Hyperspectral Imaging of Mineral Resources from New and Old Origins: Minerals for the Nation’s Economy and Utilization of Legacy Mine Lands
This project will produce maps of surface mineralogy at 15 m spatial resolution covering the largest contiguous area of hyperspectral imagery that has ever been assembled for the U.S., over 380,000 sq. km. in California and Nevada. We are developing new methods to apply these data to map critical minerals, including minerals critical for battery fabrication, and to evaluate resources available from waste on legacy mine lands. These remote sensing data are also useful for a wide range of other scientific applications, from natural hazards mitigation to ecosystem studies.
Science Issue and Relevance
Mineral resources are essential to National security and economic prosperity of the United States. The nation relies heavily on imports of critical minerals, making us vulnerable to events that disrupt our supply chain. Novel methods to characterize new mineral resources are required to meet the expected national and global demands and an anticipated shift to a renewable energy economy.
Imaging spectroscopy (hyperspectral imaging) is a rapidly advancing technology that is increasingly applied at many points in the life cycle of minerals, from remote sensing for exploration, to laboratory scanning for drill core characterization, to spectral identification of minerals in hand specimens, and for exploitation of archives of airborne and satellite imagery. Imaging spectroscopy can assist in the mineral characterization of abandoned, legacy and un-reclaimed mines and their potential for critical minerals, a recent focus of the Mineral Resources Program and the Energy and Minerals Mission Area.
Methods to Address Issue
Project objectives are to support characterization of minerals resources by these activities.
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Laboratory and field spectroscopy of minerals, wastes, and soils: We are continuing development of the USGS spectral library by compiling new spectra of minerals relevant to locating critical mineral resources and characterizing surface minerals on legacy mine lands.
-
Spectral signatures in North American Soils Geochemical Landscapes (NASGL): We are focusing on 1,390 soil samples from the NASGL collected from three soil depth levels at 430 sites in California and Nevada. Spectral measurements will be integrated with the existing geochemistry and mineralogy to facilitate 1) the detection of environmental changes related to the reclamation of mine waste on abandoned mine lands; 2) the identification of minerals related to background weathering processes in regolith materials; and 3) the detection of abnormal concentrations of toxic elements.
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Surface Mineral maps of California and Nevada: We are creating maps of surface mineralogy from existing large area contiguous hyperspectral image data covering parts of California and Nevada. Our advances in software and spectral processing methods are supporting Earth Mapping Resources Initiative (Earth MRI) collection of new hyperspectral data over larger portions of the arid western U.S.
-
Spectral methods for mine wastes and mineral resource assessments: Our efforts are assisting site prioritization for the collection of future fine spatial resolution hyperspectral acquisitions over mine waste areas of the nation, in particular in the eastern U.S., to support Mineral Resources Program priorities on “Waste as a Resource”, critical minerals, and assessment method development.
USGS research that our project collaborates with.
Spectroscopy and Hyperspectral Imaging of Critical Mineral Resources
Earth Mapping Resources Initiative (Earth MRI)
Project data releases.
