344
Views
8
CrossRef citations to date
0
Altmetric
Original Articles

Mapping copper mineralization using EO-1 Hyperion data fusion with Landsat 8 OLI and Sentinel-2A in Moroccan Anti-Atlas

ORCID Icon, , , , , & show all
Pages 781-800 | Received 15 May 2018, Accepted 22 Oct 2018, Published online: 03 Jan 2019

References

  • Adiri Z, El Harti A, Jellouli A, Maacha L, Bachaoui E. 2016. Lithological mapping using Landsat 8 OLI and Terra ASTER multispectral data in the Bas Drâa inlier, Moroccan Anti Atlas. J Appl Remote Sens. 10(1):016005.
  • Agar B, Coulter D. 2007. Remote sensing for mineral exploration – a decade perspective 1997–2007. Proceedings of Exploration 07: Fifth Decennial International Conference on Mineral Exploration; p. 109–136.
  • Amer R, Kusky T, El Mezayen A. 2012. Remote sensing detection of gold related alteration zones in Um Rus area, Central Eastern Desert of Egypt. Adv Space Res. 49(1):121–134.
  • Amici S, Piscini A, Neri M. 2014. Reflectance spectra measurements of Mt. Etna: a comparison with multispectral/hyperspectral satellite. Adv Remote Sens. 3:235–245.
  • Azizi H, Tarverdi MA, Akbarpour A. 2010. Extraction of hydrothermal alterations from ASTER SWIR data from east Zanjan, northern Iran. Adv Space Res. 46(1):99–109.
  • Bedini E. 2011. Mineral mapping in the Kap Simpson complex, central East Greenland, using HyMap and ASTER remote sensing data. Adv Space Res. 47(1):60–73.
  • Berck R. 2003. EO-1 user guide v. 2.3. Cincinnati (OH): Department of Geography, University of Cincinnati; 74 pp.
  • Bishop CA, Liu JG, Mason PJ. 2011. Hyperspectral remote sensing for mineral exploration in Pulang, Yunnan Province, China. Int J Remote Sens. 32(9):2409–2426.
  • Boardman JW. 1998. Leveraging the high dimensionality of AVIRIS data for improved sub-pixel target unmixing and rejection of false positives mixture tuned matched filtering. 7th JPL Airborne Geoscience Workshop. http://aviris.jpl.nasa.gov/proceedings/workshops/98_docs/8.pdf.
  • Chaker M. 1997. Géochimie et métallogénie de la mine d'or de Tiouit. Anti-Atlas oriental. Sud du Maroc [Ph.D. dissertation]. Canada: University of Chicoutimi, 276 pp.
  • Chouteau M, Giroux B. 2006. Méthodes électriques Notes de cours. Géophysique appliquée II GLQ 3202. Palaiseau: Ecole Polytechnique; 75 pp.
  • Clark RN, Gregg AS, Andrea AG, Trude VVK, Wendy MC. 1993. The U.S. Geological Survey, Digital Spectral Library: Version 1: 0.2 to 3.0. https://pubs.usgs.gov/of/1993/0592/report.pdf.
  • Chavez PS Jr. 1988. An improved dark-object subtraction technique for atmospheric scattering correction of multispectral data. Remote Sens Environ. 24(3):459–479.
  • Chrysoulakis N, Abrams M, Feidas H, Arai K. 2010. Comparison of atmospheric correction methods using ASTER data for the area of Crete, Greece. Int J Remote Sens. 31(24):6347–6385.
  • Du Q, Kopriva I, Szu H. 2006. Independent-component analysis for hyperspectral remote sensing imagery classification. Opt Eng. 45(1):017008.
  • Fiori S. 2003. Overview of independent component analysis technique with an application to synthetic aperture radar (SAR) imagery processing. Neural Netw. 16(3–4):453–467.
  • Green AA, Berman M, Switzer P, Craig MD. 1988. A transformation for ordering multispectral data in terms of image quality with implications for noise removal. IEEE Trans Geosci Remote Sens. 26(1):65–74.
  • Hoover DP, Klein DC. 1995. Campbell, U.S. Geological Survey (USGS) Publications. http://pubs.usgs.gov/of/1995/ofr-95-0831/CHAP3.pdf.
  • Hubbard EB, Crowley JK. 2005. Mineral mapping on the Chilean–Bolivian Altiplano using co-orbital ALI, ASTER and Hyperion imagery: data dimensionality issues and solutions. Remote Sens Environ. 99(1–2):173–186.
  • Hunt GR. 1977. Spectral signatures of particulate minerals in the visible and near infrared. Geophysics. 42(3):501–513.
  • Jafari R, Lewis MM. 2012. Arid land characterisation with EO-1 Hyperion hyperspectral data. Int J Appl Earth ObsGeoinf. 19:298–307.
  • Jupp DLB, Datt B, McVicar TR, Van Niel TG, Pearlman JS, Lovell JL, King EA. 2003. Improving the analysis of Hyperion red-edge index from an agricultural area. In: Ungar SG, editor. Proceedings of SPIE 4898, Image Processing and Pattern Recognition in Remote Sensing; p. 78–92.
