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	<title>tmackinnon.com &#187; LIDAR</title>
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		<title>3D Flood Modeling with LIDAR</title>
		<link>http://tmackinnon.com/3d-flood-modeling-with-high-resolution-lidar.php</link>
		<comments>http://tmackinnon.com/3d-flood-modeling-with-high-resolution-lidar.php#comments</comments>
		<pubDate>Wed, 03 Mar 2010 22:51:07 +0000</pubDate>
		<dc:creator>tmackinnon</dc:creator>
				<category><![CDATA[2004 NB LIDAR project]]></category>
		<category><![CDATA[CCAF]]></category>
		<category><![CDATA[Environment Canada]]></category>
		<category><![CDATA[Flood Modeling]]></category>
		<category><![CDATA[high resolution]]></category>
		<category><![CDATA[LIDAR]]></category>
		<category><![CDATA[New Brunswick]]></category>
		<category><![CDATA[project #A591]]></category>
		<category><![CDATA[Sea Level Rise]]></category>

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		<description><![CDATA[The main goal of this project was to generate flood maps and DEMs with better than 30 cm vertical accuracy for the coastal area of southeastern New Brunswick.]]></description>
			<content:encoded><![CDATA[<p>This is a summary detailing the methodologies and issues involved during an extensive technical graduate project that I completed as part of the Applied Geomatics Research program with the Center of Geographic Sciences (COGS) and the Applied Geomatics Research Group (AGRG).<img class="alignright" style="margin: 5px;;  float: right; padding: 4px; margin: 0 0 2px 7px;" title="CSR Flood Model" src="http://tmackinnon.com/2005/images/CSR-with-flood.jpg" alt="CSR with flood 3D Flood Modeling with LIDAR" width="320" height="240" /></p>
<p style="text-align: justify;">The main goal of the project was to generate flood maps and DEMs with better than 30 cm vertical accuracy for the coastal area of southeastern New Brunswick in support of CCAF Project A591. The CCAF project was a venture partnered with Environment Canada, Geological Survey of Canada, Natural Resources Canada, New Brunswick Resources and Energy, Parks Canada, Universite de Moncton, Nova Scotia Community College (AGRG &amp; COGS) and the University of New Brunswick. The aim of the CCAF project team was to collaborate together and generate accurate maps and information that would quantify the impacts of climate change, sea-level rise, storm surge events and coastal erosion in support of sustainable management and the development of adaptation strategies.</p>
<p style="text-align: justify;">The project involved mapping areas at risk to coastal flooding from storm surge events. High resolution elevation data acquired from an airborne LIDAR sensor was used to interpolate three dimensional digital elevation models of the coastal topography and to accurately model flooding for the selec</p>
<p style="text-align: justify;">ted case study areas in southeast New Brunswick. Based upon the LIDAR DEM and the provided predicted sea-level rise information from storm surge and climate change models, several flood risk maps of the coastal zone of New Brunswick were produced.Further analysis of the spatial relationships between existing structures and land cover types and predicted flood risk maps will be done in collaboration with other sub-projects of the CCAF project committee.</p>
<p style="text-align: justify;">The project was the major portion of the advanced diploma in Applied Geomatics Research that I obtained from the Center of Geographic Sciences (COGS). This web page is intended as a summary portfolio of the project, with links to the related components such as papers, presentations, posters, scripts, images etc.</p>
<p><strong>STUDY AREA</strong></p>
<p><img class="left alignleft" style="margin: 25px;;  float: left; padding: 4px; margin: 0 7px 2px 0;" src="http://tmackinnon.com/2005/images/nb_key_map.gif" alt="nb key map 3D Flood Modeling with LIDAR" hspace="5" vspace="5" title="3D Flood Modeling with LIDAR" /></p>