Geospatial database for the spectral characteristics and mapping of lithium-rich playas in the Western U.S. Basin and Range (ver. 2.0, March 2025) Geospatial database for the spectral characteristics and mapping of lithium-rich playas in the Western U.S. Basin and Range (ver. 2.0, March 2025)
Reflectance spectra collected August 21, 2022, at Black Rock Desert, Nevada, with an ASD FieldSpecⓇ 4 Hi-Res NG spectroradiometer for calibration/validation of imaging spectrometer data Reflectance spectra collected August 21, 2022, at Black Rock Desert, Nevada, with an ASD FieldSpecⓇ 4 Hi-Res NG spectroradiometer for calibration/validation of imaging spectrometer data
Reflectance spectra collected August 16, 2022, at Smith Creek Valley, Nevada, with an ASD FieldSpecⓇ 4 Hi-Res NG spectrometer for calibration/validation of imaging spectrometer data Reflectance spectra collected August 16, 2022, at Smith Creek Valley, Nevada, with an ASD FieldSpecⓇ 4 Hi-Res NG spectrometer for calibration/validation of imaging spectrometer data
Visible and Near Infrared (VNIR) and Short Wavelength Infrared (SWIR) Spectra of Select Rock Cores and Waste Material from Nine Uranium Mine Sites in Karnes and Live Oak Counties, Texas Visible and Near Infrared (VNIR) and Short Wavelength Infrared (SWIR) Spectra of Select Rock Cores and Waste Material from Nine Uranium Mine Sites in Karnes and Live Oak Counties, Texas
HySpex by NEO VNIR-1800 and SWIR-384 imaging spectrometer radiance and reflectance data, with associated ASD FieldSpec® NG calibration data, collected at Cripple Creek Victor mine, Cripple Creek, Colorado, 2017 HySpex by NEO VNIR-1800 and SWIR-384 imaging spectrometer radiance and reflectance data, with associated ASD FieldSpec® NG calibration data, collected at Cripple Creek Victor mine, Cripple Creek, Colorado, 2017
Tungsten skarn mineral resource assessment of the Great Basin region of western Nevada and eastern California - Geodatabase Tungsten skarn mineral resource assessment of the Great Basin region of western Nevada and eastern California - Geodatabase
Geochemical data used in the tungsten skarn mineral resource assessment of the Great Basin region of western Nevada and eastern California Geochemical data used in the tungsten skarn mineral resource assessment of the Great Basin region of western Nevada and eastern California
Publications from our project.
Multi-scale spectroscopy to map intertidal microbial biofilm community and trait diversity Multi-scale spectroscopy to map intertidal microbial biofilm community and trait diversity
Hyperspectral (VNIR-SWIR) analysis of roll front uranium host rocks and industrial minerals from Karnes and Live Oak Counties, Texas Coastal Plain Hyperspectral (VNIR-SWIR) analysis of roll front uranium host rocks and industrial minerals from Karnes and Live Oak Counties, Texas Coastal Plain
Calibration and validation for the Surface Biology and Geology (SBG) mission concept: Recommendations for a multi-sensor system for imaging spectroscopy and thermal imagery Calibration and validation for the Surface Biology and Geology (SBG) mission concept: Recommendations for a multi-sensor system for imaging spectroscopy and thermal imagery
Mapping abandoned uranium mine features using Worldview-3 imagery in portions of Karnes, Atascosa and Live Oak Counties, Texas Mapping abandoned uranium mine features using Worldview-3 imagery in portions of Karnes, Atascosa and Live Oak Counties, Texas
The EnMAP imaging spectroscopy mission towards operations The EnMAP imaging spectroscopy mission towards operations
Optimizing Landsat Next shortwave infrared bands for crop residue characterization Optimizing Landsat Next shortwave infrared bands for crop residue characterization
Microplastic particles in dust-on-snow, Upper Colorado River Basin, Colorado Rocky Mountains, 2013–16 Microplastic particles in dust-on-snow, Upper Colorado River Basin, Colorado Rocky Mountains, 2013–16
Hyperspectral remote sensing of white mica: A review of imaging and point-based spectrometer studies for mineral resources, with spectrometer design considerations Hyperspectral remote sensing of white mica: A review of imaging and point-based spectrometer studies for mineral resources, with spectrometer design considerations
Tungsten skarn mineral resource assessment of the Great Basin region of western Nevada and eastern California Tungsten skarn mineral resource assessment of the Great Basin region of western Nevada and eastern California
Porphyry copper potential of the U.S. Southern Basin and Range using ASTER data integrated with geochemical and geologic datasets to assess potential near-surface deposits in well-explored permissive tracts Porphyry copper potential of the U.S. Southern Basin and Range using ASTER data integrated with geochemical and geologic datasets to assess potential near-surface deposits in well-explored permissive tracts
Geochemistry and mineralogy of soils collected in the lower Rio Grande valley, Texas Geochemistry and mineralogy of soils collected in the lower Rio Grande valley, Texas
News about our project.