  • Klonus S, Ehlers M. 2009. Performance of evaluation methods in image fusion. 12th International Conference on Information Fusion; p. 1409–1416.
  • Kruse FA, Boardman JW. 2002. Comparison of EO-1 Hyperion and airborne hyperspectral remote sensing data for geologic applications. IEEE Conference Big Sky, MT; p. 1501–1515.
  • Kruse FA, Boardman JW, Huntington JF. 2003. Comparison of airborne hyperspectral data and EO-1 Hyperion for mineral mapping. IEEE Trans Geosci Remote Sens. 41(6):1388–1400.
  • Laben CA, Brower BV. 2000. Process for enhancing the spatial resolution of multispectral imagery using pan-sharpening. https://patents.google.com/patent/US6011875.
  • Maacha L, Ouadjou A, Azmi M, Zouhair M, Saquaque A, Alansari A, Soulaimani A. 2011. Bouskour copper and silver mine (J. Saghro inlier, eastern Anti-Atlas). New Geological and Mining Guidebooks of Morocco, Notes et mémoires du service géologique N° 564. Morocco: Ministry of Energy, Mines, Water and Environment, vol. 9; p. 59–64.
  • Magendran T, Sanjeevi S. 2014. Hyperion image analysis and linear spectral unmixing to evaluate the grades of iron ores in parts of Noamundi, Eastern India. Int J Appl Earth Obs Geoinf. 26:413–426.
  • Mars JC. 2014. Hydrothermal alteration maps of the central and southern basin and range province of the United States compiled from Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) data. U.S. Geological Survey Open-File Report 2013-1139.
  • Mars JC, Rowan LC. 2010. Spectral assessment of new ASTER SWIR surface reflectance data products for spectroscopic mapping of rocks and minerals. Remote Sens Environ. 114(9):2011–2025.
  • Maurer T. 2013. How to pan-sharpen images using the Gram-Schmidt pan-sharpen method – a recipe. Int Arch Photogramm Remote Sens Spatial Inf Sci. 1:W1.
  • Mitchell JJ, Glenn NF. 2009. Subpixel abundance estimates in mixture-tuned matched filtering classifications of leafy spurge (Euphorbia esula L.). Int J Remote Sens. 30(23):6099–6119.
  • Molan YE, Refahi D, Tarashti AH. 2014. Mineral mapping in the Maherabad area, eastern Iran, using the HyMap remote sensing data. Int J Appl Earth Obs Geoinf. 27:117–127.
  • Petropoulos GP, Kalaitzidis C, Vadrevu KP. 2012. Support vector machines and object-based classification for obtaining land-use/cover cartography from Hyperion hyperspectral imagery. Comput Geosci. 41:99–107.
  • Piqué A, Soulaimani A, Laville E, Amrhar M, Bouabdelli M, Hoepffner C, Chalouan A. 1994. Géologie du Maroc; les domaines régionaux et leur évolution structurale. Pumag. Ed, 271 pp.
  • Pour AB, Hashim M. 2012. Identifying areas of high economic-potential copper mineralization using ASTER data in the Urumieh–Dokhtar Volcanic Belt, Iran. Adv Space Res. 49(4):753–769.
  • Pour AB, Hashim M. 2014. ASTER, ALI and Hyperion sensors data for lithological mapping and ore minerals exploration. SpringerPlus. 3:130.
  • Pour AB, Hashim M. 2015. Hydrothermal alteration mapping from Landsat-8 data, Sar Cheshmeh copper mining district, south-eastern Islamic Republic of Iran. J Taibah Univ Sci. 9(2):155–166.
  • Pour AB, Hashim M, Genderen JV. 2013. Detection of hydrothermal alteration zones in a tropical region using satellite remote sensing data: Bau goldfield, Sarawak, Malaysia. Ore Geol Rev. 54:181–196.
  • Pour AB, Hashim M. 2011. Identification of hydrothermal alteration minerals for exploring of porphyry copper deposit using ASTER data, SE Iran. J Asian Earth Sci. 42(6):1309–1323.
  • Rezeau H, Chelle-Michou C, Calder M. 2014. Geology and metallogeny of the Atlas mountains. Morocco Excursion Guide; 70 pp. http://www.unige.ch/sciences/terre/mineral/studchap/Activities/fieldtrips/Morocco2014.html.
  • Robila S, Haaland P, Achalakul T, Taylor S. 2004. Independent component analysis. In: Advanced image processing techniques for remotely sensed hyperspectral data book, part II. Berlin Heidelberg: Springer; p. 109–132.
  • Roy DP, Wulder MA, Loveland TR, Woodcock CE, Allen RG, Anderson MC, Helder D, Irons JR, Johnson DM, Kennedy R, et al. 2014. Landsat-8: Science and product vision for terrestrial global change research. Remote Sens. Environ. 145:154–172.
  • Rowan LC, Schmidt RG, Mars JC. 2006. Distribution of hydrothermally altered rocks in the Reko Diq, Pakistan mineralized area based on spectral analysis of ASTER data. Remote Sens Environ. 104(1):74–87.
