<?xml version="1.0" encoding="UTF-8"?>
<inport-metadata xmlns:xs="http://www.w3.org/2001/XMLSchema"
                 version="1.11"
                 source="https://www.fisheries.noaa.gov">
   <item-identification>
      <catalog-item-id>69264</catalog-item-id>
      <title>2012 USFS Lidar: Colville National Forest, WA</title>
      <short-name>2012 Colville lidar m9754</short-name>
      <catalog-item-type>Data Set</catalog-item-type>
      <metadata-workflow-state ccs-id="9">Published / External</metadata-workflow-state>
      <parent-catalog-item-id>49401</parent-catalog-item-id>
      <parent-title>Lidar - partner (no harvest)</parent-title>
      <parent-catalog-item-type>Project</parent-catalog-item-type>
      <status>Completed</status>
      <creation-date>2012-11-26</creation-date>
      <publication-date>2023-02-10</publication-date>
      <abstract>Light Detection and Ranging data (lidar) of the Colville National Forest Study Area.  The requested lidar area of interest (AOI) totals approximately 400 square miles, or 256,155 acres.  This area was buffered to ensure data coverage, resulting in a total area flown (TAF) of 282,901 acres.</abstract>
      <purpose>Provide a lidar point cloud for forestry management.</purpose>
      <notes>This metadata was created years after the data collection based upon the available project report from the lidar contractor.</notes>
   </item-identification>
   <keywords>
      <keyword controlled="Yes">
         <keyword-type>Theme</keyword-type>
         <thesaurus version="23.3">Global Change Master Directory (GCMD) Science Keywords</thesaurus>
         <keyword identifier="74ed1690-968e-444c-8a31-7b8344a2aad3">EARTH SCIENCE &gt; LAND SURFACE &gt; TOPOGRAPHY &gt; TERRAIN ELEVATION</keyword>
      </keyword>
      <keyword controlled="Yes">
         <keyword-type>Theme</keyword-type>
         <thesaurus>ISO 19115 Topic Category</thesaurus>
         <keyword>elevation</keyword>
      </keyword>
      <keyword controlled="Yes">
         <keyword-type>Spatial</keyword-type>
         <thesaurus version="23.3">Global Change Master Directory (GCMD) Location Keywords</thesaurus>
         <keyword identifier="dcef091b-18b5-48bf-b191-69ab7a3511f1">CONTINENT &gt; NORTH AMERICA &gt; UNITED STATES OF AMERICA &gt; WASHINGTON</keyword>
      </keyword>
      <keyword controlled="Yes">
         <keyword-type>Instrument</keyword-type>
         <thesaurus version="23.3">Global Change Master Directory (GCMD) Instrument Keywords</thesaurus>
         <keyword identifier="7166c458-f935-4bd9-a322-d92830cf0c33">LIDAR &gt; Light Detection and Ranging</keyword>
      </keyword>
      <keyword controlled="Yes">
         <keyword-type>Platform</keyword-type>
         <thesaurus version="23.3">Global Change Master Directory (GCMD) Platform Keywords</thesaurus>
         <keyword identifier="8b7834c1-2c66-414e-a655-2298e7dcc479">Airplane &gt; Airplane</keyword>
      </keyword>
   </keywords>
   <physical-location>
      <organization>Office for Coastal Management</organization>
   </physical-location>
   <data-set-information>
      <data-set-scope-code>Data Set</data-set-scope-code>
      <data-set-type>Elevation</data-set-type>
      <maintenance-frequency>As Needed</maintenance-frequency>
      <data-presentation-form>Model (digital)</data-presentation-form>
      <entity-attribute-overview>LAS format data with attributes of x, y, z, intensity, seconds of gps week, </entity-attribute-overview>
      <entity-attribute-detail-url>https://www.asprs.org/wp-content/uploads/2010/12/asprs_las_format_v12.pdf</entity-attribute-detail-url>
      <data-set-credit>US Forest Service; Watershed Sciences, Inc.</data-set-credit>
   </data-set-information>
   <entity-attribute-information partial-listing="No" total-count="0"/>
   <support-roles>
      <support-role cc-id="1218316" in-effect="Yes">
         <support-role-type>Data Steward</support-role-type>
         <from-date>2023-02-09</from-date>
         <contact-type>Organization</contact-type>
         <contact-name>NOAA Office for Coastal Management</contact-name>
         <contact-noaa-acronym>NOAA/OCM</contact-noaa-acronym>
         <contact-email>coastal.info@noaa.gov</contact-email>
         <contact-address>2234 South Hobson Ave</contact-address>
         <contact-address-city>Charleston</contact-address-city>
         <contact-address-state>SC</contact-address-state>
         <contact-address-zip>29405-2413</contact-address-zip>