<p>The study area for the project consisted of the coastal Gulf Shore region of southeastern New Brunswick from Kouchibouguac National Park south to Jourimain Island. The area was split into ten smaller polygons, based on sub-project requirements of the CCAF team and comprised the areas of highest scientific interest and significant priority for governments and coastal stake holders.The polygons were given the following names: Kouchibouguac National Park,Cap Lumiere, La Dune, Bouctouche, Cormierville, Ile Cocagne, Cap Pele, Shemogue Harbour, Little Shemogue, and Cape Jourimain.</p>
<p><img class="alignnone" src="http://tmackinnon.com/2005/images/NB_study_area_map2.gif" alt="NB study area map2 3D Flood Modeling with LIDAR" width="550" height="500" title="3D Flood Modeling with LIDAR" /></p>
<p><strong>Literature Review</strong></p>
<p>The literature review consisted of a paper and a presentation that took place during September and October of 2003 at the Applied Geomatics Research Group facility in Middleton, Nova Scotia.</p>
<ul>
<li>MacKinnon E (2003) <a href="http://tmackinnon.com/2005/PDF/AGRG-Literture-review.pdf" target="_blank">AGRG Literature Review </a>Middleton, NS: Applied Geomatics Research Group, Centre of Geographic Sciences, 11 pages</li>
<li>MacKinnon E (2003) <a href="http://tmackinnon.com/2005/PDF/litreview-presentation.pdf" target="_blank">Coastal Geomorphological 3D Modeling with LIDAR </a>presented at the Applied Geomatics Research Group, Centre of Geographic Sciences; Middleton, Nova Scotia</li>
</ul>
<p><strong>Project Proposal</strong></p>
<p>All students were required to construct a proposal for their respective projects even though we were basically all ready committed to complete the project and funding had already been secured prior to our presence. Also in my case, I was already 6 months into the project when I was writing the proposal. The project proposal consisted of a paper and a presentation that took place during September and October of 2003 at the Applied Geomatics Research Group facility in Middleton, Nova Scotia.</p>
<ul>
<li>MacKinnon E (2003) <a href="http://tmackinnon.com/2005/PDF/proposal-report.pdf" target="_blank"><span style="text-decoration: underline;">Sea-Level Rise and Climate Change on the Coastal Zone of southeastern New Brunswick</span></a>Middleton, NS: Applied Geomatics Research<br />
Group, Centre of Geographic Sciences, 20 pages</li>
<li>MacKinnon E (2003) <span style="text-decoration: underline;"><a href="http://tmackinnon.com/2005/PDF/proposal-presentation.pdf" target="_blank">Impacts of Sea-Level Rise on the Coastal Zone of southeastern New Brunswick </a></span>presented at the Applied Geomatics Research Group, Centre of Geographic Sciences; Middleton, Nova Scotia</li>
</ul>
<p><img src="http://tmackinnon.com/2005/images/LIDAR_setup-sm.jpg" alt="LIDAR setup sm 3D Flood Modeling with LIDAR" width="500" height="200" title="3D Flood Modeling with LIDAR" /></p>
<p><strong>Final Paper and Presentation</strong></p>
<p>The final paper was prepared to summarize the entire project, the report was rather lengthy with over 200 pages of content, the PDF version had to have all image resolutions degraded to allow it to be posted to the site and note that it is still relatively a large file (over 20 mb).</p>
<p>Final presentations were given at the CCAF annual general meeting at the University of Moncton in New Brunswick and the 2004 Geomatics Atlantic Conference at the University of New Brunswick in Fredericton, New Brunswick</p>
<ul>
<li>MacKinnon E (2004) <a href="http://tmackinnon.com/2005/PDF/MacKinnon_2004_Final_Report.pdf" target="_blank"><span style="text-decoration: underline;">Three Dimensional Flood Modeling with High Resolution LIDAR</span></a> Middleton, NS: Applied Geomatics Research Group, Centre of Geographic<br />
Sciences, 200 pages MacKinnon E (2004) <a href="http://tmackinnon.com/2005/PDF/nb-ccaf-lidar-final.pdf" target="_blank">Three Dimensional Flood Modeling with High Resolution LIDAR</a> presented at the University of Moncton, New Brunswick and also presented at the Centre of Geographic Sciences in Lawrencetown , Nova Scotia</li>
