03568naa a2200313 a 450000100080000000500110000800800410001902400560006010000180011624501890013426000090032352025190033265000250285165300130287665300250288965300100291465300330292465300210295765300240297865300280300265300400303065300260307065300250309670000230312170000150314470000190315970000230317877300530320120622872017-06-06       2016    bl uuuu     u00u1 u    #d7 ahttp://dx.doi.org/10.1016/j.gexplo.2016.07.0022DOI1 aSALLES, R. R.  aHyperspectral remote sensing applied to uranium explorationbA case study at the Mary Kathleen metamorphic-hydrothermal U-REE deposit, NW, Queensland, Australia.h[electronic resource]  c2016  aThe HyMap airborne hyperspectral scanner provides 128 spectral bands between Visible-Near Infrared (VNIR) and Short Wave Infrared (SWIR) wavelengths (0.45?2.5 ?m). It transcends any currently operational orbital multispectral sensor (ASTER, WV3, Landsat-8) for mineral mapping in exposed areas. Here we employ HyMap data to study the type and spatial distribution of mineral assemblages in the world-class Mary Kathleen metamorphic-hydrothermal Uranium (U) - Rare Earth Elements (REE) deposit, situated in the Mount Isa Province, Australia. The focus is on Ca-bearing silicates and Fe-rich minerals. Two spectral libraries were built for the task based on publicly available data. The VNIR library comprises goethite and andradite. The SWIR library includes hornblende, epidote, calcite, kaolinite and montmorillonite. Scapolite SWIR spectra were yielded autonomously. These mineral spectra were used as endmembers for HyMap data classification and production of mineral abundance maps. Spectral Angle Mapper (SAM) and Mixture Tuned Matched Filtering (MTMF) were the methods employed for image classification. Results were combined in RGB color composites and enhanced to provide high quality maps of Ca-bearing silicates and other minerals associated with the Ca-skarn hosted U-REE mineralization. The spatial correlation of mineral abundance maps produced here and known exposed surfaces of equivalent minerals in the open pit mine proved plausible. Wallrock alteration halos show characteristic zonal arrangements. Andradite occurs in the outer alteration halo. Selectively pervasive alteration is characterized by calcite, scapolite, epidote and hornblende. These specific mineral types and their distribution in the Mary Kathleen deposit indicate multiple stages of metasomatic processes, resulting in high-temperature and retrograde Ca-bearing silicates associations. In addition, kaolinite, montmorillonite and goethite are the surface footprint of the skarn-hosted U-REE mineralization. HyMap proved to be a solid tool to characterize exposed hydrothermal mineral systems associated to skarns enriched in U and REE, providing the framework for advanced geologic interpretation and conception of a regional exploration model. The occurrence of goethite, kaolinite and montmorillonite and their zonal relationship with the U-REE mineralization, as also mapped here with HyMap, may be also an additional guide for U exploration in the Mount Isa Province, especially if combined with other exploration methods.  aSensoriamento remoto  aCa-skarn  aExploração mineral  aHyMap  aHyperspectral remote sensing  aImage processing  aMineral exploration  aProcessamento de imagem  aSensoriamento remoto hiperespectral  aU-REE mineralização  aU-REE mineralization1 aSOUZA FILHO, C. R.1 aCUDAHY, T.1 aVICENTE, L. E.1 aMONTEIRO, L. V. S.  tJournal of Geochemical Exploration, 15 p., 2016.