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            <gco:CharacterString>This metadata record describes the bare-earth hydro-flattened Digital Elevation Model (DEM) for the Western Block of the 2017 Texas Coastal LiDAR project.  The Western Block AOI  covers approximately 289 square miles, including the cities of Liberty, Hankamer, and Anahuac in southeast Texas. This point cloud AOI was collected to meet the density of 8 points per meter.  Total area covers equals approximately 1.130 square miles.  The DEM has 50 cm horizontal resolution, is in UTM Zone 15 projection, horizontal datum is the North American Datum of 1983 (NAD83 (2011)), vertical datum is North American Vertical Datum of 1988 (NAVD88) using the latest geoid (Geoid12b) for converting ellipsoidal heights to orthometric heights.  Units - Meters

Sanborn Map Company was contracted by Texas Water Development Board (TWDB) in cooperation with the Trinity River Authority (TRA) to perform 2017 LiDAR aerial surveys of Texas coastal area of about 1130 square miles. Collections was completed utilizing multi-return systems, Light Detection and Ranging (LiDAR) data in the form of 3-dimensional positions of a dense set of mass points between February 22nd and March 23rd, 2017. ALS70 LiDAR was flown to produce four (4) points and eight (8) points per square meter return density or 0.5 meters and 0.35 meters respectively Nominal Point Spacing (NPS)

Note, The Eastern Block covers approximately 841 square miles, including the cities of Beaumont, Port Arthur, and Nederland in southeast Texas. This point cloud AOI was collected to meet the density of 4 points per meter. It is linked in the 'Related Items' section, below. </gco:CharacterString>
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Quantitative value:  0.241m
    
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The overall NVA accuracy for the entire dataset is RMSEz = 9.992.

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                  <gco:CharacterString>LiDAR data is collected for the project area.  Post processing of the simultaneously acquired GPS/INS is performed and applied to the laser returns to output a point cloud in the specified project coordinate system and datums.  The point cloud data is then subjected to automated classification routines to assign all points in the point cloud to ground, water, overlap and unclassified point classes. Once clean bare earth points are established, all products are created.</gco:CharacterString>
               </gmd:evaluationMethodDescription>
               <gmd:result gco:nilReason="missing"/>
            </gmd:DQ_CompletenessCommission>
         </gmd:report>
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                  <gco:CharacterString>Conceptual Consistency</gco:CharacterString>
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                  <gco:CharacterString>LiDAR data is collected within the project area and processed. Control points were used during calibration to verify accuracy.</gco:CharacterString>
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                        <gco:CharacterString>8PPM LiDAR data  was collected over the West Texas AOI. Multiple returns were recorded for each laser pulse along with an intensity value for each return.  The data acquisition occurred in ten missions between March 15th and March 23rd, 2017.  During the LIDAR campaign, the Sanborn field crew conducted a GPS field survey to establish final coordinates of the ground base stations for final processing of the base-remote GPS solutions.</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2017-01-01T00:00:00</gco:DateTime>
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               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
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                        <gco:CharacterString>Airborne GPS data was differentially processed and integrated with the post processed IMU data to derive a Smoothed Best Estimate of Trajectory (SBET). IMU data provides information concerning roll, pitch and yaw of collection platform during collection event.  IMU information allows the pulse vector to be properly placed in 3D space allowing the distance from the aircraft reference point to be properly positioned on the elevation model surface. The SBET was used to reduce the LiDAR slant range measurements to a raw reflective surface for each flight line.

Airborne GPS is differentially processed using the Inertial Explorer software by Leica Geosystems.</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2017-01-01T00:00:00</gco:DateTime>
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                        <gco:CharacterString>Leica's CloudPro software then combined the SBET and Raw Laser (.scn) files to produce raw point cloud swath data in LAS v1.4 format.</gco:CharacterString>
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                     <gmd:dateTime>
                        <gco:DateTime>2017-01-01T00:00:00</gco:DateTime>
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               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
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                        <gco:CharacterString>The raw swath point cloud data was then calibrated using TerraMatch, a TerraSolid software, to correct relative bias in conjoining swaths that include roll, pitch, heading, Scale, and elevation. The swath data is then compared against the calibration control points and adjusted vertically to exceed the vertical accuracy requirements for the project.</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2017-01-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
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               </gmd:processStep>
               <gmd:processStep>
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                        <gco:CharacterString>The georeferenced lidar data is then classified and edited in Terrasolid Terrascan software.  Data is classified to produce:  Class 1:  unclassified,  Class 2:  ground,  Class 3:  low veg,  Class 4:  med veg,  Class 5:  high veg,  Class 6:  building,  Class 7:  low point,  Class 9: water,  Class 10: ignored ground,  Class 13: bridge deck,  Class 14: culverts</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2017-01-01T00:00:00</gco:DateTime>
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                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>The NOAA Office for Coastal Management (OCM) received the files in the proprietary ERDAS IMG format. The files were converted to floating point GeoTIFF format in vertical meters using gdal_translate from GDAL version 3.0.2.

