Our project will characterize the primary critical minerals (minerals that contain critical elements in their base structure) that are not yet in the USGS Spectral Library. We propose to increase understanding of the spectral indicators of critical minerals using lab-based studies of hand specimens and drill core, hyperspectral field scanning, and hyperspectral images collected from aircraft.
Scientific Issue and Relevance
Critical minerals are essential to National security and economic prosperity of the United States. The U.S. relies heavily on imports of critical minerals, making us vulnerable to natural and foreign events that disrupt our supply chain. In response to the Presidential executive order on a federal strategy to ensure secure and reliable supplies of critical minerals, we will apply cutting edge hyperspectral imaging technology to study critical mineral deposits and the geologic settings in which they are found. By measuring the absorption of light as a function of wavelength, spectrometers can identify minerals and chemical variations in minerals. Imaging spectrometers, commonly known as hyperspectral imagers, can map the distributions of minerals and variations in mineral chemistry at laboratory, field, and aircraft spatial scale.
Methods to Address Issue
This project proposes to increase our understanding of the spectral indicators of critical minerals using lab-based studies of hand specimens and drill core, hyperspectral field scanning of outcrop and mine pit walls, and hyperspectral images collected from aircraft over focal sites and regional areas. Objectives are to:
- Identify spectral indicators of critical mineral ores and associated mineralogy
- Apply laboratory-, field-, and aircraft-based hyperspectral imaging to studying critical minerals
- Focal studies on rare earth elements (REEs) and lithium (Li)-bearing clays
- Publish critical mineral-related spectra and hyperspectral images
- Create regional mineral maps in the southwestern U.S.
Spectral Investigation of Critical Mineral Ores: Concentrate on collecting and interpreting imaging spectroscopy data of the USGS Historic Ore Collection (which contains over 1700 primary ores from historic mining districts), pure mineral samples, and selected field samples in support of other Mineral Resources Program science projects. Results will provide the fundamental research essential for future laboratory, field and airborne imaging spectroscopy investigations.
Spectroscopy of Lithium-bearing Clays and REE-bearing Minerals: Most Li-bearing clays in the U.S. require expensive roasting for liberation from octahedral layers. Li in the interlayer sites can be leached at a lower cost, potentially increasing the number of economically viable Li deposits in the U.S. Recent work with vermiculites suggests reflectance spectroscopy might determine where Li resides in clays (octahedral vs. interlayer sites). Initial work will involve enriching vermiculite and montmorillonite clay with Li and defining the spectral changes caused by enrichment with interlayer Li. While initially lab-based, if results indicate an interlayer Li spectral signature, available hyperspectral images from related mineral resources science projects will be analyzed.
Airborne Hyperspectral Imaging of Critical Minerals and Mineral Resources: Most existing hyperspectral datasets and surface mineral maps for the U.S. are limited in geographic scope to small areas less than 100 km2. Building on methods developed for hyperspectral imaging of Afghanistan, we will utilize recent collections and existing publicly-available archives of hyperspectral data to prepare regional mineral maps in the southwestern U.S. for mineral resource studies and focused studies.
Return to Mineral Resources Program | Geology, Geophysics, and Geochemistry Science Center
Below are other science projects associated with this project.
Hyperspectral Imaging of Mineral Resources from New and Old Origins: Minerals for the Nation’s Economy and Utilization of Legacy Mine Lands
Screening Techniques for Legacy Mine Land (LML) Sites Using Data Mining and Site-specific Studies in the Western U.S.
Spectral Characteristics and Mapping of Lithium-rich Playas for Use in Western U.S. Basin and Range Mineral Assessment of Lithium
Lithium from Source to Sink: Genesis and Evolution of Li Brines and Clays
Systems Approach to Critical Minerals Inventory, Research, and Assessment
Development and Validation of Hyperspectral Imager for Field and Lab Scanning
Denver Microbeam Laboratory: Mineral Resources Research Support
USGS High Resolution Spectral Library
Below are publications associated with this project.
