Title :
Algorithm development for satellite Synthetic Aperture Radar (SAR) classification and mapping of Great Lakes ice cover
Author :
Leshkevich, G.A. ; Nghiem, S.V. ; Kwok, R.
Author_Institution :
Great Lakes Environ. Res. Lab., NOAA, Ann Arbor, MI, USA
Abstract :
Computer analysis of ERS-1 and RADARSAT ScanSAR narrow images of Great Lakes ice cover using a supervised (level slicing) classification technique indicates that different ice types in the ice cover can be identified and mapped and that wind speed and direction can have a strong influence on the backscatter from open water. During the 1997 winter season, shipborne polarimetric backscatter data using the Jet Propulsion Laboratory (JPL) C-band scatterometer, together with surface-based ice physical characterization measurements and environmental parameters were acquired concurrently with RADARSAT and ERS-2 overpass. This data set was processed to radar cross-section and will establish a library of signatures (look-up table) for different ice types to be used in the machine classification of calibrated satellite SAR data
Keywords :
backscatter; geophysical signal processing; hydrological techniques; ice; image classification; lakes; radar cross-sections; radar imaging; radar polarimetry; remote sensing by radar; spaceborne radar; synthetic aperture radar; C-band; ERS-1; Great Lakes; North America; RADARSAT; SAR; ScanSAR narrow image; USA; United States; algorithm; backscatter; hydrology; ice cover; ice type; lake ice; level slicing; measurement technique; radar cross-section; radar image classification; radar imaging; radar polarimetry; radar remote sensing; radar scattering; spaceborne radar; supervised classification; synthetic aperture radar; wind direction; wind speed; Backscatter; Ice surface; Image analysis; Lakes; Propulsion; Radar cross section; Radar measurements; Satellites; Synthetic aperture radar; Wind speed;
Conference_Titel :
Geoscience and Remote Sensing Symposium Proceedings, 1998. IGARSS '98. 1998 IEEE International
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-4403-0
DOI :
10.1109/IGARSS.1998.691447