843671#M113</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;I'm thinking a slope/roughness calculation might identify the gravel, and shallow areas could be identified through the difference of the point elevation to mean water level?&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Tue, 12 May 2020 17:04:20 GMT</pubDate>
      <guid>https://community.esri.com/t5/lidar-resources-questions/help-with-lidar/m-p/843671#M113</guid>
      <dc:creator>DavidPike</dc:creator>
      <dc:date>2020-05-12T17:04:20Z</dc:date>
    </item>
    <item>
      <title>Re: Help with Lidar</title>
      <link>https://community.esri.com/t5/lidar-resources-questions/help-with-lidar/m-p/843672#M114</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Yes with your understanding of ArcGIS image tools and supervised classification you could do this assuming: a) the lidar data has picked up some information that is indicative of spawning habitat&amp;nbsp; b) you have known spawning areas to use for training.&lt;/P&gt;&lt;P&gt;Your ideas of using roughness&amp;nbsp;seems good if you can derive that from the lidar. Unless the point spacing is very tight it&amp;nbsp;will be hard to distinguish spawning gravel (1/4 inch to a couple inches depending on your fish size), from finer sediments and mud, but you might be able to use supplemental imagery to help with this.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;For the depth, take a look at the &lt;EM&gt;Height Above Nearest Drainage&lt;/EM&gt; workflow &lt;A _jive_internal="true" href="https://community.esri.com/thread/242301-how-to-idenfity-flood-areas"&gt;described in the reply to this question&lt;/A&gt;.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Here is a pretty relevant project -&amp;nbsp;&lt;A href="https://digitalcommons.humboldt.edu/cgi/viewcontent.cgi?article=1274&amp;amp;context=etd"&gt;Modeling salmon spawning habitat from lidar PDF&lt;/A&gt; and &lt;A href="https://digitalcommons.humboldt.edu/etd/245/"&gt;other project info and downloads&lt;/A&gt;&lt;/P&gt;&lt;P&gt;And another somewhat related -&amp;nbsp;&lt;A href="https://www.osa.org/en-us/about_osa/newsroom/news_releases/2018/researchers_use_lidar_to_locate_invasive_fish_and/"&gt;Spawning lake trout in Yellowstone&lt;/A&gt;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Tue, 12 May 2020 19:10:47 GMT</pubDate>
      <guid>https://community.esri.com/t5/lidar-resources-questions/help-with-lidar/m-p/843672#M114</guid>
      <dc:creator>SteveKopp</dc:creator>
      <dc:date>2020-05-12T19:10:47Z</dc:date>
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