         <contact-phone-number>(843) 740-1202</contact-phone-number>
         <contact-url>https://coast.noaa.gov</contact-url>
         <contact-url-description>NOAA Office for Coastal Management Home Page</contact-url-description>
         <contact-url-function>Online Resource</contact-url-function>
      </support-role>
      <support-role cc-id="1218315" in-effect="Yes">
         <support-role-type>Distributor</support-role-type>
         <from-date>2023-02-09</from-date>
         <contact-type>Organization</contact-type>
         <contact-name>Office for Coastal Management</contact-name>
         <contact-noaa-acronym>OCM</contact-noaa-acronym>
         <contact-ror>https://ror.org/05v14bq57</contact-ror>
         <contact-address>2234 South Hobson Avenue</contact-address>
         <contact-address-city>Charleston</contact-address-city>
         <contact-address-state>SC</contact-address-state>
         <contact-address-zip>29405-2413</contact-address-zip>
         <contact-url>https://www.coast.noaa.gov/</contact-url>
      </support-role>
      <support-role cc-id="1218317" in-effect="Yes">
         <support-role-type>Metadata Contact</support-role-type>
         <from-date>2023-02-09</from-date>
         <contact-type>Organization</contact-type>
         <contact-name>NOAA Office for Coastal Management</contact-name>
         <contact-noaa-acronym>NOAA/OCM</contact-noaa-acronym>
         <contact-email>coastal.info@noaa.gov</contact-email>
         <contact-address>2234 South Hobson Ave</contact-address>
         <contact-address-city>Charleston</contact-address-city>
         <contact-address-state>SC</contact-address-state>
         <contact-address-zip>29405-2413</contact-address-zip>
         <contact-phone-number>(843) 740-1202</contact-phone-number>
         <contact-url>https://coast.noaa.gov</contact-url>
         <contact-url-description>NOAA Office for Coastal Management Home Page</contact-url-description>
         <contact-url-function>Online Resource</contact-url-function>
      </support-role>
   </support-roles>
   <extents>
      <extent cc-id="1218329">
         <description>Colville National Forest Study Area</description>
         <geographic-areas>
            <geographic-area cc-id="1218332">
               <west-bound>-118.89</west-bound>
               <east-bound>-118.36</east-bound>
               <north-bound>49.01</north-bound>
               <south-bound>48.5114</south-bound>
            </geographic-area>
         </geographic-areas>
         <time-frames>
            <time-frame cc-id="1218330">
               <time-frame-type>Range</time-frame-type>
               <start-date-time>2012-10-03</start-date-time>
               <end-date-time>2012-10-09</end-date-time>
               <description>Airborne lidar collection period.</description>
            </time-frame>
         </time-frames>
      </extent>
   </extents>
   <spatial-information>
      <spatial-resolution>
         <horizontal-distance>.6</horizontal-distance>
         <horizontal-distance-units>Meter</horizontal-distance-units>
      </spatial-resolution>
      <spatial-representation>
         <representations-used>
            <vector>Yes</vector>
         </representations-used>
         <vector-representations>
            <vector-representation cc-id="1218323">
               <point-object>
                  <present>Yes</present>
                  <count>4692951642</count>
               </point-object>
            </vector-representation>
         </vector-representations>
      </spatial-representation>
      <reference-systems>
         <reference-system>
            <coordinate-reference-system>
               <crs-type>Geographic 3D</crs-type>
               <epsg-code>EPSG:6319</epsg-code>
               <epsg-name>NAD83(2011)</epsg-name>
               <datum-name>NAD83 (National Spatial Reference System 2011)</datum-name>
               <ellipsoid>GRS 1980</ellipsoid>
               <semimajor-axis>6378137</semimajor-axis>
               <flattening-ratio>298.257222101</flattening-ratio>
               <axes>
                  <axis>
                     <order>1</order>
                     <name>Geodetic Latitude</name>
                     <abbreviation>Lat</abbreviation>
                     <units>degree</units>
                     <orientation>north</orientation>
                  </axis>
                  <axis>
