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    <title>topic Re: Inter-point distance calculations for forest inventory metrics in Forestry Questions</title>
    <link>https://community.esri.com/t5/forestry-questions/inter-point-distance-calculations-for-forest/m-p/607153#M130</link>
    <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;HI gordon, I think you could achieve this using the generate near table too​l and specifying closest five. I am curious though, how you will derive the tree diameter from this metric.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
    <pubDate>Sat, 04 Apr 2015 23:26:26 GMT</pubDate>
    <dc:creator>SepheFox</dc:creator>
    <dc:date>2015-04-04T23:26:26Z</dc:date>
    <item>
      <title>Inter-point distance calculations for forest inventory metrics</title>
      <link>https://community.esri.com/t5/forestry-questions/inter-point-distance-calculations-for-forest/m-p/607152#M129</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;I have recently experimented with the automated delineation of trees from high resolution imagery and also from Lidar.&amp;nbsp; Since I have also derived the approximate height of each point from the LiDAR derived height layer, I would now like to get the inter-tree distance between each tree and its nearest five neighbors.&amp;nbsp; My intent is to then use this as a tree specific measure of density/spacing to derive a more accurate estimate of each tree's diameter.&amp;nbsp; Since there are from 500 - 5000 stems per hectare and I am dealing with approximately 70,000 hectares, the processing may be significant.&amp;nbsp; While I have some ideas on how this might be accomplished, I don't have a super-computer at my disposal to complete all of the calculations.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;If anyone has any ideas on an efficient process for making these calculations, your input would be greatly appreciated.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Gord.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Fri, 13 Mar 2015 20:00:01 GMT</pubDate>
      <guid>https://community.esri.com/t5/forestry-questions/inter-point-distance-calculations-for-forest/m-p/607152#M129</guid>
      <dc:creator>GordonWhitmore</dc:creator>
      <dc:date>2015-03-13T20:00:01Z</dc:date>
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      <title>Re: Inter-point distance calculations for forest inventory metrics</title>
      <link>https://community.esri.com/t5/forestry-questions/inter-point-distance-calculations-for-forest/m-p/607153#M130</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;HI gordon, I think you could achieve this using the generate near table too​l and specifying closest five. I am curious though, how you will derive the tree diameter from this metric.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Sat, 04 Apr 2015 23:26:26 GMT</pubDate>
      <guid>https://community.esri.com/t5/forestry-questions/inter-point-distance-calculations-for-forest/m-p/607153#M130</guid>
      <dc:creator>SepheFox</dc:creator>
      <dc:date>2015-04-04T23:26:26Z</dc:date>
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    <item>
      <title>Re: Inter-point distance calculations for forest inventory metrics</title>
      <link>https://community.esri.com/t5/forestry-questions/inter-point-distance-calculations-for-forest/m-p/607154#M131</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;what tools do you have available?&amp;nbsp; If you have tree point locations, it would be interesting as a test to find out what each space a tree "takes up".&amp;nbsp; &lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;This could be accomplished by&lt;/P&gt;&lt;OL&gt;&lt;LI&gt;constructing a Voronoi diagram (aka Thiessen Polygon) which would locate each tree within its surrounding "space".&amp;nbsp; The per tree area and its variation and distribution would be useful metrics to explore.&lt;/LI&gt;&lt;LI&gt;Alternately, one could construct a Delauney triangulation which is the sibling to the Vor Dia.&amp;nbsp; In this situation, the space located between 3 trees (ergo a triangle) is delineated and the triangle metrics could also be examined.&lt;/LI&gt;&lt;LI&gt;Spatial allocation can also be done in raster world as well and are akin to those outlined in 1 and 2 above&lt;/LI&gt;&lt;/OL&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;options for 1,2 and 3 can easily be done in Arcmap if you have the appropriate license level and #3 requires the spatial analyst extension.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;I have code to accomplish 1 and 2 using vector point data (shapefile inputs and VorDia, ThiPol as outputs) that requires no special license level or extension.&amp;nbsp; If you are interested I could post/attach it later when I get off this iThingy and onto my real computer.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Just several thoughts to get the thought processes going.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;​&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Sat, 04 Apr 2015 23:49:04 GMT</pubDate>
      <guid>https://community.esri.com/t5/forestry-questions/inter-point-distance-calculations-for-forest/m-p/607154#M131</guid>
      <dc:creator>DanPatterson_Retired</dc:creator>
      <dc:date>2015-04-04T23:49:04Z</dc:date>
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    <item>
      <title>Re: Inter-point distance calculations for forest inventory metrics</title>
      <link>https://community.esri.com/t5/forestry-questions/inter-point-distance-calculations-for-forest/m-p/607155#M132</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Gordon,&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;I agree that finding the nearest 5 trees would be very compute intensive. Another idea might be to use a "moving window" type of analysis.&amp;nbsp; You could center the moving window on each tree, and get a count of how many trees are inside that window which would give you a measure of density/spacing. Alternatively you could use one of the neighborhood analysis tools in Spatial Analyst (which is quite efficient) to calculate density/spacing measures across the entire study area. Those density/spacing measures could then be imputed to individual trees.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;That begs the question that Sephe asked, how will you use density/spacing to calculate diameters. Crown Area is very strongly correlated with diameter. But density/spacing and crown area may or may not be related due to canopy gaps, especially in younger forests. You may be better served finding a method to calculate crown area from your LiDAR data&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Thu, 21 May 2015 15:12:49 GMT</pubDate>
      <guid>https://community.esri.com/t5/forestry-questions/inter-point-distance-calculations-for-forest/m-p/607155#M132</guid>
      <dc:creator>BruceCarroll1</dc:creator>
      <dc:date>2015-05-21T15:12:49Z</dc:date>
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      <title>Re: Inter-point distance calculations for forest inventory metrics</title>
      <link>https://community.esri.com/t5/forestry-questions/inter-point-distance-calculations-for-forest/m-p/607156#M133</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Has anyone been able to replicate the pit-free Canopy Height Model (CHM) proposed by Khosravipour et al. (2014).&amp;nbsp; I know CHM is talked about on another tool though haven't heard of it via ARCGIS.&amp;nbsp; Thanks...&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Fri, 29 Jan 2016 00:18:55 GMT</pubDate>
      <guid>https://community.esri.com/t5/forestry-questions/inter-point-distance-calculations-for-forest/m-p/607156#M133</guid>
      <dc:creator>EarlKlug</dc:creator>
      <dc:date>2016-01-29T00:18:55Z</dc:date>
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