  • Sentinel-2 User Handbook. 2015. European Spatial Agency (ESA), Issue 1, Rev 2. Reference GMES-S1OP-EOPG-TN-13-0001. https://sentinel.esa.int/documents/247904/685211/Sentinel-2_User_Handbook; 64 pp.
  • Scheffler D, Karrasch P. 2013. Preprocessing of hyperspectral Images – a comparative study of destriping algorithms for EO-1 Hyperion. Proc SPIE. 8892:88920H.
  • Shekar A. 2008. Mineral abundance mapping using Hyperion dataset in parts of Udaipur (Rajasthan) and Keonjhar (Orissa), India [Ph.D. dissertation]. India: The Indian Institute of Remote Sensing; 105 pp.
  • Scott WJ, Geo P. 2014. Geophysics for mineral exploration. A manual for prospectors; 40 pp.
  • Szu H, Buss J. 2000. ICA neural net to refine remote sensing with multiple labels. Proc SPIE. 4056:32–49.
  • Townsend PA, Foster JR. 2002. Comparison of EO-1 Hyperion to AVIRIS for mapping forest composition in the Appalachian Mountains, USA. 0-7803-7536-X/$17.00 (C) 2002 IEEE.
  • Townsend PA, Foster JR, Chastain JRA, Currie WS. 2003. Application of imaging spectroscopy to mapping canopy nitrogen in the forests of the central Appalachian Mountains using Hyperion and AVIRIS. IEEE Trans Geosci Remote Sens. 4:1347–1354.
  • van der Werff HMA, van der Meer FD. 2016. Sentinel-2A MSI and Landsat 8 OLI provide data continuity for geological remote sensing. Remote Sens. 8(11):883.
  • van Ruitenbeek FJA, Cudahy TJ, van der Meer FD, Hale M. 2012. Characterization of the hydrothermal systems associated with Archean VMS-mineralization at Panorama, Western Australia, using hyperspectral, geochemical and geothermometric data. Ore Geol Rev. 45:33–46.
  • Vesanto VH. 2012. Atmospheric correction of a seasonal time series of Hyperion EO-1 images and red edge inflection point calculation [Dissertation]. Helsinki: University of Helsinki.
  • Villa A, Benediktsson JA, Chanussot J, Jutten C. 2011. Hyperspectral image classi_cation with independent component discriminant analysis. IEEE Trans Geosci Remote Sens. 49(12):4865–4876.
  • Vrabel J, Doraiswamy P, McMurtrey J, Stern A. 2002. Demonstration of the accuracy of improved resolution hyperspectral imagery. SPIE Symposium Proceedings.
  • Walsh GJ, Benzianeb F, Aleinikoff JN, Harrison RW, Yazidi A, Burton WC. 2012. Neoproterozoic tectonic evolution of the Jebel Saghro and Bou Azzer – El Graara inliers, eastern and central Anti-Atlas, Morocco. Precambrian Res. 216–219:23–62.
  • White D. 2013. Hyperion tools 2.0 installation and user guide. https://github.com/dawhite/HyperionTools.
  • Xiong Y, Khan SD, Mahmood K, Sisson VB. 2011. Lithological mapping of Bela ophiolite with remote-sensing data. Int J Remote Sens. 32(16):4641–4658.
  • Xu Y, Ma H, Peng S. 2014. Study on identification of altered rock in hyperspectral imagery using spectrum of field object. Ore Geol Rev. 56:584–595.
  • Yuan J, Niu Z. 2007. Classification using EO-1 hyperion hyperspectral and ETM + data. Fourth International Conference on Fuzzy Systems and Knowledge Discovery, Haikou.
  • Yuhendra HK, Sri Sumantyo TS. 2011. Performance analyzing of high resolution pan-sharpening techniques: increasing image quality for classification using supervised kernel support vector machine. Selected Topics in Power Systems and Remote Sensing. https://pdfs.semanticscholar.org/1e85/2a2107bcba3aa562e2765bfc2275b76b7907.pdf.
  • Zadeh MH, Tangestani MH, Roldan FV, Yusta I. 2014. Sub-pixel mineral mapping of a porphyry copper belt using EO-1 Hyperion data. Adv Space Res. 53:440–451.
  • Zhang X, Chen CH. 2002. New independent component analysis method using high order statistics with application to remote sensing images. Opt Eng. 41(7):1717–1728. _
  • Zhang Z, He G, Wang X. 2010. A practical DOS model-based atmospheric correction algorithm. Int J Remote Sens. 31(11):2837–2852.
  • Zeng XY, Chen YW. 2014. Independent component analysis and its application to classification of high-resolution remote sensing images. Subspace Methods for Pattern Recognition 57 in Intelligent Environment, Studies in Computational Intelligence.
  • Zoheir B, Emam A. 2012. Integrating geologic and satellite imagery data for high-resolution mapping and gold exploration targets in the South Eastern Desert, Egypt. J African Earth Sci. 66–67:22–34.
  • Zonge K. 1993. Geophysical prospecting methods; 5 pp.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.