                     <order>2</order>
                     <name>Geodetic Longitude</name>
                     <abbreviation>Lon</abbreviation>
                     <units>degree</units>
                     <orientation>east</orientation>
                  </axis>
                  <axis>
                     <order>3</order>
                     <name>Elipsoidal height</name>
                     <abbreviation>h</abbreviation>
                     <units>metre</units>
                     <orientation>up</orientation>
                  </axis>
               </axes>
            </coordinate-reference-system>
         </reference-system>
      </reference-systems>
   </spatial-information>
   <access-information>
      <security-class>Unclassified</security-class>
      <data-access-constraints>None</data-access-constraints>
      <data-use-constraints>None</data-use-constraints>
      <metadata-access-constraints>None</metadata-access-constraints>
      <metadata-use-constraints>None</metadata-use-constraints>
   </access-information>
   <distribution-information>
      <distribution cc-id="1218318">
         <download-url>https://coast.noaa.gov/dataviewer/#/lidar/search/where:ID=9754</download-url>
         <distributor cc-id="1218315">
            <from-date>2023-02-09</from-date>
            <contact-type>Organization</contact-type>
            <contact-name>Office for Coastal Management</contact-name>
            <contact-ror>https://ror.org/05v14bq57</contact-ror>
         </distributor>
         <description>Custom download allowing user selection of area, projection, format, etc.</description>
         <!--Note: file-type is deprecated-->
         <file-type>Zip</file-type>
         <compression>Zip</compression>
      </distribution>
      <distribution cc-id="1218319">
         <download-url>https://noaa-nos-coastal-lidar-pds.s3.amazonaws.com/laz/geoid18/9754/index.html</download-url>
         <distributor cc-id="1218315">
            <from-date>2023-02-09</from-date>
            <contact-type>Organization</contact-type>
            <contact-name>Office for Coastal Management</contact-name>
            <contact-ror>https://ror.org/05v14bq57</contact-ror>
         </distributor>
         <description>Bulk download of files. These are in orthometric NAVD88 vertical datum.</description>
         <!--Note: file-type is deprecated-->
         <file-type>LAZ</file-type>
         <distribution-format>LAS/LAZ - LASer</distribution-format>
         <compression>Zip</compression>
      </distribution>
   </distribution-information>
   <urls>
      <url cc-id="1218320">
         <url>https://noaa-nos-coastal-lidar-pds.s3.amazonaws.com/laz/geoid18/9754/supplemental/Technical_Data_Report_Colville.pdf</url>
         <name>Colville Data Report</name>
         <url-type>Online Resource</url-type>
         <file-resource-format>pdf</file-resource-format>
         <description>Data report from the contractor. Represents the data as delivered to USFS. Modifications have occurred to the data, as noted in this metadata. The report also describes imagery products that NOAA did not receive.</description>
      </url>
   </urls>
   <data-quality>
      <vertical-positional-accuracy>absolute accuracy RMSE = 0.05 meters
standard deviation = 0.05 meters
Based on checkpoint data. No independent survey data were collected. This is "compiled to meet" in accordance with ASPRS guidelines.</vertical-positional-accuracy>
   </data-quality>
   <lineage>
      <lineage-sources>
         <lineage-source cc-id="1218325">
            <citation-title>Classified point cloud</citation-title>
            <contact-type>Organization</contact-type>
            <contact-name>USFS</contact-name>
            <contact-role-type>Originator</contact-role-type>
         </lineage-source>
      </lineage-sources>
      <lineage-process-steps>
         <lineage-process-step cc-id="1218326">
            <sequence-number>1</sequence-number>
            <description>Airborne acquisition was conducted between 10:00am and 2:00pm each day. The LiDAR survey utilized a Leica ALS50 sensor mounted in a Cessna Caravan.  The system was set to acquire greater than 114,600 laser pulses per second and flown at 2000 meters above ground level (AGL), capturing a scan angle of ±14 degrees from nadir.  These settings are developed to yield points with an average native pulse density of 2 points per square meter over terrestrial surfaces.  

