dc.contributor.author | Otukei, John Richard | |
dc.contributor.author | Blaschke, Thomas | |
dc.contributor.author | Collins, Michael | |
dc.date.accessioned | 2015-02-06T15:44:36Z | |
dc.date.available | 2015-02-06T15:44:36Z | |
dc.date.issued | 2015 | |
dc.identifier.citation | Okutei, J.R., Blaschke, T., & Collins, M. (2015). Fusion of TerraSAR-x and Landsat ETM+ data for protected areamapping in Uganda. International Journal of Applied Earth Observation and Geoinformation 38 99–104 | en_US |
dc.identifier.issn | 0303-2434 | |
dc.identifier.uri | http://dx.doi.org/10.1016/j.jag.2014.12.012 | |
dc.identifier.uri | http://hdl.handle.net/10570/4307 | |
dc.description | Research article | en_US |
dc.description.abstract | TerraSAR-X satellite acquires very high spatial resolution data with potential for detailed land cover mapping. A known problem with synthetic aperture radar (SAR) data is the lack of spectral information.Fusion of SAR and multispectral data provides opportunities for better image interpretation and information extraction. The aim of this study was to investigate the fusion between TerraSAR-X and Landsat ETM+ for protected area mapping using high pass filtering (HPF), principal component analysis with band substitution (PCA) and principal component with wavelet transform (WPCA). A total of thirteen land cover classes were identified for classification using a non-parametric C 4.5 decision tree classifier.Overall classification accuracies of 74.99%, 83.12% and 85.38% and kappa indices of 0.7220, 0.8100 and0.8369 were obtained for HPF, PCA and WPCA fusion approaches respectively. These results indicate a high potential for a combined use of TerraSAR-X and Landsat ETM+ data for protected area mapping in Uganda. | en_US |
dc.description.sponsorship | German Space Agency (DLR),
United Nations Educational Scientific and Cultural Organisation(UNESCO),
University of Maryland | en_US |
dc.language.iso | en | en_US |
dc.publisher | Elsevier | en_US |
dc.subject | TerraSAR-X | en_US |
dc.subject | Landsat ETM+ | en_US |
dc.subject | Decision trees | en_US |
dc.subject | Image fusion | en_US |
dc.title | Fusion of TerraSAR-x and Landsat ETM+ data for protected areamapping in Uganda. | en_US |
dc.type | Journal article | en_US |