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Using free and/or open source tools to build workflows to manipulate and process LiDAR data. Christopher Crosby. Point cloud filtering (classification). Software options for point cloud filtering:. ALDPAT - http://mitigation.fiu.edu/lidartool.html Open source option for full LiDAR workflow:
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Using free and/or open source tools to build workflows to manipulate and process LiDAR data Christopher Crosby
Software options for point cloud filtering: • ALDPAT - http://mitigation.fiu.edu/lidartool.html • Open source option for full LiDAR workflow: • Task 1. Split Tape Files into Strips • Task 2. Separate First and Last Return Measurements from a 9 Column Strip File • Task 3. Convert ellipsoid to orthometric heights • Task 4. Estimate strip boundary • Task 5. Merge Boundary Files • Task 6. Create Shape File • Task 7. Tile Strips • Task 8. Filter LIDAR Points • Task 9. Gridding Tiles • Task 10. Convert Surfer Grids to ArcGIS Grids • Miscellaneous Tasks • Very linear – output of one task is input for following task
ALDPAT filtering algorithms • Elevation Threshold with Expand Window (ETEW) • Progressive Morphology (PM) • 2D Morphological Filters (Square or Circle Window • Maximum Local Slope (MLS) • Iterative Polynomial Fitting (IPF) • Polynomial Two-Surface Filter • Adaptive TIN (ATIN) • Refer to users guide for description and parameters for each
Software options for point cloud filtering: ArcGIS 3rd Party Extensions: • Qcoherent LP360 - http://www.qcoherent.com/ • VLS LiDAR Analyst - http://www.featureanalyst.com/lidar_analyst.htm • ~ $1k / seat (academic) Industrial Solution: • TerraSolid Software suite - http://www.terrasolid.fi/en/products/4 • $10k - 30k depending upon bundle
Game plan • Convert LAS point data to ASCII - LASTools • Grid ASCII points – Points2Grid • Experiment with search radius and gridding parameters • Visualize results – ArcGIS or Global Mapper • Grid file format conversions and projection - GDAL
Tools: • LasTools (point cloud format conversions) • GEON Points2Grid (DEM generation) • GDAL w/ discussion of EPSG (Raster data conversion and projection) * ALDPAT (point cloud filtering) – time and complexity doesn’t permit full discussion
MS-DOS Commands… • Run > “cmd” to get command line window Basic Navigation: • cddirectory - go into directory • cd .. - up a directory • cd ../.. – up two directories • dir to list contents of a directory • helpcommand - lists flags and usage • exit - … • TAB – auto complete
LAStools • http://www.cs.unc.edu/~isenburg/lastools/ • Martin Isenburg, Jonathan Shewchuk - UNC • “converting, viewing, and compressing LIDAR data in LAS format” • MS-DOS command line tools
GEON Points2Grid • Desktop application to generate DEMs and shot density plots from LiDAR point cloud data. • Same algorithm as available in the GEON LiDAR Workflow system online • Algorithm by Han Kim (UCSD) • Windows implementation by Newton Alex (ASU)
GDAL - Geospatial Data Abstraction Library • “is a translator library for raster geospatial data formats that is released under an X/MIT style Open Source license by the Open Source Geospatial Foundation” • http://www.gdal.org/ • Very powerful tool for raster file conversions and projection. • Available for Linux, Mac, Windows • Recommend installing full FWTools package which includes GDAL: http://fwtools.maptools.org/ • Open Source GIS Binary Kit for Windows and Linux
EPSG • Numeric codes that refer to a specific coordinate system. Used by software such as GDAL to define projection. • http://spatialreference.org/