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Mapping alteration minerals at prospect, outcrop and drill core scales using imaging spectrometry

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TLDR
Analysis results using standardized hyperspectral methodologies demonstrate rapid extraction of representative mineral spectra and mapping of mineral distributions and abundances in map-plan, with core depth, and on the mine walls.
Abstract
Imaging spectrometer data (also known as ‘hyperspectral imagery’ or HSI) are well established for detailed mineral mapping from airborne and satellite systems. Overhead data, however, have substantial additional potential when used together with ground-based measurements. An imaging spectrometer system was used to acquire airborne measurements and to image in-place outcrops (mine walls) and boxed drill core and rock chips using modified sensor-mounting configurations. Data were acquired at 5 nm nominal spectral resolution in 360 channels from 0.4 to 2.45 μm. Analysis results using standardized hyperspectral methodologies demonstrate rapid extraction of representative mineral spectra and mapping of mineral distributions and abundances in map-plan, with core depth, and on the mine walls. The examples shown highlight the capabilities of these data for mineral mapping. Integration of these approaches promotes improved understanding of relations between geology, alteration and spectral signatures in three dime...

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Journal ArticleDOI

Mapping Advanced Argillic Alteration at Cuprite, Nevada, Using Imaging Spectroscopy

TL;DR: In this article, the authors used the Tetracorder spectral-shape matching system to study late Miocene advanced argillic alteration at Cuprite, Nevada, and found that the presence of dickite, halloysite, and well-ordered kaolinite is consistent with acidic conditions during hydrothermal alteration.
Journal ArticleDOI

A review on spectral processing methods for geological remote sensing

TL;DR: A novel categorization scheme is proposed that groups the techniques into knowledge-based and data-driven approaches, according to the type and availability of reference data, to yield some of the most robust processing techniques available to multi- and hyperspectral remote sensing.
Journal ArticleDOI

A Machine Learning Framework for Drill-Core Mineral Mapping Using Hyperspectral and High-Resolution Mineralogical Data Fusion

TL;DR: The ability of the proposed technique to fuse and up-scale high-resolution mineralogical analysis with drill-core HS data is demonstrated, qualitatively and quantitatively.
Journal ArticleDOI

Integration of Terrestrial and Drone-Borne Hyperspectral and Photogrammetric Sensing Methods for Exploration Mapping and Mining Monitoring

TL;DR: The combination of ground- and drone-based photogrammetric and hyperspectral VNIR, SWIR, and LWIR imaging allows for safer and more efficient ground surveys, as well as a better, statistically sound sampling strategy for further structural, geochemical, and petrological investigations.
Journal ArticleDOI

Imaging spectroscopy of geological samples and outcrops: Novel insights from microns to meters

TL;DR: In this article, the authors present a review of the potential of image spectroscopy in the field of geology and present four examples showing the exciting science potential and new insights into geological processes.
References
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Journal ArticleDOI

The spectral image processing system (SIPS) interactive visualization and analysis of imaging spectrometer data

TL;DR: The Center for the Study of Earth from Space (CSES) at the University of Colorado, Boulder, has developed a prototype interactive software system called the Spectral Image Processing System (SIPS) using IDL (the Interactive Data Language) on UNIX-based workstations to develop operational techniques for quantitative analysis of imaging spectrometer data.
Journal ArticleDOI

A transformation for ordering multispectral data in terms of image quality with implications for noise removal

TL;DR: In this paper, a transformation known as the maximum noise fraction (MNF) transformation is presented, which always produces new components ordered by image quality, and it can be shown that this transformation is equivalent to principal components transformations when the noise variance is the same in all bands and that it reduces to a multiple linear regression when noise is in one band only.
Book

Theory of Reflectance and Emittance Spectroscopy

TL;DR: In this article, the authors present a review of vector calculus and functions of a complex variable and Fraunhoffer diffraction by a circular hole, and a miscellany of bidirectional reflectances and related quantities.
Journal ArticleDOI

Imaging Spectrometry for Earth Remote Sensing

TL;DR: The initial results show that remote, direct identification of surface materials on a picture-element basis can be accomplished by proper sampling of absorption features in the reflectance spectrum.
Journal ArticleDOI

High spectral resolution reflectance spectroscopy of minerals

TL;DR: In this article, the reflectance spectra of minerals are studied as a function of spectral resolution in the range from 0.2 to 3.0 microns, and selected absorption bands were studied at resolving powers as high as 2240.
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