</ul>
<p><img src="http://tmackinnon.com/2005/images/ortho-lidar-csr.jpg" alt="ortho lidar csr 3D Flood Modeling with LIDAR" width="585" height="300" title="3D Flood Modeling with LIDAR" /></p>
<p><strong>Other Related Papers and Presentations</strong></p>
<p>I have presented this project at the 2004 GeoTec Conference in Toronto, Ontario, the 2004 Geomatics Atlantic Conference and at the 98th Canadian Institute of Geomatics Conference in Ottawa, Ontario.</p>
<ul>
<li>MacKinnon E (2005) <a href="http://tmackinnon.com/2005/PDF/MacKinnon_CIG2005_YA.pdf" target="_blank"><span style="text-decoration: underline;">Three Dimensional Flood Modeling with High Resolution LIDAR</span></a> Ottawa, Ont: Canadian Institute of Geomatics, 8 pages</li>
<li>MacKinnon E (2005) <a href="http://tmackinnon.com/2005/PDF/MacKinnon_CIG2005_presentation.pdf" target="_blank"><span style="text-decoration: underline;">Three Dimensional Flood Modeling with High Resolution LIDAR</span></a> presented at the Canadian Institute of Geomatics 2005 Conference held in Ottawa, Ontario</li>
<li>Webster T &amp; MacKinnon E (2004) <span style="text-decoration: underline;"><a href="http://tmackinnon.com/2005/PDF/FloodRiskMapping2004.pdf" target="_blank">Flood Risk Mapping using LIDAR, SE NB Climate Change Action Fund</a> </span>presented at Geomatics Atlantic 2004 Conference held at the University of New Brunswick in Fredericton, New Brunswick</li>
</ul>
<p><img src="http://tmackinnon.com/2005/images/Dsc01325b.jpg" alt="Dsc01325b 3D Flood Modeling with LIDAR" width="400" height="300" title="3D Flood Modeling with LIDAR" /></p>
<p><strong>Scripts</strong></p>
<p>Several scripts were written for this project to aid with the automation of repeat data processing. EASI scripts were written and used with PCI and AML scripts were written and used with ESRI ArcINFO 9x workstation.</p>
<ul>
<li><span style="color: #000000; font-size: x-small;">Bonnycastle A &amp; MacKinnon E (2003) <span style="text-decoration: underline;">TERRA_IMPORT.aml</span> based on previous AGRG AML script written by Christian M,Dickie S, &amp; MacKinnon F</span></li>
<li><span style="color: #000000; font-size: x-small;">Bonnycastle A, MacKinnon E &amp; Miline T (2003) <span style="text-decoration: underline;">TILE_GRID.aml</span> </span></li>
<li><span style="color: #000000; font-size: x-small;">Bonnycastle A, MacKinnon E &amp; Miline T (2003) <span style="text-decoration: underline;">TILE_GRID.aml</span> &#8211; this version was designed to create the Allhits surface grids</span></li>
<li><span style="color: #000000; font-size: x-small;">MacKinnon E (2004) <span style="text-decoration: underline;">Flood_BT.mod </span>- EASI script that was designed to create flood images of the LIDAR DEM (a different version was created for each study area)</span></li>
<li><span style="color: #000000; font-size: x-small;">MacKinnon E (2004) <span style="text-decoration: underline;">Flood_CP_anim.mod </span>- EASI script that was designed to create flood images to incorporate into the flood animations (a different version was created for each study area)</span></li>
</ul>
<p><strong>Images</strong></p>
<p>Images submitted to posted on the Environment Canada web site:</p>
<ul>
<li><span style="color: #000000; font-size: x-small;">MacKinnon E (2003)</span><a href="http://atlantic-web1.ns.ec.gc.ca/slr/16B2BE08-FEAD-4A32-BE7F-974FED19AD83/LIDAR-ZONES-map-may03-445.jpg" target="_blank"><span style="color: #000000; font-size: x-small;"><span style="text-decoration: underline;">Study area map with a LandSat background</span></span></a> posted on the Environment Canada web site</li>
<li>MacKinnon E (2004)<span style="text-decoration: underline;">Study area map with a LandSat background</span> &#8211; Updated 2004 version</li>
<li><span style="color: #000000; font-size: x-small;">MacKinnon E (2004) </span><a href="http://atlantic-web1.ns.ec.gc.ca/slr/16B2BE08-FEAD-4A32-BE7F-974FED19AD83/DEM-PtduCh2-55mflood-445_EN.jpg" target="_blank"><span style="color: #000000; font-size: x-small;">CapPele flood extent layer integrated with a color shaded relief (CSR)</span></a><span style="color: #000000; font-size: x-small;"> of the Point du Chene, New Brunswick area &#8211; </span>posted on the Environment Canada web site</li>
