AndreaBozzo/ceres-open-data-index huggingface dataset:
Desert Peak Geodatabase for Geothermal Exploration Artificial Intelligence

These files contain the geodatabases related to the Desert Peak Geothermal Field. It includes all input and output files used in the project. The files include data categories of raw data, pre-processed data, and analysis (post-processed data). In each of these categories there are six additional types of raster catalogs including Radar, SWIR, Thermal, Geophysics, Geology, and Wells. The files for the Desert Peak Geothermal Site are used with the Geothermal Exploration Artificial Intelligence to identify indicators of blind geothermal systems. The included zip file is a geodatabase to be used with ArcGIS and the tar file is an inclusive database that encompasses the inputs and outputs for the Desert Peak Geothermal Field.

Tags: ai, anomaly-detection, arcgis, artificial-intelligence, blind, blind-system, conceptual-model, database, deep-learning, deformation, desert-peak, energy, exploration, fault, geodatabase, geophysical, geophysics, geospatial-data, geothermal, geothermal-site-detection, gis, hydrothermal, hyperspectral, hyperspectral-imaging, land-surface-temperature, lst, machine-learning, model, nevada, preprocessed, processed-data, radar, raw-data, remote-sensing, short-wavelength-infrared, site-detection, support-vector-machine, svm, swir, well
Organization: Department of Energy
Utah FORGE: Well 16A(78)-32 Logs

This dataset contains all well logs from Utah FORGE well 16A(78)-32. This includes the mud log, Sanvean Technologies logs, and Schlumberger logs.  Please see the file descriptions below for information about each log.

Tags: 16a78-32, characterization, core, drill, drill-rate, drill-stem-test, egs, energy, fmi, forge, formation-microimager, fullbore, geology, geothermal, lithology, logging, minerals, mud-log, rate-of-penetration, rop, sanvean, sanvean-logs, schlumberger, schlumberger-logs, temperature, utah-forge, utah-geothermal, well-16a78-32-drilling-logs, well-16a78-32-mud-log, well-16a78-32-sanvean-logs, well-16a78-32-schlumberger-logs, well-data, well-log, wellbore
Organization: Department of Energy
Analysis of Geothermal Resources in Three Texas Counties

This project updates the geothermal resources beneath our oil and gas fields, as part of the research for the Texas GEO project. This report "Analysis of Geothermal Resources in Three Texas Counties" (October 2020) improves on previous mapping of the Texas resources for the counties of Crockett (West Texas), Jackson (central Gulf Coast) and Webb (South Texas). Through additional bottom-hole temperatures (BHT), the number of well sites increased from 532 to 5,410 in total for these counties. The improved methodology to calculate formation temperatures from 3.5 km (11,500 ft) to 10 km (32,800 ft) includes thermal conductivity values more closely related to the actual county geological formations, incorporated radiogenic heat production of formations, and the related mapped depth to basement. The results show deep temperatures as hotter than previously calculated, with temperatures of 150 degrees Celcius possible for Webb County between depths of 2.6 - 5.1 km, Jackson County between depths 3.0 - 5.4 km, and Crockett County between depths of 2.7 - 8.0 km.

Tags: 10-km, borehole, bottom-hole-temperature, crockett-county, crockett-county-tx, energy, formation, formation-temperature, geothermal, heat-flow, jackson-county, jackson-county-tx, lithology, map, oil-and-gas, oil-and-gas-wells, radiogenic, radiogenic-heat-production, stratigraphy, temperature, temperature-gradient, texas, texas-geo, thermal-conductivity, webb-county, webb-county-tx, well-data
Organization: Department of Energy
Shallow EGS Regional Resource Potential and Map - Snake River Plain

SMU Geothermal Lab developed a methodology to estimate shallow (1 km to 4 km) Enhanced Geothermal Systems (EGS) resource potential using an approach that utilizes recent geology and geophysical research along with new well data to improve the thermal conductivity model, mitigate impacts from groundwater flow in the thermal model, and examine radioactivity data variations. By incorporating the results of the most recent projects with the SMU shallow methodology, we developed a more accurate, updated resource estimate for the Snake River Plain (SRP). The resulting maps and resource estimates can be used by the National Renewable Energy Lab (NREL), Bureau of Land Management (BLM), and the public to determine how best to move forward with future project development. 