</gco:CharacterString>
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                              <gco:CharacterString>Office for Coastal Management</gco:CharacterString>
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                                               codeListValue="processor">processor</gmd:CI_RoleCode>
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               </gmd:processStep>
               <gmd:source>
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                     <gmd:description>
                        <gco:CharacterString>Source Contribution: The classified lidar point cloud is used to derive various data products such as, but not limited to, bare earth gridded DEM, triangulated irregular networks (TIN), contours, digital surface models (DSM).  The output format is fully compliant LAS v1.4, Point Record Format 6</gco:CharacterString>
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                           <gmd:denominator>
                              <gco:Integer>1200</gco:Integer>
                           </gmd:denominator>
                        </gmd:MD_RepresentativeFraction>
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                     <gmd:sourceCitation>
                        <gmd:CI_Citation>
                           <gmd:title>
                              <gco:CharacterString>Classified lidar</gco:CharacterString>
                           </gmd:title>
                           <gmd:date gco:nilReason="missing"/>
                           <gmd:citedResponsibleParty>
                              <gmd:CI_ResponsibleParty>
                                 <gmd:organisationName>
                                    <gco:CharacterString>Sanborn Map Company Inc.</gco:CharacterString>
                                 </gmd:organisationName>
                                 <gmd:role>
                                    <gmd:CI_RoleCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:CI_RoleCode"
                                                     codeListValue="originator">originator</gmd:CI_RoleCode>
                                 </gmd:role>
                              </gmd:CI_ResponsibleParty>
                           </gmd:citedResponsibleParty>
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                        <gmd:EX_Extent>
                           <gmd:temporalElement>
                              <gmd:EX_TemporalExtent>
                                 <gmd:extent>
                                    <gml:TimeInstant gml:id="sourceExtent-900152">
                                       <gml:timePosition>2017</gml:timePosition>
                                    </gml:TimeInstant>
                                 </gmd:extent>
                              </gmd:EX_TemporalExtent>
                           </gmd:temporalElement>
                        </gmd:EX_Extent>
                     </gmd:sourceExtent>
                  </gmd:LI_Source>
               </gmd:source>
               <gmd:source>
                  <gmd:LI_Source>
                     <gmd:description>
                        <gco:CharacterString>Source Contribution: Targeted ground control is used to create a digital control file and control report as well as QC check of LiDAR accuracy.  Predefined points (NGS when available) within the project area are targeted.</gco:CharacterString>
                     </gmd:description>
                     <gmd:sourceCitation>
                        <gmd:CI_Citation>
                           <gmd:title>
                              <gco:CharacterString>Ground control</gco:CharacterString>
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                           <gmd:date>
                              <gmd:CI_Date>
                                 <gmd:date>
                                    <gco:Date>2017-01-01</gco:Date>
                                 </gmd:date>
                                 <gmd:dateType>
                                    <gmd:CI_DateTypeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_DateTypeCode"
                                                         codeListValue="publication">publication</gmd:CI_DateTypeCode>
                                 </gmd:dateType>
                              </gmd:CI_Date>
                           </gmd:date>
                           <gmd:citedResponsibleParty>
                              <gmd:CI_ResponsibleParty>
                                 <gmd:organisationName>
                                    <gco:CharacterString>Sanborn Map Company Inc.</gco:CharacterString>
                                 </gmd:organisationName>
                                 <gmd:role>
                                    <gmd:CI_RoleCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:CI_RoleCode"
                                                     codeListValue="originator">originator</gmd:CI_RoleCode>
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                              <gmd:EX_TemporalExtent>
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                                    <gml:TimeInstant gml:id="sourceExtent-900149">
                                       <gml:timePosition>2017</gml:timePosition>
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                  </gmd:LI_Source>
               </gmd:source>
               <gmd:source>
                  <gmd:LI_Source>
                     <gmd:description>
                        <gco:CharacterString>Source Contribution: Aerial LiDAR and GPS/IMU data are recorded for the defined project area at an altitude, flight speed, scanner swath width and scanner pulse frequency to achieve the design goals of the project.</gco:CharacterString>
                     </gmd:description>
                     <gmd:sourceCitation>
                        <gmd:CI_Citation>
                           <gmd:title>