<li><span style="color: #000000; font-size: x-small;">MacKinnon E (2004) </span><a href="http://atlantic-web1.ns.ec.gc.ca/slr/16B2BE08-FEAD-4A32-BE7F-974FED19AD83/DEM-Shediac1_ENG.jpg" target="_blank"><span style="color: #000000; font-size: x-small;">Ground only color shaded relief (CSR)</span></a> <span style="color: #000000; font-size: x-small;">of the Point du Chene, and Shediac, New Brunswick areas &#8211; </span>posted on the Environment Canada web site</li>
<li><span style="color: #000000; font-size: x-small;">MacKinnon E (2004) </span><a href="http://atlantic-web1.ns.ec.gc.ca/slr/16B2BE08-FEAD-4A32-BE7F-974FED19AD83/DEM-Bouctouche-Church-450.jpg" target="_blank"><span style="color: #000000; font-size: x-small;">3D color shaded relief (CSR)</span></a><span style="color: #000000; font-size: x-small;"> of Bouctouche, New Brunswick area with a church and several buildings easily visible (note: there is an exaggeration of 8 times orthometric height) &#8211; </span>posted on the Environment Canada web site</li>
<li><span style="color: #000000; font-size: x-small;">MacKinnon E (2004) </span><a href="http://atlantic-web1.ns.ec.gc.ca/slr/16B2BE08-FEAD-4A32-BE7F-974FED19AD83/DEM-Shediac-222v_ENG.jpg" target="_blank"><span style="color: #000000; font-size: x-small;">Allhits color shaded relief (CSR)</span></a> <span style="color: #000000; font-size: x-small;">of the Shediac, New Brunswick area &#8211; </span>posted on the Environment Canada web site</li>
</ul>
<p><strong>Animations</strong></p>
<ul>
<li>MacKinnon E (2004) <span style="text-decoration: underline;">Three dimensional flood simulation</span> &#8211; This is a simulated flood from sea level to 5m integrated with a color shaded relief DSM</li>
<li><span style="color: #000000; font-size: x-small;">MacKinnon E (2004) </span><a href="http://tmackinnon.com/shediac-animated.htm"><span style="color: #000000; font-size: x-small;">Three dimensional fly over simulation</span></a> <span style="color: #000000; font-size: x-small;">- LIDAR All hits surface with a color orthophoto mosaic draped on top</span></li>
</ul>
<p><strong>Posters</strong></p>
<p>Several posters were created for this project with some of them being presented at major<br />
conferences. All posters were relatively large and hard to represent on a web site, so most cases these are low resolution graphic representations, and not meant to be the actual posters.</p>
<ul>
<li><span style="color: #000000; font-size: x-small;">MacKinnon E (2003) </span><a href="http://tmackinnon.com/portfolio/rs/agrg-nb-lidar-2003.htm"><span style="color: #000000; font-size: x-small;"><span style="text-decoration: underline;">New Brunswick High Precision Network and AGRG<br />
2003/2004 LIDAR Zones</span></span></a><span style="color: #000000; font-size: x-small;"> presented at Geomatics Atlantic Conference 2003<br />
(Wolfville, Nova Scotia) and posted at the AGRG (Middleton, Nova Scotia)</span></li>
<li><span style="color: #000000; font-size: x-small;">MacKinnon E (2003) </span><a href="http://tmackinnon.com/portfolio/rs/agrg-valley-lidar-2003.htm"><span style="color: #000000; font-size: x-small;"><span style="text-decoration: underline;">AGRG LIDAR Ground Validation Campaign 2003</span></span></a><span style="color: #000000; font-size: x-small;"> presented at Geomatics Atlantic Conference 2003 (Wolfville, Nova Scotia)</span></li>
<li><span style="color: #000000; font-size: x-small;">MacKinnon E (2004) </span><a href="http://tmackinnon.com/LIDAR-Geotec-poster.htm" target="_blank"><span style="color: #000000; font-size: x-small;"><span style="text-decoration: underline;">3D Modeling with High Resolution LIDAR</span></span></a><span style="color: #000000; font-size: x-small;">presented at the GeoTec Conference (Toronto, Ontario) </span><span style="color: #000000; font-size: x-small;">and posted at the AGRG (Middleton, Nova Scotia)</span></li>