Evaluation of SWIR crop residue bands for the Landsat Next mission
Mineral Mapping of the Battle Mountain District, Nevada, USA, Using AVIRIS-Classic and SpecTIR Inc. AisaFENIX 1K Imaging Spectrometer Datasets
Quantifying uncertainty for remote spectroscopy of surface composition
Dust deposited on snow cover in the San Juan Mountains, Colorado, 2011-2016: Compositional variability bearing on snow-melt effects
Classification of oil spill by thicknesses using multiple remote sensors
Comparison of methods for modeling fractional cover using simulated satellite hyperspectral imager spectra
Imaging spectroscopy for the detection, assessment and monitoring of natural and anthropogenic hazards
Isotopic ratios of Saturn's rings and satellites: Implications for the origin of water and Phoebe
Spatial spectroscopic models for remote exploration
Below are news stories associated with this project.
- Overview
Our project will characterize the primary critical minerals (minerals that contain critical elements in their base structure) that are not yet in the USGS Spectral Library. We propose to increase understanding of the spectral indicators of critical minerals using lab-based studies of hand specimens and drill core, hyperspectral field scanning, and hyperspectral images collected from aircraft.
Scientific Issue and Relevance
Critical minerals are essential to National security and economic prosperity of the United States. The U.S. relies heavily on imports of critical minerals, making us vulnerable to natural and foreign events that disrupt our supply chain. In response to the Presidential executive order on a federal strategy to ensure secure and reliable supplies of critical minerals, we will apply cutting edge hyperspectral imaging technology to study critical mineral deposits and the geologic settings in which they are found. By measuring the absorption of light as a function of wavelength, spectrometers can identify minerals and chemical variations in minerals. Imaging spectrometers, commonly known as hyperspectral imagers, can map the distributions of minerals and variations in mineral chemistry at laboratory, field, and aircraft spatial scale.
Raymond Kokaly (USGS research geophysicist) conducting ground-based hyperspectral imaging ofhydrothermally-altered rock at Cuprite, NV. Methods to Address Issue
This project proposes to increase our understanding of the spectral indicators of critical minerals using lab-based studies of hand specimens and drill core, hyperspectral field scanning of outcrop and mine pit walls, and hyperspectral images collected from aircraft over focal sites and regional areas. Objectives are to:
- Identify spectral indicators of critical mineral ores and associated mineralogy
- Apply laboratory-, field-, and aircraft-based hyperspectral imaging to studying critical minerals
- Focal studies on rare earth elements (REEs) and lithium (Li)-bearing clays
- Publish critical mineral-related spectra and hyperspectral images
- Create regional mineral maps in the southwestern U.S.
Spectral Investigation of Critical Mineral Ores: Concentrate on collecting and interpreting imaging spectroscopy data of the USGS Historic Ore Collection (which contains over 1700 primary ores from historic mining districts), pure mineral samples, and selected field samples in support of other Mineral Resources Program science projects. Results will provide the fundamental research essential for future laboratory, field and airborne imaging spectroscopy investigations.
Spectroscopy of Lithium-bearing Clays and REE-bearing Minerals: Most Li-bearing clays in the U.S. require expensive roasting for liberation from octahedral layers. Li in the interlayer sites can be leached at a lower cost, potentially increasing the number of economically viable Li deposits in the U.S. Recent work with vermiculites suggests reflectance spectroscopy might determine where Li resides in clays (octahedral vs. interlayer sites). Initial work will involve enriching vermiculite and montmorillonite clay with Li and defining the spectral changes caused by enrichment with interlayer Li. While initially lab-based, if results indicate an interlayer Li spectral signature, available hyperspectral images from related mineral resources science projects will be analyzed.
Airborne Hyperspectral Imaging of Critical Minerals and Mineral Resources: Most existing hyperspectral datasets and surface mineral maps for the U.S. are limited in geographic scope to small areas less than 100 km2. Building on methods developed for hyperspectral imaging of Afghanistan, we will utilize recent collections and existing publicly-available archives of hyperspectral data to prepare regional mineral maps in the southwestern U.S. for mineral resource studies and focused studies.
Return to Mineral Resources Program | Geology, Geophysics, and Geochemistry Science Center
- Science
Below are other science projects associated with this project.
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...Screening Techniques for Legacy Mine Land (LML) Sites Using Data Mining and Site-specific Studies in the Western U.S.