Tags: blm, borehole, bottom-hole-temperature, egs, energy, enhanced-geothermal-system, forge, geothermal, heat-flow, idaho, interval-equilibrium-temperature-log, lithology, model, modeling, nrel, oil-and-gas-wells, oregon, pfa, play-fairway-analysis, radioactivity, radiogenic-heat-production, shallow, snake-river-plain, srp, temperature, thermal-conductivity, velocity, well-data
Organization: Department of Energy
EGS Collab Experiment 1: In-situ observation of pre-, co- and post-seismic shear slip preceding hydraulic fracturing

Understanding the initiation and arrest of earthquakes is one of the long-standing challenges of seismology. Here we report on direct observations of borehole displacement by a meter-sized shear rupture induced by pressurization of metamorphic rock at 1.5 km depth. We observed the acceleration of sliding, followed by fast co-seismic slip and a transient afterslip phase. Total displacements were about 7, 5.5 and 9.5 micrometers, respectively for the observed pre-slip, co-seismic slip and afterslip. The observed pre-slip lasted about 0.4 seconds. Co-seismic slip was recorded by the 1 kHz displacement recording and a 12-component array of 3-C accelerometers sampled at 100 kHz. The observed afterslip is consistent with analytical models of arrest in a velocity-strengthening region and subsequent stress relaxation.
The observed slip vector agrees with the activation of a bedding plane within the phyllite, which is corroborated by relocated seismic events that were observed during the later stages of the injection experiment.
 
This submission includes the pressure and deformation data recorded by the SIMFIP probe during the first injection at the 164 ft (50 m) notch of borehole E1-I. The injection was performed on on 05/22/2018 as part of Experiment 1 of the EGS Collab project. This data accompanies a manuscript submitted to GRL, linked in this submission.


Tags: afterslip, axial, borehole, borehole-displacement, co-seismic, deformation, displacement, e1-i, egs, egs-collab, energy, fracturing, geothermal, hydraulic, in-situ, injection-test, post-seismic, pre-slip, pressure, probe, sanford-underground-research-facility, seismic, shear, simfip, slip, slip-vector, stimulation, surf
Organization: Department of Energy
Training dataset and results for geothermal exploration artificial intelligence, applied to Brady Hot Springs and Desert Peak

The submission includes the labeled datasets, as ESRI Grid files (.gri, .grd) used for training and classification results for our machine leaning model:
- brady_som_output.gri, brady_som_output.grd, brady_som_output.*
- desert_som_output.gri, desert_som_output.grd, desert_som_output.*  
The data corresponds to two sites: Brady Hot Springs and Desert Peak, both located near Fallon, NV.

Input layers include:
- Geothermal: Labeled data (0: Non-geothermal; 1: Geothermal)
- Minerals: Hydrothermal mineral alterations, as a result of spectral analysis using Chalcedony, Kaolinite, Gypsum, Hematite and Epsomite 
- Temperature: Land surface temperature (% of times a pixel was classified as "Hot" by K-Means)
- Faults: Fault density with a 300mradius
- Subsidence: PSInSAR results showing subsidence displacement of more than 5mm 
- Uplift: PSInSAR results showing subsidence displacement of more than 5mm 

Also, the results of the classification using Brady and Desert Peak to build 2 Convolutional Neural Networks. These were applied to the training site as well as the other site, the results are in GeoTiff format.
- brady_classification: Results of classification of the Brady-trained model
- desert_classification: Results of classification of the Desert Peak-trained model
- b2d_classification: Results of classification of Desert Peak using the Brady-trained model
- d2b_classification: Results of classification of Brady using the Desert Peak-trained model

Tags: brady-hot-springs, convolutional-neural-network, desert-peak, energy, fallon, fault-density, geospatial-data, geothermal, geothermal-exploration, geotiff, hydrothermal, hydrothermal-mineral-alterations, land-surface-temperature, machine-learning, mineral, model, nevada, psinsar, raster, subsidence, temperature, uplift
Organization: Department of Energy
Snake River Plain Play Fairway Analysis Favorability Models

This submission contains a link to two USGS data publications. Each data release contains all digital geographic data used and produced by the Snake River Plain Play Fairway Analysis for Phase 1 and Phase 2 (ArcGIS shapefiles and raster files) as well as the model processing script, tables, and documentation used to generate data outputs. Brief descriptions of data layers are in the metadata of GIS files. Greater detail is available in the Phase 1 and Phase 2 final reports (linked below). The citations for the favorability model data products are: 

Phase 1
DeAngelo, J., Shervais, J.W., Glen, J.M., Dobson, P.F., Liberty, L.M., Siler, D.L., Neupane, G., Newell, D.L., Evans, J.P., Gasperikova, E., Peacock, J.R., Sonnenthal, E., Nielson, D.L., Garg, S.K., Schermerhorn, W.D., and Earney, T.E., 2021, Snake River Plain Play Fairway Analysis Phase 1 Favorability Model (DE EE0006733): U.S. Geological Survey data release, https://doi.org/10.5066/P95EULTI.

