Title :
Model-Based Compensation of Topographic Effects for Improved Stem-Volume Retrieval From CARABAS-II VHF-Band SAR Images
Author :
Folkesson, Klas ; Smith-Jonforsen, Gary ; Ulander, Lars M H
Author_Institution :
Dept. of Radio & Space Sci., Chalmers Univ. of Technol., Goteborg
fDate :
4/1/2009 12:00:00 AM
Abstract :
A limiting factor that has been identified for stem-volume retrieval in coniferous forests using VHF synthetic aperture radar is that the backscatter varies depending on ground topography. On sloping ground, the backscatter from a forest is reduced, since the dominant ground-trunk double-bounce scattering mechanism is changed. This leads to underestimation of stem volume, and the variations caused by topography can obscure real variations in stem volume. By using multiple images acquired with different flight headings and combining the image information with ground-topography data in a model-based inversion method, we are able to compensate for the ground-topography influence on the backscatter. The inversion method is based on image segmentation and the optimal estimation method. Using four or more images from the CARABAS-II system and a coarse digital elevation model with 50-m horizontal grid, the stem volume can be retrieved with an average root-mean-square error (rmse) of less than 60 m3 ha-1 for stem volumes in range of 80-700 m3 ha-1 (in terms of above-ground biomass, this is equivalent to an rmse of less than 40 ton ldr ha-1 over the range of 50-400 ton ldr ha-1). The retrieval accuracy is similar to that previously obtained for similar forests standing on flat and horizontal ground.
Keywords :
backscatter; digital elevation models; forestry; geophysical signal processing; image segmentation; inverse problems; radar imaging; remote sensing by radar; synthetic aperture radar; topography (Earth); vegetation mapping; CARABAS-II VHF band SAR imaging; coniferous forests; digital elevation model; ground topography data; ground-trunk double bounce scattering; image flight heading; image segmentation; model based inversion method; optimal estimation; retrieval accuracy; stem volume retrieval; synthetic aperture radar; topographic effects compensation; topography dependent backscatter variation; Forestry; VHF measurements; VHF radar; image segmentation; synthetic aperture radar (SAR);
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
DOI :
10.1109/TGRS.2008.2009531