The main goal of this project is to provide a science-based approach for screening legacy mine land (LML) sites for remediation and identifying watersheds where relatively low-cost restoration efforts may yield substantial improvements to stream water quality. We are combing analysis of multiple existing regional data coverages with focused field studies to develop a protocol that land managers...Spectral Characteristics and Mapping of Lithium-rich Playas for Use in Western U.S. Basin and Range Mineral Assessment of Lithium
Project objectives are to compile and examine mineral maps of the known lithium-bearing playas in the U.S., Chile, and Argentina using field and remote sensing data to better understand the mineralogy of these deposits. After mineral assemblages are identified, mineral maps for lithium-rich plays will be compiled using ASTER data.Lithium from Source to Sink: Genesis and Evolution of Li Brines and Clays
The purpose of this project is to trace the lithium (Li) geochemical cycle in the Great Basin, with an emphasis on the pathways that lead to the development of lithium clay and brine resources.Systems Approach to Critical Minerals Inventory, Research, and Assessment
This project supports the Earth Mapping Resources Initiative (EarthMRI) by developing a mineral systems approach for defining focus areas. This project is investigating domestic sources of critical minerals in three sequential stages: inventory, research, and assessment. 1) Inventory the abundance of critical minerals in ore, minerals, and processed materials from major deposits in each system...Development and Validation of Hyperspectral Imager for Field and Lab Scanning
The Mineral Resources Program has advanced methods of imaging spectroscopy (hyperspectral remote sensing) that are now used routinely by the earth science and remote sensing communities for mineral mapping, soil quality mapping, hazard mitigation, and other terrestrial and planetary applications. The USGS is highly qualified to advance this technology based on its world class expertise in mineral...Denver Microbeam Laboratory: Mineral Resources Research Support
The USGS Denver Microbeam Laboratory provides chemical analysis and characterization of rocks, minerals, and environmental samples in support of a wide variety of USGS projects related to mineral resources, including research projects funded by the USGS Mineral Resources Program. The research applications for these projects range from mineral resource research and assessments, to geologic mapping...USGS High Resolution Spectral Library
The USGS Spectral Library contains reflectance spectra, including samples of minerals, rocks, soils, physically constructed as well as mathematically computed mixtures, plants, vegetation communities, microorganisms, and man-made materials. The samples and spectra collected were assembled for the purpose of using spectral features for the remote detection of these and similar materials. The latest... - Publications
Below are publications associated with this project.
Evaluation of SWIR crop residue bands for the Landsat Next mission
This research reports the findings of a Landsat Next expert review panel that evaluated the use of narrow shortwave infrared (SWIR) reflectance bands to measure ligno-cellulose absorption features centered near 2100 and 2300 nm, with the objective of measuring and mapping non-photosynthetic vegetation (NPV), crop residue cover, and the adoption of conservation tillage practices within agriculturalAuthorsW. Dean Hively, Brian T. Lamb, Craig S.T. Daughtry, Guy Serbin, Phillip Dennison, Raymond F. Kokaly, Zhuoting Wu, Jeffrey G. MasekMineral Mapping of the Battle Mountain District, Nevada, USA, Using AVIRIS-Classic and SpecTIR Inc. AisaFENIX 1K Imaging Spectrometer Datasets
Imaging spectroscopy (hyperspectral imaging) has been used to successfully map minerals at the outcrop, deposit, district, and regional scale. This contribution presents spectral-based mineral maps of the Battle Mountain mining district, Nevada, USA, generated using multi-scale airborne imaging and ground-based point spectrometers. Airborne Visible/Infrared Imaging Spectrometer (AVIRIS) and AisaFEAuthorsJohn Michael Meyer, Elizabeth A. Holley, Raymond F. Kokaly, Gregg A. Swayze, Todd M. HoefenQuantifying uncertainty for remote spectroscopy of surface composition
