Title :
Burnt area mapping in the European-Mediterranean: SAR backscatter change analysis and synergistic use of optical and SAR data
Author :
Bernhard, E.-M. ; Twele, A. ; Gähler, M.
Author_Institution :
Dept. Civil Crisis, Inf. & GeoRisks, German Aerosp. Center (DLR), Oberpfaffenhofen, Germany
Abstract :
Optical satellites are commonly the main data source used for burnt area mapping in a rush mode, but data availability can be limited by weather conditions or direct fire effects such as smoke plumes or haze. Thus, our study focused on compensating these shortcomings through the complementary use of SAR data. In order to investigate the potential of TerraSAR-X (ScanSAR and StripMap) data for burnt area mapping, a multi-temporal backscatter coefficient analysis of four different study sites (La Palma, Portugal, Sardinia and Greece) was performed. The backscatter values in the post-disaster images increased significantly in all study sites, whereas VV polarization showed higher difference values than HH polarization. When comparing backscatter values of individual vegetation types (CORINE land cover classification), the absolute backscatter difference of post- and pre-disaster images varied. High growing and dense vegetation showed a larger backscatter change than low growing and sparse vegetation. To provide information about forest fires also during bad weather conditions, a semi-automatic, object-based, fast and transferable algorithm using very high resolution optical as well as SAR data was developed. The optical part of the algorithm is object-based and uses single- or multi-temporal spectral indices. In order to reduce limitations in optical data due to cloud cover, the algorithm also employs change detection techniques (ratio, difference and index calculation) of TerraSAR-X data.
Keywords :
clouds; disasters; fires; geophysical image processing; object-oriented methods; radar polarimetry; smoke; synthetic aperture radar; terrain mapping; vegetation; vegetation mapping; CORINE land cover classification; European-Mediterranean; Greece; HH polarization; La Palma; Portugal; SAR backscatter change analysis; Sardinia; ScanSAR; StripMap; TerraSAR-X data; VV polarization; absolute backscatter difference; backscatter values; bad weather conditions; burnt area mapping; change detection techniques; cloud cover; data availability; data source; direct fire effects; forest fires; haze; high growing dense vegetation; index calculation; low growing sparse vegetation; multitemporal backscatter coefficient analysis; multitemporal spectral index; object-based algorithm; optical satellites; post-disaster images; predisaster images; rush mode; semiautomatic object-based fast transferable algorithm; single-temporal spectral index; smoke plumes; vegetation types; very high resolution optical data; weather conditions; Backscatter; Fires; Optical imaging; Optical polarization; Optical sensors; Synthetic aperture radar; Vegetation mapping; Forest fire; SAR backscatter change analysis; burnt area detection;
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2012 IEEE International
Conference_Location :
Munich
Print_ISBN :
978-1-4673-1160-1
Electronic_ISBN :
2153-6996
DOI :
10.1109/IGARSS.2012.6351080