<li><span style="color: #000000; font-size: x-small;">MacKinnon E (2004) </span><a href="http://tmackinnon.com/LIDAR-CCAF-flood-poster.htm" target="_blank"><span style="color: #000000; font-size: x-small;"><span style="text-decoration: underline;">FLood Simulation Modeling with High Resolution Modeling</span></span></a><span style="color: #000000; font-size: x-small;">posted at the AGRG (Middleton, Nova Scotia) </span><span style="color: #000000; font-size: x-small;">MacKinnon E (2004) </span><a href="http://tmackinnon.com/LIDAR-Bouct-poster.htm"><span style="color: #000000; font-size: x-small;"><span style="text-decoration: underline;">Bouctouche, New Brunswick &#8211; Color Shaded Relief</span></span></a><span style="color: #000000; font-size: x-small;"> presented at </span>CCAF annual general meeting <span style="color: #000000; font-size: x-small;">held<br />
at the University of Moncton (Moncton, New Brunswick)</span>, <span style="color: #000000; font-size: x-small;">and posted at the AGRG (Middleton, Nova Scotia)</span></li>
</ul>
<p><img src="http://tmackinnon.com/2005/posters/fig107-r.gif" alt="fig107 r 3D Flood Modeling with LIDAR"  title="3D Flood Modeling with LIDAR" /></p>
<p>&nbsp;</p>
<p><strong>Related Links</strong></p>
<p><a href="http://cogs.ns.ca" target="_blank">COGS</a> &#8211; (Center of Geographic Sciences)</p>
<p><a href="http://agrg.cogs.ns.ca" target="_blank">AGRG</a> &#8211; (Applied Geomatics Research Group)</p>
<p><a href="http://atlantic-web1.ns.ec.gc.ca/slr/default.asp?lang=En&amp;n=16B2BE08-1" target="_blank">Environment Canada</a></p>
<p><a href="http://www.pcigeomatics.com/support_center.php" target="_blank">PCI Geomatics</a></p>
<p><a href="http://esri.com" target="_blank">ESRI</a></p>
<p><a href="http://www.leica-geosystems.com/corporate/en/products/gps_systems/lgs_4224.htm" target="_blank">Leica Geosystems GPS</a></p>
<p><a href="http://www.cig-acsg.ca/page.asp?intNodeID=7" target="_blank">Canadian Institute of Geomatics</a></p>
<p><strong>COGS </strong><a href="http://www.nscc.ca/Learning_Programs/Programs/PlanDescr.aspx?prg=GIRS&amp;pln=APPGEOMRES" target="_blank"><strong>Applied Geomatics Research</strong></a><strong> Course Descriptions</strong></p>
<p><strong>5033 Research Methods</strong></p>
<p>The primary objective of this course is to prepare the student to undertake his/her individual research in the second semester. The standard components in a research project are: literature review, methodology, proposal writing, and proposal presentation.</p>
<p><strong>5035 Advanced Data Processing</strong></p>
<p>The main data sets involved in this course will consist of information collected under the CFI funding. The data sets include: LIDAR, CASI, Ikonos and digital aerial photography. Other field data sets will be used and integrated with the analysis. Along with technical papers associated with the assignment data processing, each student will select a specific application of the data and make a presentation at the end of the term as well as write a technical report on his/her activity</p>
<p><strong>5041 Directed Research Applications</strong></p>
<p>This course is designed to provide students with the opportunity to engage in selected research applications. There will be requirements to conduct literature reviews, investigate specific software tools and techniques, and develop various graphical user interfaces and analytical tools.</p>
<p><strong>6040 Research Project</strong></p>
<p>The research project is a major component of the AGR program. It fully occupies the second and third semesters. During the first semester, as part of the normal course load, each student completes a research proposal. The proposal describes the research<br />
problem, literature review, methodology, time lines and deliverables. Project management in the second semester includes weekly meetings with his/her supervisor and monthly presentations to the program research committee (all faculty). Many of the research projects involve collaboration with external clients. In which case, copies of<br />
