Title :
Mapping invasive plant species in tropical rainforest using polarimetric Radarsat-2 and PALSAR data
Author :
Ghulam, Abduwasit ; Freeman, Karen ; Bollen, An ; Ripperdan, Robert ; Porton, Ingrid
Author_Institution :
Dept. of Earth & Atmos. Sci., St. Louis Univ., St. Louis, MO, USA
Abstract :
Radarsat-2 quad-pol data (C band) and both dual and quad-pol Phased Array L band Synthetic Aperture Radar (PALSAR) data are used to map invasive plant species and forest degradation in Betampona Natural Reserve, Madagascar. Polarimetric feature parameters including the amplitude of the HH-VV correlation coefficient, the polarization ratio HH/VV, the polarimetric phase differences and the linear depolarization ratio (HV/VV) are explored to indentify forest clusters and tree species. A full coherency matrix, a Freeman-Durden model based decomposition and a Cloud-Pottier eigenvalue-eigenvector decomposition are tested following a polarimetric speckle filtering procedure based on the Refined Lee filter. Then, Wishart unsupervised classification is performed, and the results are validated against ground truthing. Our results show that PALSAR polarimetric data holds great promise as a comprehensive survey method for the presence of invasive plant species in tropical rainforest.
Keywords :
remote sensing by radar; synthetic aperture radar; vegetation; vegetation mapping; Betampona Natural Reserve; Cloud-Pottier eigenvalue-eigenvector decomposition; Freeman-Durden model; HH-VV correlation coefficient; HH-VV polarization ratio; Madagascar; PALSAR polarimetric data; Phased Array L band Synthetic Aperture Radar; Radarsat-2 quad-pol data; forest clusters; invasive plant species; linear depolarization ratio; polarimetric RADARSAT-2 data; polarimetric phase differences; polarimetric speckle filtering procedure; refined Lee filter; tree species; tropical rainforest; Filtering; Image color analysis; Monitoring; Scattering; Spatial resolution; Surface waves; Synthetic aperture radar; Betampona Nature Reserve; Invasive plant species; PALSAR; Radarsat-2; polarimetric SAR; tropical rainforest;
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2011 IEEE International
Conference_Location :
Vancouver, BC
Print_ISBN :
978-1-4577-1003-2
DOI :
10.1109/IGARSS.2011.6049979