This project will produce maps of surface mineralogy at 15 m spatial resolution covering the largest contiguous area of hyperspectral imagery that has ever been assembled for the U.S., over 380,000 sq. km. in California and Nevada. We are developing new methods to apply these data to map critical minerals, including minerals critical for battery fabrication, and to evaluate resources available from waste on legacy mine lands. These remote sensing data are also useful for a wide range of other scientific applications, from natural hazards mitigation to ecosystem studies.
Science Issue and Relevance
Mineral resources are essential to National security and economic prosperity of the United States. The nation relies heavily on imports of critical minerals, making us vulnerable to events that disrupt our supply chain. Novel methods to characterize new mineral resources are required to meet the expected national and global demands and an anticipated shift to a renewable energy economy.
Imaging spectroscopy (hyperspectral imaging) is a rapidly advancing technology that is increasingly applied at many points in the life cycle of minerals, from remote sensing for exploration, to laboratory scanning for drill core characterization, to spectral identification of minerals in hand specimens, and for exploitation of archives of airborne and satellite imagery. Imaging spectroscopy can assist in the mineral characterization of abandoned, legacy and un-reclaimed mines and their potential for critical minerals, a recent focus of the Mineral Resources Program and the Energy and Minerals Mission Area.
Methods to Address Issue
Project objectives are to support characterization of minerals resources by these activities.
-
Laboratory and field spectroscopy of minerals, wastes, and soils: We are continuing development of the USGS spectral library by compiling new spectra of minerals relevant to locating critical mineral resources and characterizing surface minerals on legacy mine lands.
-
Spectral signatures in North American Soils Geochemical Landscapes (NASGL): We are focusing on 1,390 soil samples from the NASGL collected from three soil depth levels at 430 sites in California and Nevada. Spectral measurements will be integrated with the existing geochemistry and mineralogy to facilitate 1) the detection of environmental changes related to the reclamation of mine waste on abandoned mine lands; 2) the identification of minerals related to background weathering processes in regolith materials; and 3) the detection of abnormal concentrations of toxic elements.
-
Surface Mineral maps of California and Nevada: We are creating maps of surface mineralogy from existing large area contiguous hyperspectral image data covering parts of California and Nevada. Our advances in software and spectral processing methods are supporting Earth Mapping Resources Initiative (Earth MRI) collection of new hyperspectral data over larger portions of the arid western U.S.
-
Spectral methods for mine wastes and mineral resource assessments: Our efforts are assisting site prioritization for the collection of future fine spatial resolution hyperspectral acquisitions over mine waste areas of the nation, in particular in the eastern U.S., to support Mineral Resources Program priorities on “Waste as a Resource”, critical minerals, and assessment method development.
USGS research that our project collaborates with.
Spectroscopy and Hyperspectral Imaging of Critical Mineral Resources
Earth Mapping Resources Initiative (Earth MRI)
Project data releases.