the proposal, deliverables and final report are given to the external client as well as maintained by AGRG. The research project meets the Work Experience requirements for the Applied Geomatics Research Program.</p>
]]></content:encoded>
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		</item>
		<item>
		<title>LIDAR</title>
		<link>http://tmackinnon.com/lidar.php</link>
		<comments>http://tmackinnon.com/lidar.php#comments</comments>
		<pubDate>Wed, 03 Mar 2010 20:31:47 +0000</pubDate>
		<dc:creator>tmackinnon</dc:creator>
				<category><![CDATA[LIDAR]]></category>
		<category><![CDATA[AGRG]]></category>
		<category><![CDATA[ASCII file format]]></category>
		<category><![CDATA[COGS]]></category>
		<category><![CDATA[Environment Canada]]></category>
		<category><![CDATA[Featured]]></category>
		<category><![CDATA[LAS files]]></category>
		<category><![CDATA[LIDAR jobs]]></category>
		<category><![CDATA[LIDAR research]]></category>
		<category><![CDATA[Nova Scotia]]></category>
		<category><![CDATA[optech]]></category>
		<category><![CDATA[point clouds]]></category>
		<category><![CDATA[Spatial data]]></category>

		<guid isPermaLink="false">http://tmackinnon.com/?p=574</guid>
		<description><![CDATA[LIDAR has become a major portion of my geomatics career, thus I have dedicated an entire section of my site to help provide a brief understanding of LIDAR technology while demonstrating some of the highlights of my graduate work and other LIDAR projects that I have been involved with. Find out more ...]]></description>
			<content:encoded><![CDATA[<p style="text-align: justify;"><img class="alignnone" style="margin: 0px;" title="LIDAR equipment including photos of the helicopter, Sensor &amp; IMU" src="http://tmackinnon.com/2005/images/LIDAR_setup-sm.jpg" alt="LIDAR setup sm LIDAR" width="385" height="175" /></p>
<p style="text-align: justify;">LIDAR has become a major portion of my geomatics career and was the main focus of my graduate research projectthat I completed at the Applied Geomatics Research Group <a href="http://tmackinnon.com/xx/agrg">(AGRG)</a> and the Centre of Geographic Sciences <a href="http://tmackinnon.com/xx/cogs">(COGS)</a> in Nova Scotia. The data that I processed and products that I generated while at the AGRG are helping Environment Canada and other Government Organizations to create adaptation strategies to coastal flooding problems in the Maritime Provinces. This section of my site is meant to provide a brief understanding of <a href="http://tmackinnon.com/x/lidar">LIDAR</a> technology while demonstrating some of the highlights of my graduate work and other LIDAR projects that I have been involved with.</p>
<h2 style="text-align: justify;"><img class="left alignright" style="margin: 5px; border: 0px;;  float: right; padding: 4px; margin: 0 0 2px 7px;" title="LIDAR concept cartoon" src="http://tmackinnon.com/2005/images/LIDAR_setup2-sm.jpg" alt="LIDAR setup2 sm LIDAR" width="250" height="250" border="0" /></h2>
<h3 style="text-align: justify;">Basic overview of LIDAR</h3>
<p style="text-align: justify;">Most LIDAR units are airborne types, so this next statement refers mainly to that type of LIDAR but I will also later on go into detail about Terrestrial LIDAR scanning as well. The LIDAR unit uses a high precision Global Position System (GPS) and an Inertial Measurement Unit (IMU) to determine the location and measure the attitude of the aircraft so that the ground location of the return pulse can be accurately determined. The LIDAR sensor produces a series of point measurements that consists of geographic location (X &amp; Y) and height (Z) of both natural and man-made features, and can be further processed to produce several different products and integrated into a Geographic Information System (GIS).</p>
<p style="text-align: justify;"><img class="right alignleft" style="margin: 5px;;  float: left; padding: 4px; margin: 0 7px 2px 0;" title="Diagram to demonstrate LIDAR point separation" src="http://tmackinnon.com/2005/images/lidar_points.jpg" alt="lidar points LIDAR"  /></p>
