DocumentCode :
1349880
Title :
Lake Water Footprint Identification From Time-Series ICESat/GLAS Data
Author :
Wang, Xianwei ; Cheng, Xiao ; Li, Zhan ; Huang, Huabing ; Niu, Zhenguo ; Li, Xiaowen ; Gong, Peng
Author_Institution :
State Key Lab. of Remote Sensing Sci., Beijing Normal Univ., Beijing, China
Volume :
9
Issue :
3
fYear :
2012
fDate :
5/1/2012 12:00:00 AM
Firstpage :
333
Lastpage :
337
Abstract :
To provide high-quality data for time-series change detection of lake water level, an automatic and robust algorithm for lake water footprint (LWF) identification is developed. Based on the Ice, Cloud, and Land Elevation Satellite GLA14 data file, six parameters were taken as features of an algorithm for LWF identification, and they are elevation difference between adjacent footprints, waveform width, number of peaks, reflectivity, kurtosis, and skewness of laser echoes. The sensitivity of each parameter was discussed, and elevation difference between adjacent footprints was proved to be most effective. The algorithm was described as a combination of these six parameters, and the thresholds of each parameter were set through statistics of LWF covering Peiku Co in Tibet, China, from 2003 to 2009. The performance of this classification algorithm was evaluated by the user´s accuracy and producer´s accuracy. Greater than 94% is achieved for all four tested lakes with 97% being the best result of producer´s accuracy, and the user´s accuracy ranges from 97.9% to 90% for these four lakes.
Keywords :
data analysis; hydrological techniques; lakes; time series; water quality; AD 2003 to 2009; China; Cloud satellite; GLA14 data; Ice satellite; Peiku Co; Tibet; automatic algorithm; classification algorithm; high-quality data; lake water footprint identification algorithm; lake water level; land elevation satellite; laser echo skewness; robust algorithm; time-series GLAS data; time-series ICESat data; time-series change detection; Accuracy; Earth; Ice; Lakes; Lasers; Remote sensing; Satellites; Ice, Cloud, and Land Elevation Satellite (ICESat)/Geoscience Laser Altimeter System (GLAS); identification; lake water footprints (LWFs);
fLanguage :
English
Journal_Title :
Geoscience and Remote Sensing Letters, IEEE
Publisher :
ieee
ISSN :
1545-598X
Type :
jour
DOI :
10.1109/LGRS.2011.2167495
Filename :
6045297
Link To Document :
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