Geospatial database for the spectral characteristics and mapping of lithium-rich playas in the Western U.S. Basin and Range (ver. 2.0, March 2025) Geospatial database for the spectral characteristics and mapping of lithium-rich playas in the Western U.S. Basin and Range (ver. 2.0, March 2025)
Reflectance spectra collected August 21, 2022, at Black Rock Desert, Nevada, with an ASD FieldSpecⓇ 4 Hi-Res NG spectroradiometer for calibration/validation of imaging spectrometer data Reflectance spectra collected August 21, 2022, at Black Rock Desert, Nevada, with an ASD FieldSpecⓇ 4 Hi-Res NG spectroradiometer for calibration/validation of imaging spectrometer data
Reflectance spectra collected August 16, 2022, at Smith Creek Valley, Nevada, with an ASD FieldSpecⓇ 4 Hi-Res NG spectrometer for calibration/validation of imaging spectrometer data Reflectance spectra collected August 16, 2022, at Smith Creek Valley, Nevada, with an ASD FieldSpecⓇ 4 Hi-Res NG spectrometer for calibration/validation of imaging spectrometer data
Visible and Near Infrared (VNIR) and Short Wavelength Infrared (SWIR) Spectra of Select Rock Cores and Waste Material from Nine Uranium Mine Sites in Karnes and Live Oak Counties, Texas Visible and Near Infrared (VNIR) and Short Wavelength Infrared (SWIR) Spectra of Select Rock Cores and Waste Material from Nine Uranium Mine Sites in Karnes and Live Oak Counties, Texas
HySpex by NEO VNIR-1800 and SWIR-384 imaging spectrometer radiance and reflectance data, with associated ASD FieldSpec® NG calibration data, collected at Cripple Creek Victor mine, Cripple Creek, Colorado, 2017 HySpex by NEO VNIR-1800 and SWIR-384 imaging spectrometer radiance and reflectance data, with associated ASD FieldSpec® NG calibration data, collected at Cripple Creek Victor mine, Cripple Creek, Colorado, 2017
Tungsten skarn mineral resource assessment of the Great Basin region of western Nevada and eastern California - Geodatabase Tungsten skarn mineral resource assessment of the Great Basin region of western Nevada and eastern California - Geodatabase
Geochemical data used in the tungsten skarn mineral resource assessment of the Great Basin region of western Nevada and eastern California Geochemical data used in the tungsten skarn mineral resource assessment of the Great Basin region of western Nevada and eastern California
Publications from our project.
Multi-scale spectroscopy to map intertidal microbial biofilm community and trait diversity Multi-scale spectroscopy to map intertidal microbial biofilm community and trait diversity
Hyperspectral (VNIR-SWIR) analysis of roll front uranium host rocks and industrial minerals from Karnes and Live Oak Counties, Texas Coastal Plain Hyperspectral (VNIR-SWIR) analysis of roll front uranium host rocks and industrial minerals from Karnes and Live Oak Counties, Texas Coastal Plain
Calibration and validation for the Surface Biology and Geology (SBG) mission concept: Recommendations for a multi-sensor system for imaging spectroscopy and thermal imagery Calibration and validation for the Surface Biology and Geology (SBG) mission concept: Recommendations for a multi-sensor system for imaging spectroscopy and thermal imagery
Mapping abandoned uranium mine features using Worldview-3 imagery in portions of Karnes, Atascosa and Live Oak Counties, Texas Mapping abandoned uranium mine features using Worldview-3 imagery in portions of Karnes, Atascosa and Live Oak Counties, Texas
The EnMAP imaging spectroscopy mission towards operations The EnMAP imaging spectroscopy mission towards operations
Optimizing Landsat Next shortwave infrared bands for crop residue characterization Optimizing Landsat Next shortwave infrared bands for crop residue characterization
Microplastic particles in dust-on-snow, Upper Colorado River Basin, Colorado Rocky Mountains, 2013–16 Microplastic particles in dust-on-snow, Upper Colorado River Basin, Colorado Rocky Mountains, 2013–16
Hyperspectral remote sensing of white mica: A review of imaging and point-based spectrometer studies for mineral resources, with spectrometer design considerations Hyperspectral remote sensing of white mica: A review of imaging and point-based spectrometer studies for mineral resources, with spectrometer design considerations
Tungsten skarn mineral resource assessment of the Great Basin region of western Nevada and eastern California Tungsten skarn mineral resource assessment of the Great Basin region of western Nevada and eastern California
Porphyry copper potential of the U.S. Southern Basin and Range using ASTER data integrated with geochemical and geologic datasets to assess potential near-surface deposits in well-explored permissive tracts Porphyry copper potential of the U.S. Southern Basin and Range using ASTER data integrated with geochemical and geologic datasets to assess potential near-surface deposits in well-explored permissive tracts
Geochemistry and mineralogy of soils collected in the lower Rio Grande valley, Texas Geochemistry and mineralogy of soils collected in the lower Rio Grande valley, Texas
News about our project.