Phase 2
DeAngelo, J., Shervais, J.W., Glen, J.M., Dobson, P.F., Liberty, L.M., Siler, D.L., Neupane, G., Newell, D.L., Evans, J.P., Gasperikova, E., Peacock, J.R., Sonnenthal, E., Nielson, D.L., Garg, S.K., Schermerhorn, W.D., and Earney, T.E., 2021, Snake River Plain Play Fairway Analysis Phase 2 Favorability Model (DE EE0006733): U.S. Geological Survey data release, https://doi.org/10.5066/P9Y8MEZY.

Tags: arcgis, blind, characterization, energy, favorability, geologic, geophysical, geospatial-data, geothermal, gis, idaho, model, modeling, pfa, play-fairway-analysis, processed-data, raster, resource, shapefile, snake-river-plain, srp
Organization: Department of Energy
Analysis of downhole data from USU-1 well - Leidos Technical Report

USU Camas-1 is a geothermal test well drilled in Camas Prairie, Idaho, in the Summer and Fall of 2018. The purpose of this test well was to validate Play Fairway methodologies of the Snake River Plain Play Fairway Analysis project. 

In this report, test data are analyzed to infer formation properties in the USU-1 reservoir. A comparison of temperatures recorded in USU-1 with the reported temperatures in other nearby wells is also presented.

Tags: camas-prairie, characterization, downhole, energy, geothermal, idaho, injection-test, permeable-zone, pfa, play-fairway-analysis, pressure, reservoir, resource, snake-river-plain, srp, temperature, test-well, well-data
Organization: Department of Energy
Utah FORGE: Well 16A(78)-32 Drilling Data

This dataset includes survey data, drilling data, daily reports, summaries of daily operations, and rig photos from the drilling of Utah FORGE well 16A(78)-32, which is a highly deviated deep well. It was completed 60 days ahead of schedule. 

Rig move in began 10/22/2020 and drilling commenced on 10/30/2020, and total depth was reached on 12/18/2020. Drilling was followed by a diagnostic fracture injection test (DFIT), logging, and circulating casing. The rig was released on 1/12/2021.

The upper part of the well was drilled vertically through approximately 4,700 feet of sediments before penetrating into high strength, crystalline granite. The well was deviated at a 65 degree angle from vertical after reaching a depth of 6,000 ft. This angle was maintained for the remainder of the well's trajectory. The well ultimately reached a true vertical depth of 8,559 feet, and a total measured depth of 10,987 feet. Preliminary measurements indicate temperatures at the "toe" of the well will exceed 442 degrees F (228 degrees C). Approximately 74 ft of core of the granitic and metamorphic rocks that will form the FORGE reservoir was also recovered.

Tags: 16a78-32, deep-well, deviated, directional, drilling, egs, energy, forge, geothermal, highly-deviated, operations, pason, pason-data, photos, raw-data, rig, survey, time-series, trajectory, utah, utah-forge
Organization: Department of Energy
Geothermal Sector Cybersecurity Vulnerability Assessment - Presentation

As geothermal resource contributions to the energy sector grow, cybersecurity will be increasingly important to ensure resilient, reliable, and secure clean energy for years to come. An overview of the cybersecurity vulnerability assessment project was developed and presented at the 2020 Geothermal Rising Annual Meeting. The data collection methods are discussed along with highlights of 8 possible vulnerabilities to consider with a deeper dive into one with some potential to be unique to the geothermal sector.

Tags: chemical-treatment, controls, cybersecurity, district-heating, energy, geographic-distribution, geothermal, geothermal-rising, grc, reservoir, risk, supply-chain, vulnerability, working-fluid
Organization: Department of Energy
EGS Collab Experiment 2: 4100 Foot Level Elastic Property Data

Static and dynamic elastic properties (Young's modulus, Shear Modulus, P-wave Modulus, and Poisson's Ratio) of amphibolites and rhyolites from the TV4100 and TH4100 boreholes at the Sanford Underground Research Laboratory (SURF). Elastic properties include Young's modulus, Poisson's ratio, shear modulus, and p-wave modulus. Raw data from the experiments and slides describing the experimental procedure and a summary of results are included, along with a readme file with additional definitions and information.

Tags: 4100-level, amphibolite, axial-strain, borehole, differential-strain, differential-stress, dynamic, egs, egs-collab, elastic-properties, energy, experiment-2, experimental, geology, geophysics, geothermal, lateral-strain, p-wave-modulus, poisson-ratio, raw-data, rhyolite, rock-failure, shear-modulus, south-dakota, static, strain, stress-strain-curves, surf, th4100, triaxial-loading, tv4100, uniaxial-loading, volumetric-strain, youngs-modulus
Organization: Department of Energy
Utah FORGE: Updated Phase 2C Well Location Coordinates

Utah FORGE has been established to develop, test, and improve the technologies and techniques required to develop EGS-type geothermal resources. Drilling of the first of two deep deviated wells, 16A(78)-32, will begin in the second half of 2020. This well will serve as the injection well for the injection-production well pair that will form the heart of the laboratory. 

