DocumentCode :
1377320
Title :
Toward an Optimal Algorithm for LiDAR Waveform Decomposition
Author :
Qin, Yuchu ; Vu, Tuong Thuy ; Ban, Yifang
Author_Institution :
R. Inst. of Technol. (KTH), Stockholm, Sweden
Volume :
9
Issue :
3
fYear :
2012
fDate :
5/1/2012 12:00:00 AM
Firstpage :
482
Lastpage :
486
Abstract :
This letter introduces a new approach for light detection and ranging (LiDAR) waveform decomposition. First, inflection points are identified by the Ramer-Douglas-Peucker curve-fitting algorithm, and each inflection point has a corresponding baseline during curve fitting. Second, according to the spatial relation between the baseline and the inflection point, peaks are selected from the inflection points. The distance between each peak and its baseline and the maximum number of peaks are employed as a criterion to select a “significant” peak. Initial parameters such as width and boundaries of peaks provide restraints for the decomposition; right and left boundaries are estimated via a conditional search. Each peak is fitted by a Gaussian function separately, and other parts of the waveform are fitted as line segments. Experiments are implemented on waveforms acquired by both small-footprint LiDAR system LMS-Q560 and large-footprint LiDAR system Laser Vegetation Imaging Sensor. The results indicate that the algorithm could provide an optimal solution for LiDAR waveform decomposition.
Keywords :
Gaussian processes; curve fitting; geophysical signal processing; geophysical techniques; optical radar; remote sensing by laser beam; source separation; Gaussian function; LMS-Q560; Laser Vegetation Imaging Sensor; LiDAR waveform decomposition; Ramer-Douglas-Peucker curve-fitting algorithm; conditional search; inflection point; large-footprint LiDAR system; light detection and ranging; optimal algorithm; peak boundary; peak width; small-footprint LiDAR system; spatial relation; Land surface; Laser radar; Lasers; Remote sensing; Shape; Surface waves; Vegetation mapping; Curve fitting; Gaussian decomposition; light detection and ranging (LiDAR); waveform;
fLanguage :
English
Journal_Title :
Geoscience and Remote Sensing Letters, IEEE
Publisher :
ieee
ISSN :
1545-598X
Type :
jour
DOI :
10.1109/LGRS.2011.2172676
Filename :
6082372
Link To Document :
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