Remote surface measurements by imaging spectrometers play an important role in planetary and Earth science. To make these measurements, investigators calibrate instrument data to absolute units, invert physical models to estimate atmospheric effects, and then determine surface properties from the spectral reflectance. This study quantifies the uncertainty in this process. Global missions demand prAuthorsDavid R. Thompson, Amy Braverman, Philip Brodrick, Alberto Candela, Nimrod Carmon, Roger N. Clark, David Connelly, Robert O. Green, Raymond F. Kokaly, Longlei Li, Natalie Mahowald, Ronald L. Miller, Gregory S. Okin, Thomas H. Painter, Gregg A. Swayze, Michael Turmon, Jouni Susilouto, David WettergreenDust deposited on snow cover in the San Juan Mountains, Colorado, 2011-2016: Compositional variability bearing on snow-melt effects
Light-absorbing particles in atmospheric dust deposited on snow cover (dust-on-snow, DOS) diminish albedo and accelerate the timing and rate of snow melt. Identification of these particles and their effects are relevant to snow-radiation modeling and thus water-resource management. Laboratory-measured reflectance of DOS samples from the San Juan Mountains (USA) were compared with DOS mass loading,AuthorsRichard L. Reynolds, Harland L. Goldstein, Bruce M. Moskowitz, Raymond F. Kokaly, Seth M. Munson, Peat Solheid, George N. Breit, Corey R. Lawrence, Jeff DerryClassification of oil spill by thicknesses using multiple remote sensors
Satellite Synthetic Aperture Radar (SAR) is an operational tool for monitoring and assessment of oil spills. Satellite SAR has primarily been used to detect the presence/absence of oil, yet its ability to discriminate oil emulsions within a detected oil slick has not been fully exploited. Additionally, one of the challenges in the past has been the ability to deliver strategic information derivedAuthorsOscar Garcia-Pineda, Gordon Staples, Cathleen E Jones, Chuanmin Hu, Benjamin Holt, Villy Kourafalou, George Graettinger, Lisa DiPinto, Ellen Ramirez, David Street, Jay Cho, Gregg A. Swayze, Shaojie Sun, Diana Garcia, Francisco Haces-GarciaComparison of methods for modeling fractional cover using simulated satellite hyperspectral imager spectra
Remotely sensed data can be used to model the fractional cover of green vegetation (GV), non-photosynthetic vegetation (NPV), and soil in natural and agricultural ecosystems. NPV and soil cover are difficult to estimate accurately since absorption by lignin, cellulose, and other organic molecules cannot be resolved by broadband multispectral data. A new generation of satellite hyperspectral imagerAuthorsPhilip E. Dennison, Yi Qi, Susan K. Meerdink, Raymond F. Kokaly, David R. Thompson, Craig S.T. Daughtry, Miguel Quemada, Dar A. Roberts, Paul Gader, Erin Wetherley, Izaya Numata, Keely L. RothImaging spectroscopy for the detection, assessment and monitoring of natural and anthropogenic hazards
Natural and anthropogenic hazards have the potential to impact all aspects of society including its economy and the environment. Diagnostic data to inform decision-making are critical for hazard management whether for emergency response, routine monitoring or assessments of potential risks. Imaging spectroscopy (IS) has unique contributions to make via the ability to provide some key quantitativeAuthorsCindy Ong, Véronique Carrere, Sabine Chabrillat, Roger N. Clark, Todd M. Hoefen, Raymond F. Kokaly, Rodolphe Marion, Carlos Roberto de Souza Filho, Gregg A. Swayze, David R. ThompsonIsotopic ratios of Saturn's rings and satellites: Implications for the origin of water and Phoebe
Isotopic ratios have long been used to learn about physical processes acting over a wide range of geological environments, and in constraining the origin and/or evolution of planetary bodies. We report the spectroscopic detection of deuterium in Saturn's rings and satellites, and use these measurements to determine the (D/H) ratios in their near-surface regions. Saturn's moons, Phoebe and Iapetus,AuthorsRoger N. Clark, Robert H. Brown, D.P. Cruikshank, Gregg A. SwayzeSpatial spectroscopic models for remote exploration
Ancient hydrothermal systems are a high-priority target for a future Mars sample return mission because they contain energy sources for microbes and can preserve organic materials (Farmer, 2000; MEPAG Next Decade Science Analysis Group, 2008; McLennan et al.,2012; Michalski et al.,2017). Characterizing these large, heterogeneous systems with a remote explorer is difficult due to communications banAuthorsDavid R. Thompson, Alberto Candela, David Wettergreen, E. Noe Dobrea, Gregg A. Swayze, Roger N Clark, Rebecca Greenberger - News
Below are news stories associated with this project.