DocumentCode :
535474
Title :
Wetland mapping using classification trees to combine TM imagery and climato-topographical index in Zoige plateau
Author :
Ye, Yu ; Liu, Gaohuan ; Ning, Jicai
Author_Institution :
State Key Lab. of Resources & Environ. Inf. Syst., CAS, Beijing, China
Volume :
4
fYear :
2010
fDate :
16-18 Oct. 2010
Firstpage :
1989
Lastpage :
1993
Abstract :
The “wetness” is the fundamental characteristics of a wetland. Using precipitation records of 28 surface stations, ANUSPLIN was employed to interpolate rainfall data to surfaces. By replacing the upslope area by the volume of precipitation, a climato-topographical index was derived from 30m×30m DEM. Based on wetlands map obtained from the Yellow River Conservancy Commission, a set of training pixels were randomly selected in the proportion of the area of each class to establish the classification trees. Landsat TM imagery combined with climato-topographical index were employed as main discriminators. Classification trees were built to classify wetlands into five types: riverine (WR), lacustrine (WL), Alpine swamp meadow (WSM), scrub-shrub swamp (WSS), and seasonal flood plain (WFP). In addition, as a typical degenerated cover type, bare black beach (DBB) was also extracted. The wetlands map of 2007 was produced, and its accuracy was evaluated. The overall accuracy was 83.40%, whereas omission error rates for classification of WSS and WSM are respectively 15.52% and 12.60%. Generally, the developed method is relatively easy to implement, and should be applicable in other settings.
Keywords :
atmospheric precipitation; land use planning; topography (Earth); vegetation mapping; ANUSPLIN; Alpine swamp meadow; Landsat TM imagery; WFP; WL; WR; WSM; WSS; Zoige plateau; bare black beach; classification trees; climato-topographical index; lacustrine; precipitation; rainfall data; riverine; scrub-shrub swamp; seasonal flood plain; wetland mapping; Accuracy; Classification tree analysis; Earth; Indexes; Pixel; Remote sensing; Satellites; Landsat Thematic Mapper; Zoige plateau; classification trees; climato-topographic index; wetlands;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image and Signal Processing (CISP), 2010 3rd International Congress on
Conference_Location :
Yantai
Print_ISBN :
978-1-4244-6513-2
Type :
conf
DOI :
10.1109/CISP.2010.5648192
Filename :
5648192
Link To Document :
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