Title :
Eco-Hydrological Characterization of Inland Wetlands in Africa Using L-Band SAR
Author :
Rebelo, Lisa-Maria
Author_Institution :
Int. Water Manage. Inst., Addis Ababa, Ethiopia
Abstract :
Maps describing the eco-hydrology of inland wetland systems in Africa are needed to identify and implement appropriate adaptive management plans related to land use and land cover. Many African countries lack regional baseline information on the temporal extent, distribution and characteristics of wetlands. This information is provided here in the form of maps which characterize two wetland sites of international importance in Malawi and Mozambique. Multi-temporal L-band Synthetic Aperture Radar (SAR) datasets are combined with Landsat Thematic Mapper and ASTER images, digital elevation models, and vegetation species data to provide information on wetland ecology and hydrology. These data were used as input to a hybrid, Decision Tree classifier and a Principal Components Analysis classification approach to produce maps depicting the spatial distribution of vegetation species and characterizing the wetland dynamics. The maps exhibit classification accuracies of 89% and 84% for the two sites respectively. The L-band SAR datasets have proved to be an essential information source in the production of these maps due to (i) frequent cloud cover/smoke which reduces the temporal coverage of optical data, and (ii) a systematic observation strategy and frequent image acquisition which enables characterization of the flood dynamics at a high temporal resolution.
Keywords :
clouds; decision trees; digital elevation models; ecology; floods; geophysical image processing; principal component analysis; synthetic aperture radar; terrain mapping; vegetation mapping; ALOS PALSAR; ASTER images; African countries; Kyoto and carbon initiative; Landsat Thematic Mapper images; Malawi; Mozambique; adaptive management plans; cloud cover; decision tree classifier; digital elevation models; ecohydrological characterization; flood dynamics; image acquisition; inland wetland systems; land cover; land use; multitemporal L-band synthetic aperture radar datasets; optical data; principal components analysis classification; regional baseline information; spatial distribution; temporal coverage; vegetation species data; wetland dynamics; wetland ecology; wetland sites; Africa; Carbon; Ecology; L-band; Lakes; Remote sensing; Vegetation mapping; ALOS PALSAR; Kyoto and carbon initiative; Malawi; Mozambique; ecology; hydrology; wetlands;
Journal_Title :
Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of
DOI :
10.1109/JSTARS.2010.2070060