DocumentCode
62418
Title
Viability Statistics of GLAS/ICESat Data Acquired Over Tropical Forests
Author
Baghdadi, Nicolas N. ; El Hajj, Mahmoud ; Bailly, Jean-Stephane ; Fabre, Frederic
Author_Institution
IRSTEA, UMR TETIS, Montpellier, France
Volume
7
Issue
5
fYear
2014
fDate
May-14
Firstpage
1658
Lastpage
1664
Abstract
The Geoscience Laser Altimeter System (GLAS) onboard the Ice, Cloud, and land Elevation satellite (ICESat) provides a useful dataset for characterizing tropical forests. However, some GLAS data are not viable for science processing. This work aims at quantifying GLAS data viability at a global scale over all tropical forests and determining the parameters that affect this viability. The percentage of nonviable data was analyzed according to several parameters: latitude, longitude, transmitted energy, GLAS mission, local hour of acquisition, and cloud parameters. Results show that only 79.9% of all GLAS data acquired between 2003 and 2009 is viable for tropical forests characterization. By applying additional filters used by scientists in the GLAS data processing for forestry applications, only 32.8% of GLAS data acquired over tropical forests becomes exploitable. The percentage of nonviable data seems higher over the equator, for low transmitted energy, for acquisition time between 10 and 13 local hour, for high cloud humidity, and for some geographical areas. Finally, in a multifactor approach, the Random Forest regression method demonstrated that the parameters that most significantly influence the returned LiDAR signal are transmitted energy and cloud presence index.
Keywords
geophysical techniques; remote sensing by laser beam; vegetation; GLAS data processing; GLAS mission; GLAS-ICESat data; Geoscience Laser Altimeter System; Random Forest regression method; cloud parameters; cloud presence index; geographical areas; multifactor approach; nonviable data percentage; returned LiDAR signal; science processing; transmitted energy; tropical forests; Atmospheric measurements; Clouds; Humidity; Indexes; Integrated optics; Laser radar; Satellites; GLAS/ICESAT; tropical forests;
fLanguage
English
Journal_Title
Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of
Publisher
ieee
ISSN
1939-1404
Type
jour
DOI
10.1109/JSTARS.2013.2273563
Filename
6571250
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