INTEGRATION OF FULL-WAVEFORM INFORMATION INTO THE AIRBORNE LASER SCANNING DATA FILTERING PROCESS

Terrain classification of current discrete airborne laser scanning data requires filtering algorithms ba ed on the spatial relationship between neighbouring three-dimensional points. Howe ver, difficulties commonly occur with low vegetatio n on steep slopes and when abrupt changes take place in the terrain. This paper reports on the integration of additional inf ormation from latest generation full-waveform data into a filtering algorithm in or der to achieve improved digital terrain model (DTM) creation. Prior to a filtering procedure, each point was given an attribute based on pulse width information. A novel routine was the n used to integrate pulse width information into the progressive densificatio n filter developed by Axelsson. The performance was investigated in two areas that were found to be problematic when applying typ ical filtering algorithms. The derived DTM was foun d to be up to 0.7 m more accurate than the conventional filtering approach. Moreover, compared to typical filtering algorithms, dense low vegetation points could be removed more effectively. Overall, it is r ecommended that integrating waveform information ca provide a solution for areas where typical filtering algorithms cannot per form well. Full-waveform systems are relatively cos t-effective in terms of providing additional information without the need t o fuse data from other sensors. * Corresponding author.

[1]  N. Pfeifer GEOMETRICAL ASPECTS OF AIRBORNE LASER SCANNING AND TERRESTRIAL LASER SCANNING , 2007 .

[2]  John Trinder,et al.  Building detection by fusion of airborne laser scanner data and multi-spectral images : Performance evaluation and sensitivity analysis , 2007 .

[3]  Norbert Pfeifer,et al.  Influences Of Vegetation On Laser Altimetry–Analysis And Correction Approaches , 2004 .

[4]  Juan C. Suárez,et al.  Use of airborne LiDAR and aerial photography in the estimation of individual tree heights in forestry , 2005, Comput. Geosci..

[5]  W. Wagner,et al.  3D vegetation mapping using small‐footprint full‐waveform airborne laser scanners , 2008 .

[6]  Jon P. Mills,et al.  Detection of weak and overlapping pulses from waveform airborne laser scanning data , 2008 .

[7]  George Vosselman,et al.  Experimental comparison of filter algorithms for bare-Earth extraction from airborne laser scanning point clouds , 2004 .

[8]  J. Reitberger,et al.  Analysis of full waveform LIDAR data for the classification of deciduous and coniferous trees , 2008 .

[9]  Eric F. Wood,et al.  Effects of Digital Elevation Model Accuracy on Hydrologic Predictions , 2000 .

[10]  Emmanuel P. Baltsavias,et al.  A comparison between photogrammetry and laser scanning , 1999 .

[11]  P. Axelsson DEM Generation from Laser Scanner Data Using Adaptive TIN Models , 2000 .

[12]  Uwe Stilla,et al.  Range determination with waveform recording laser systems using a Wiener Filter , 2006 .

[13]  Juha Hyyppä,et al.  Study of surface brightness from backscattered laser intensity: calibration of laser data , 2005, IEEE Geoscience and Remote Sensing Letters.

[14]  D. R. Crandell,et al.  Preliminary Report on Geology of Part of the Chamberlin Quadrangle, South Dakota. USDI / U.S. Geological Survey, Open File Report , 1952 .

[15]  Markus Hollaus,et al.  Object-Based Point Cloud Analysis of Full-Waveform Airborne Laser Scanning Data for Urban Vegetation Classification , 2008, Sensors.

[16]  K. Kraus,et al.  Determination of terrain models in wooded areas with airborne laser scanner data , 1998 .

[17]  C. Briese,et al.  Archaeological prospection of forested areas using full-waveform airborne laser scanning , 2008 .

[18]  Norbert Pfeifer,et al.  APPLICATIONS OF THE ROBUST INTERPOLATION FOR DTM DETERMINATION , 2002 .

[19]  Chester S. Gardner,et al.  Ranging performance of satellite laser altimeters , 1992, IEEE Trans. Geosci. Remote. Sens..

[20]  N. Pfeifer,et al.  Correction of laser scanning intensity data: Data and model-driven approaches , 2007 .

[21]  W. Wagner,et al.  Area-based parameterization of forest structure using full-waveform airborne laser scanning data. , 2008 .

[22]  George Vosselman Laser Scanning , 2008, Encyclopedia of GIS.

[23]  W. Wagner,et al.  Gaussian decomposition and calibration of a novel small-footprint full-waveform digitising airborne laser scanner , 2006 .

[24]  N. Pfeifer,et al.  Laser scanning – principles and applications , 2007 .

[25]  D. Whitman,et al.  Comparison of Three Algorithms for Filtering Airborne Lidar Data , 2005 .

[26]  E. J. Huising,et al.  Errors and accuracy estimates of laser data acquired by various laser scanning systems for topographic applications , 1998 .

[27]  H. Zwally,et al.  Derivation of Range and Range Distributions From Laser Pulse Waveform Analysis for Surface Elevations, Roughness, Slope, and Vegetation Heights , 2012 .

[28]  Martin Flood,et al.  LIDAR ACTIVITIES AND RESEARCH PRIORITIES IN THE COMMERCIAL SECTOR , 2004 .