<p style="text-align: justify;">Data produced from a LIDAR sensor in its most common form, is often represented by a series of spatial coordinates (or a 3D point cloud) in an American Standard Code for Information Interchange file (ASCII), or LAS file format. The LAS file format is a public file format for the interchange of LIDAR data between vendors and customers. This binary file format is an alternative to proprietary systems or the generic ASCII file interchange system used by many companies.</p>
<p style="text-align: justify;">The data in the file is recorded in a tabular format where each line has coordinate information separated by a common delimiter. The data can include other attribute information for each point as well. There are additional ways to represent LIDAR data such as LAS format, which is an alternative to the generic ASCII file format used by many companies.</p>
<p style="text-align: justify;">Resultant LIDAR data is usually a very dense network of coordinate points and can often contain millions of measurements for a given area. This can result into large file sizes, depending on the collection area and data resolution, which has been known to be difficult to handle with the majority of common off the shelf software packages. Continue to my 2004 LIDAR research project.</p>
<h3 style="text-align: justify;">LIDAR LINKS</h3>
<ul>
<li><a title="2004 LiDAR Industry Directory" href="http://www.airbornelasermapping.com/ALMID.html">2004 LiDAR Industry Directory</a></li>
<li><a title="The Lowdown on LIDAR" href="http://www.eomonline.com/Common/Archives/March00/fowler.htm">The Lowdown on LIDAR, by Robert A. Fowler, EOM Archives</a></li>
<li><a title="LIDAR for Flood Mapping" href="http://www.eomonline.com/Common/Archives/July00/robert.htm">LIDAR for Flood Mapping, by Robert A. Fowler, EOM Current Issues</a></li>
<li><a title="Imaging Laser Altimetry" href="http://www.geolas.com/Pages/laser.html">Imaging Laser Altimetry</a></li>
<li><a href="http://www.geojob.org/jobs_LIDAR.php">Find Jobs in LIDAR</a></li>
</ul>
<p><a href="http://tmackinnon.com/x/rs/lidar">Find out more about LIDAR and check out some of my LIDAR work</a></p>
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		<title>LIDAR surface modeling of Bouctouche New Brunswick</title>
		<link>http://tmackinnon.com/lidar-surface-modeling-of-bouctouche-new-brunswick.php</link>
		<comments>http://tmackinnon.com/lidar-surface-modeling-of-bouctouche-new-brunswick.php#comments</comments>
		<pubDate>Fri, 28 Nov 2003 04:43:31 +0000</pubDate>
		<dc:creator>tmackinnon</dc:creator>
				<category><![CDATA[Digital Elevation Models]]></category>
		<category><![CDATA[LIDAR]]></category>
		<category><![CDATA[AGRG]]></category>
		<category><![CDATA[air photo]]></category>
		<category><![CDATA[Bouctouche]]></category>
		<category><![CDATA[COGS]]></category>
		<category><![CDATA[DEM]]></category>
		<category><![CDATA[Digital Surface Model]]></category>
		<category><![CDATA[DSM]]></category>
		<category><![CDATA[LIDAR points]]></category>
		<category><![CDATA[New Brunswick]]></category>
		<category><![CDATA[surface modeling]]></category>

		<guid isPermaLink="false">http://tmackinnon.com/?p=550</guid>
		<description><![CDATA[CSR &#038; DSM images generated from Bald Earth LIDAR points for Bouctouche, New Brunswick.]]></description>
			<content:encoded><![CDATA[<p>Color Shaded Relief (CSR) image generated from Bald Earth LIDAR points on the left, Middle image is of a Digital Surface Model generated with &#8220;All the LIDAR points&#8221; and on the right is an air photo for the same area. The area shown in the data samples are of Bouctouche in New Brunswick at a scale of 1:6000. Data sets were part of my gradute research work at the AGRG / COGS in 2003.</p>
<p><img class="alignnone" title="LIDAR surface modeling of Bouctouche New Brunswick" src="http://tmackinnon.com/2005/posters/bouctouche.jpg" alt="bouctouche LIDAR surface modeling of Bouctouche New Brunswick" width="600" height="300" /></p>
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