ASTER and WorldView-3 satellite data for mapping lithology and alteration minerals associated with Pb-Zn mineralization

Abstract Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) and WorldView-3 (WV-3) satellite remote sensing data were used for mapping lithological units and hydrothermal alteration zones associated with Pb-Zn mineralization in the Kerman–Kashmar Tectonic Zone (KKTZ), Iran. The visible near infrared (VNIR), shortwave infrared (SWIR) and thermal infrared (TIR) bands of ASTER were used to map iron oxide/hydroxides, Al-OH minerals, Fe,Mg-OH minerals, quartz and carbonate minerals. The VNIR bands of WV-3 were used to discriminate Fe3+ and Fe2+ absorption intensities. Selective Principal Component analysis (SPCA), Spectral Angle Mapper (SAM), Linear Spectral Unmixing (LSU) and Automatic Lineament Extraction techniques were implemented. Lithological units were discriminated based on Al/Fe-OH, Fe2+/Fe3+ and Mg-Fe-OH/CO3 absorption properties. The spatial distribution of hematite, goethite, jarosite, gypsum, calcite, dolomite, kaolinite and muscovite were comprehensively detected. Some prospective zones were identified in the intersection of N-S, NW-SE and NE-SW trending fault systems, gossan, argillic/phyllic and dolomitic units.

• Publication year

  2020

• Venue

  Geocarto International

• Publication date

  2020-07-13

• Fields of study

  Environmental Science, Geology

• Identifiers
  DOI 10.1080/10106049.2020.1790676
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

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  2019influential reference
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  2018influential reference
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  2018cited by this paper
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  2017influential reference
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  2017cited by this paper
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  2017cited by this paper
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  2017cited by this paper
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  2016cited by this paper
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  2014cited by this paper
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  2013cited by this paper
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  2013cited by this paper
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  2013cited by this paper
• Cimmerian evolution of the Central Iranian basement: Evidence from metamorphic units of the Kashmar-Kerman Tectonic Zone

  2013influential reference
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  2013cited by this paper
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  2012cited by this paper
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  2012cited by this paper
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  2012cited by this paper
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  2011influential reference
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  2011cited by this paper
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  2010cited by this paper
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  2006cited by this paper
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  2006cited by this paper
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• Applied Hydrogeology of Fractured Rocks

  1999cited by this paper
• Remote sensing for the earth sciences

  1999influential reference
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  1997influential reference
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  1995cited by this paper
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  1991cited by this paper
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  1991cited by this paper
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  1989cited by this paper
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  1989cited by this paper
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  1986cited by this paper
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  1986influential reference
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  1985cited by this paper
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  1981influential reference
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  1979influential reference
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  1977influential reference
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  1966cited by this paper

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