DocumentCode :
56180
Title :
Effects of Topography on the Radiometry of CHRIS/PROBA Images of Successional Stages Within Tropical Dry Forests
Author :
Garcia Millan, Virginia Elena ; Azofeifa, G. A. Sanchez ; Malvarez, G.C. ; More, G. ; Pons, Xavier ; Yamanaka-Ocampo, M.
Author_Institution :
Area of Phys. Geogr., Univ. Pablo de Olavide, Sevilla, Spain
Volume :
6
Issue :
3
fYear :
2013
fDate :
Jun-13
Firstpage :
1584
Lastpage :
1595
Abstract :
In the present paper, the effect of shadows in the classification of three successional stages of a tropical dry forest (TDF) in Mexico, using hyperspectral and multi-angular CHRIS/PROBA images, is evaluated. An algorithm based on the cosine of the angle of solar incidence on the terrain is applied to correct the effect of topography on CHRIS/PROBA reflectances. Previous to the removal of shadows caused by topography, CHRIS/PROBA images were atmospherically corrected in BEAM software. Vegetation maps of the study site were generated using non-parametric decision trees, defining four main classes: late, intermediate and early stages of forest succession within a tropical dry forest, and riparian forests. By comparing the vegetation maps before and after shadow removal in CHRIS/PROBA spectral data, it was observed that the late stage of succession and riparian forests are overestimated for the non-corrected images while intermediate and early stages of succession are underestimated. Errors in classification are more important for the large CHRIS/PROBA viewing angles. Therefore, the removal of shadows caused by topography is necessary for an accurate classification of successional stages in tropical dry forests.
Keywords :
decision trees; geophysical image processing; hyperspectral imaging; image classification; radiometry; reflectivity; topography (Earth); vegetation mapping; BEAM software; CHRIS images; CHRIS reflectances; CHRIS spectral data; Mexico; PROBA images; PROBA reflectances; PROBA spectral data; Tropical Dry Forests; hyperspectral images; image classification; noncorrected images; nonparametric decision trees; radiometry; riparian forests; solar incidence angle; topography effects; tropical dry forest; vegetation maps; Forest succession; hyperspectral sensors; multi-angular observations; surface topography; tropical dry forest;
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.2013.2259471
Filename :
6515160
Link To Document :
بازگشت