                              <gco:CharacterString>LiDAR Data</gco:CharacterString>
                           </gmd:title>
                           <gmd:date gco:nilReason="missing"/>
                           <gmd:citedResponsibleParty>
                              <gmd:CI_ResponsibleParty>
                                 <gmd:organisationName>
                                    <gco:CharacterString>Sanborn Map Company Inc.</gco:CharacterString>
                                 </gmd:organisationName>
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                                                     codeListValue="originator">originator</gmd:CI_RoleCode>
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                                    <gml:TimeInstant gml:id="sourceExtent-900148">
                                       <gml:timePosition>2017</gml:timePosition>
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                  </gmd:LI_Source>
               </gmd:source>
               <gmd:source>
                  <gmd:LI_Source>
                     <gmd:description>
                        <gco:CharacterString>Source Contribution: Post processed GPS/INS is applied to the lidar point data to georeference each point in the project coordinate system</gco:CharacterString>
                     </gmd:description>
                     <gmd:scaleDenominator>
                        <gmd:MD_RepresentativeFraction>
                           <gmd:denominator>
                              <gco:Integer>1200</gco:Integer>
                           </gmd:denominator>
                        </gmd:MD_RepresentativeFraction>
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                     <gmd:sourceCitation>
                        <gmd:CI_Citation>
                           <gmd:title>
                              <gco:CharacterString>Post processed GPS/INS</gco:CharacterString>
                           </gmd:title>
                           <gmd:date gco:nilReason="missing"/>
                           <gmd:citedResponsibleParty>
                              <gmd:CI_ResponsibleParty>
                                 <gmd:organisationName>
                                    <gco:CharacterString>Sanborn Map Company Inc.</gco:CharacterString>
                                 </gmd:organisationName>
                                 <gmd:role>
                                    <gmd:CI_RoleCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:CI_RoleCode"
                                                     codeListValue="originator">originator</gmd:CI_RoleCode>
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                                       <gml:timePosition>2017</gml:timePosition>
                                    </gml:TimeInstant>
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                  </gmd:LI_Source>
               </gmd:source>
               <gmd:source>
                  <gmd:LI_Source>
                     <gmd:description>
                        <gco:CharacterString>Source Contribution: The post processed lidar data has been projected and oriented in the specified coordinate system as an un-classified point cloud.</gco:CharacterString>
                     </gmd:description>
                     <gmd:scaleDenominator>
                        <gmd:MD_RepresentativeFraction>
                           <gmd:denominator>
                              <gco:Integer>1200</gco:Integer>
                           </gmd:denominator>
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                        <gmd:CI_Citation>
                           <gmd:title>
                              <gco:CharacterString>Post processed lidar</gco:CharacterString>
                           </gmd:title>
                           <gmd:date gco:nilReason="missing"/>
                           <gmd:citedResponsibleParty>
                              <gmd:CI_ResponsibleParty>
                                 <gmd:organisationName>
                                    <gco:CharacterString>Sanborn Map Company Inc.</gco:CharacterString>
                                 </gmd:organisationName>
                                 <gmd:role>
                                    <gmd:CI_RoleCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:CI_RoleCode"
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               <gmd:source>
                  <gmd:LI_Source>
                     <gmd:description>
                        <gco:CharacterString>Source Contribution: The tile definition defines discreet non-overlapping rectangular areas used as cut lines to break up the large classified lidar dataset into smaller, more manageable data tiles.  Each tile is 1mi x 1mi in dimension.</gco:CharacterString>
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                        <gmd:MD_RepresentativeFraction>
                           <gmd:denominator>
                              <gco:Integer>1200</gco:Integer>
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                        <gmd:CI_Citation>
                           <gmd:title>
                              <gco:CharacterString>Tile Definition</gco:CharacterString>
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                           <gmd:date gco:nilReason="missing"/>
                           <gmd:citedResponsibleParty>
                              <gmd:CI_ResponsibleParty>
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                                    <gco:CharacterString>Sanborn Map Company Inc.</gco:CharacterString>
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                                       <gml:timePosition>2017</gml:timePosition>
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               </gmd:source>
            </gmd:LI_Lineage>
         </gmd:lineage>
      </gmd:DQ_DataQuality>
   </gmd:dataQualityInfo>
</gmi:MI_Metadata>