Aircraft position was measured twice per second (2 Hz) by an onboard differential GPS unit. Aircraft attitude is described as pitch, roll, and yaw (heading) and was measured 200 times per second (200 Hz) from an onboard inertial measurement unit (IMU).

The study area was surveyed with opposing flight line side-lap of  at least 60% (greater than 100% overlap) to reduce laser shadowing and increase surface laser painting.  The system allows up to four range measurements per pulse, and all discernable laser returns were processed for the output dataset.</description>
            <process-date-time>2012-10-09T00:00:00</process-date-time>
         </lineage-process-step>
         <lineage-process-step cc-id="1218327">
            <sequence-number>2</sequence-number>
            <description>Resolve GPS kinematic corrections for aircraft position data using kinematic aircraft GPS (Collected at 2 Hz) and static ground GPS (1 Hz) data collected over geodetic controls using POSGNSS v. 5.3, Trimble Business Center v. 2.81, PosPacMMS v 5.4

Develop a smoothed best estimate of trajectory (SBET) file that blends post-processed aircraft position with attitude data. Sensor heading, position, and attitude are calculated throughout the survey using POSGNSS v. 5.3, PosPacMMS v5.4

Calculate laser point position by associating SBET information to each laser point return time, with offsets relative to scan angle, intensity, etc. included. This process creates the raw laser point cloud data for the entire survey in *.las (ASPRS v1.2) format, in which each point maintains the corresponding scan angle, return number (echo), intensity, and x, y, z information. These data are converted to orthometric elevation (NAVD88) by applying a Geoid 12 correction using OPTECH LiDAR Mapping Suite (LMS) v. 2.1

Import raw laser points into subset bins (less than 500 MB, to accommodate file size constraints in processing software). Filter for noise and perform manual relative accuracy calibration. Ground points are then classified for individual flight lines to be used for relative accuracy testing and calibration using TerraScan v.12, Custom Watershed Sciences software

Test relative accuracy using ground classified points per each flight line. Perform automated line-to-line calibrations for system attitude parameters (pitch, roll, heading), mirror flex (scale) and GPS/IMU drift. Calibrations are performed on ground classified points from paired flight lines. Every flight line is used for relative accuracy calibration using TerraMatch v.12, TerraScan v.12, Custom Watershed Sciences software.

Assess Fundamental vertical accuracy via direct comparisons of ground classified points to ground RTK survey data with TerraScan v.12</description>
            <process-date-time>2012-11-20T00:00:00</process-date-time>
         </lineage-process-step>
         <lineage-process-step cc-id="1218328">
            <sequence-number>3</sequence-number>
            <description>Classified point clouds were received by NOAA from US Forest Service in NAD83(2011) UTM zone 11 meters, NAVD88/Geoid12. For ingest into the Digital Coast Data Access Viewer, the data were converted to geographic coordinates and the geoid model was removed.</description>
            <process-date-time>2023-02-09T00:00:00</process-date-time>
            <process-contact>
               <contact-type>Organization</contact-type>
               <contact-name>NOAA Office for Coastal Management</contact-name>
               <contact-noaa-acronym>NOAA/OCM</contact-noaa-acronym>
               <contact-email>coastal.info@noaa.gov</contact-email>
               <contact-address>2234 South Hobson Ave</contact-address>
               <contact-address-city>Charleston</contact-address-city>
               <contact-address-state>SC</contact-address-state>
               <contact-address-zip>29405-2413</contact-address-zip>
               <contact-phone-number>(843) 740-1202</contact-phone-number>
               <contact-url>https://coast.noaa.gov</contact-url>
               <contact-url-description>NOAA Office for Coastal Management Home Page</contact-url-description>
               <contact-url-function>Online Resource</contact-url-function>
            </process-contact>
            <source-citation cc-id="1218325">Classified point cloud</source-citation>
         </lineage-process-step>
      </lineage-process-steps>
   </lineage>
   <catalog-details>
      <guid>gov.noaa.nmfs.inport:69264</guid>
      <metadata-record-created-by pers-id="20140">Kirk Waters</metadata-record-created-by>
      <metadata-record-created>2023-02-10T13:34:29</metadata-record-created>
      <metadata-record-last-modified-by pers-id="0">SysAdmin InPortAdmin</metadata-record-last-modified-by>
      <metadata-record-last-modified>2026-08-19T18:33:57</metadata-record-last-modified>
      <record-published>2023-02-14</record-published>
      <owner-organization>OCM Partners</owner-organization>
      <owner-organization-acronym>OCMP</owner-organization-acronym>
      <owner-organization-address/>
      <owner-organization-address-city/>
      <owner-organization-address-state/>
      <owner-organization-address-zip/>
      <owner-organization-address-country/>
      <owner-organization-phone/>
      <owner-organization-url/>
      <owner-organization-business-hours/>
      <owner-organization-group-id>1002</owner-organization-group-id>
      <publication-status>Public</publication-status>
      <limited-metadata-available>No</limited-metadata-available>
      <is-do-not-publish>No</is-do-not-publish>
      <metadata-last-review-date>2023-02-09</metadata-last-review-date>
      <metadata-review-frequency>3 Years</metadata-review-frequency>
      <metadata-next-review-date>2026-02-09</metadata-next-review-date>
   </catalog-details>
</inport-metadata>
