IEEE Transactions on Geoscience and Remote Sensing · 2009 · 293 citations · 38 references
Natural SciencesEarth SciencesGeoinformaticsFlood HydrologyRemote SensingUrban HydrologyLidar Remote SensingRemote Sensing For Urban StudiesRemote Sensing Image AnalysisRemote Sensing ImageryUrban Flood ManagementUrban Remote SensingAirborne Lidar Flood MappingAutomated Flood DetectionLidar-based DetectionRadar-based Flood EstimationRemote Sensing Flood MappingRemote Sensing-based Flood MappingSynthetic Aperture RadarUrban Flood Inundation Mapping
Flooding is a major hazard in both rural and urban areas worldwide, but it is in urban areas that the impacts are most severe. An investigation of the ability of high-resolution TerraSAR-X synthetic aperture radar (SAR) data to detect flooded regions in urban areas is described. The study uses a TerraSAR-X image of a one-in-150-year flood near Tewkesbury, U.K., in 2007, for which contemporaneous aerial photography exists for validation. The German Aerospace Center (DLR) SAR end-to-end simulator (SETES) was used in conjunction with airborne scanning laser altimetry (LiDAR) data to estimate regions of the image in which water would not be visible due to shadow or layover caused by buildings and taller vegetation. A semiautomatic algorithm for the detection of floodwater in urban areas is described, together with its validation using aerial photographs. Of the urban water pixels that are visible to TerraSAR-X, 76% were correctly detected, with an associated false positive rate of 25%. If all the urban water pixels were considered, including those in shadow and layover regions, these figures fell to 58% and 19%, respectively. The algorithm is aimed at producing urban flood extents with which to calibrate and validate urban flood inundation models, and these findings indicate that TerraSAR-X is capable of providing useful data for this purpose.
38
Atmospheric Warming and the Amplification of Precipitation Extremes
Richard P. Allan, Brian J. Soden · Science · 2008 · 1.6K citations
Geostatistical Software Library and User's Guide
Eric R. Ziegel, Clayton V. Deutsch, André G. Journel · Technometrics · 1998 · 829 citations
S. Martinis, André Twele, Stefan Voigt · Natural hazards and earth system sciences · 2009 · 469 citations · Full text