Geomorphometry I: Terrain Modeling
Resources: ESRI Academy
Launch ArcGIS Pro and login with ArcGIS Online credentials if required. Select New> Map> Create New Project. Create a new project in your preferred workspace, in the instructions below we are using the default C:\Users\myname\Documents\ArcGIS\Projects\ folder.
Use your judgement to decide which maps to include in your report.
Download the Raleigh 2013 lidar data as LAS file LAS tile 0793_016 in NC State Plane Meters and the orthophoto to the project. Unzip the file containing orthophoto.
Bring lidar data into ArcGIS
There are multiple ways of handling lidar data in ArcGIS. We will use LAS datasets and multipoint files. For other workflows refer to the FYI section at the end of the assignmentAnalyze multiple return lidar data
Create a LAS dataset from .las point cloud
LAS datasets provide a way to quickly view the properties of a point cloud. You can also use binning or TINs to create a DSM or DEM. This is especially useful if you want to process several .las files at once.In the Geoprocessing pane, search for and select the 'Create LAS Dataset' tool Set 'Input Files' to 'tile_0793_016_spm.las' Set 'Output LAS Dataset' to 'lidar_all' Be sure'Coordinate System' is set to 'NAD_1983_HARN_StatePlane_North_Carolina_FIPS_3200' (you can type 3358 in search window) Check 'Compute Statistics' Click 'Run'
View LAS dataset properties and filter points
In the Catalog pane, Right click on the LAS dataset and select 'Properties...' Select the 'LAS Files' tab and take note of average point spacing (will use in later step). Select the 'Statistics' tab to view point statistics by returns and classes. Click 'Ok'What percentage of the points are classified as ground?
Right click on the LAS dataset in the Contents pane and click 'Properties...' Select 'LAS Filter' tab. Try applying several filter settings using classes and returns and view the results. Check box next to '2 Ground' under 'Classification Codes'What is the difference between 'Last Return' and 'Last of Many'?
With the LAS dataset filtered for ground points only, now we can analyze the point density of ground points and create a DEM with binning.
Compute a raster map representing number of points per cell (at two different resolutions)
Calculate point density at 2m resolution:In the Geoprocessing pane, search for and select the 'LAS Point Statistics as Raster' tool Set 'Input LAS' to 'lidar_all' Set 'Output Raster' to 'ground_count2m' Set 'Method' to 'POINT_COUNT' Set 'Sampling Type' to 'CELLSIZE' Set 'Sampling Value' to '2' Click 'RUN' Right click on resulting raster in Contents and select 'Symbology' Change color scheme to something appropriate. On the 'Mask' tab, Set 'NoData' to red to highlight any areas with zero points.
Calculate point density at 6m resolution: (remember the tip with the geoprocessing history)
In the Geoprocessing pane, search for and select the 'LAS Point Statistics as Raster' tool Set 'Input LAS' to 'lidar_all' Set 'Output Raster' to 'ground_count6m' Set 'Method' to 'POINT_COUNT' Set 'Sampling Type' to 'CELLSIZE' Set 'Sampling Value' to '6' Click 'Run' Right click on resulting raster in Contents and select 'Symbology' Change color scheme to something appropriate. On the 'Mask' tab, Set 'NoData' to red to highlight any areas with zero points.
Compute a raster map representing range of elevation values per cell at 6m resolution
In the Geoprocessing pane, search for and select the 'LAS Point Statistics as Raster' tool Set 'Input LAS' to 'lidar_all' Set 'Output Raster' to 'ground_range6m' Set 'Method' to 'Range of Elevation Values' Set 'Sampling Type' to 'CELLSIZE' Set 'Sampling Value' to '6' Click 'Run'
Use binning to compute a raster map representing average elevation per cell for ground points
Based on the point density rasters created in the previous steps, what would be an appropriate resolution for binning the ground points? What does the range raster tell you about binning at this resolution?Ensure that the LAS dataset is still filtered to include only class 2 (ground) points. In the Geoprocessing pane, search for and select the 'LAS Dataset to Raster' tool Set 'Input LAS Dataset' to 'lidar_all' Set 'Output Raster' to 'ground_mean6m' Set 'Value field' to 'ELEVATION' Set 'Interpolation Type' to 'Binning' Set 'Cell Assignment Type' to 'Average' Set 'Void Fill Method' to 'LINEAR' Set 'Sampling Type' to 'CELLSIZE' Set 'Sampling Value' to '6' Set 'Z factor' to '1' Click 'Run'
Use multipoint file to interpolate DSM from multiple return lidar data
LAS to multipoint can be used to create a vector point file from a point cloud. The points can be filtered by class or return and then interpolated to create a raster.Add some background data to give context:
On the Map tab, in the Layer group, click 'Add Data' Browse to C:\Users\myname\Documents\ArcGIS\582data\ncshape.gdb select streets_wake Select lakes Select streams
Display orthophoto:
On the Map tab, in the Layer group, click 'Add Data' Browse to C:\Users\myname\Documents\ArcGIS\582data select ortho_0793_016_ncspm.tif
Create Multipoint files from .las point cloud and interpolate DSM
In the Geoprocessing pane, search for and select the 'LAS to Multipoint' tool Set 'Input' to 'tile_0793_016_spm.las' Set 'Output ' to 'lidar_first' Set 'Average Point Spacing' to value listed in Files tab of LAS dataset properties, noted earlier. Leave the 'Class Codes' empty For 'Return Value', uncheck 'ALL_RETURNS' and check '1' Set 'Coordinate System' to 'NAD_1983_StatePlane_North_Carolina_FIPS_3200' (you can type 3358 in the search window) Click 'Run'
Interpolate DSM:
In the Geoprocessing pane, search for and select the 'Radial Basis Functions' tool Set 'Input features' to 'lidar_first' Set 'Z field' to 'Shape.Z' Set 'Output raster' to 'lidar_spline' Set 'Radial basis function' to 'Spline with Tension' Click 'Run'
Find out what areas have multiple returns:
In the Geoprocessing pane, search for and select the 'LAS to Multipoint' tool Set 'Input' to 'tile_0793_016_spm.las' Set 'Output ' to 'lidar_multi' Fill the rest as before but in 'Return values', uncheck 'All_RETURNS' and check values greater than 1. (2-8)Overlay result with orthophoto. Where do we have multiple returns?
Optional - display the multiple return data as points in a Scene
(Hint, look back at the 'Data visualization' assignment)FYI: Handling LAS data in ArcGIS
There are three different formats (datasets) that can be used to manage and work with your lidar data in ArcGIS Pro1. LAS Dataset or LAS file
2. Mosaic dataset
3. POint cloud scene layer
More information here.