This submission contains an archive of well location data within the Roosevelt Hot Springs geothermal area. An Excel spreadsheet is included containing updated GPS data for Utah FORGE wells drilled during Phase 2C (56-32, 68-32, 78-32). This data was collected over time by the Utah Geological Survey and contains all coordinates collected and the final averaged XY coordinates in both Longitude and Latitude and UTM Zone 12, NAD83. Elevation is also included. GIS shapefiles with well points are provided in the archive.

Tags: egs, energy, forge, geospatial-data, geothermal, gis, gps, milford, phase-2c, roosevelt-hot-springs, shapefile, utah-forge, utah-forge-phase-2, utah-geological-survey, well-56-32-location, well-68-32-location, well-78-32-location, well-data, well-location, well-locations
Organization: Department of Energy
Western USA Assessment of High Value Materials in Geothermal Fluids and Produced Fluids - Final Report

This report documents the results of investigations dealing with the concentrations and availabilities of strategic, critical and valuable materials (SCVM) in produced waters from geothermal and hydrocarbon reservoirs (50-250 degrees C) in Idaho, Nevada, New Mexico, Oregon, and Utah. Analytical results were obtained for water samples from 47 production wells in 12 geothermal fields. Results were also obtained for samples from 25 oil/gas production wells in the Uinta and Paradox Basins and Covenant oil field, from 14 groundwater wells in the Tularosa play fairway (New Mexico), and from 20 groundwater wells and hot springs in the Sevier Thermal Belt (southwestern Utah).
Please refer to GDR Submission 1126 (linked below) which houses the data summarized in the final report.

Tags: beowawe, calcite-scales, coproduced, critical-and-valuable-materials, critical-elements, deposit, dixie-valley, drill-cuttings, drilling, energy, fluid, geochemical, geochemistry, geological, geology, geothermal, helium-isotopes, idaho, lithology, mineral, mineral-deposits, mineralogy, mineralogy-lithology, nevada, new-mexico, oregon, produced, produced-geothermal-fluids, produced-hydrocarbon-fluids, production-fields, reservoir, rocks, roosevelt-hot-springs, scvm, stable-isotopes, strategic, strategic-critical-metals, trace-element, trace-elements, utah, water, western-usa
Organization: Department of Energy
EGS Collab Experiment 2: Core Logs

Core logs and photos from the EGS Collab project Experiment 2 for the Top Vertical well (TV4100) and the Top Horizontal well (TV 4100) on the 4100 Level of SURF (the Sanford Underground Research Facility). The core logs are stored in a single PDF file with 5-ft run intervals. In the monitoring well IDs, "O" indicates that the well is orthogonal to the anticipated fracture plane, "T" refers to top, and "H" refers to horizontal. A core log CT scan for TV4100 and a layout image of the 4100 wells are included as well.

Logs include: experiment number; borehole ID; depth interval; run number; final packed core box number; scribe line (yes/no; red-on-right convention); logging dates; logger initials; as well as sketches of core foliation, folding, and fracturing with additional details and notes on other features of interest.

Shift reports include: date, location, personnel, summary of site activity, and field notes.

Tags: core, core-log, egs, egs-collab, energy, experiment, folding, foliation, fracturing, geothermal, hydraulic, logging, sanford-underground-research-facility, stimulation, surf, well-data
Organization: Department of Energy
Chemistry of the thermal water samples of the Camas Prairie area in Idaho, USA

This dataset includes chemistry of geothermal water samples of the Camas Prairie area in Idaho. The samples included in this dataset were collected over the period of 2016-2019. Collection/analysis of new water samples and compilation of existing water chemistry database were conducted for Snake River Play Fairway Project.  All chemical analysis of the samples were conducted in the Analytical Laboratory at the Center of Advanced Energy Studies (unless otherwise indicated) in Idaho Falls, Idaho. Isotope analysis were conducted in analytical/isotope measurement labs at Lawrence Berkeley National Laboratory, Utah State University, and University of Utah.

Tags: blind, camas-prairie, characterization, chemistry, geochemistry, groundwater, groundwater-chemistry, hydrology, idaho, isotope, isotope-analysis, pfa, play-fairway, rare-earth-elements, resource, snake-river-plain, srp, thermal-waters, water, water-samples
Organization: Department of Energy
GeoVision - Barriers Taskforce

This submission includes papers, presentations, and data developed during the multi-year GeoVision Barriers Taskforce effort.

Developers have identified many non-technical barriers to geothermal power development, including land access, permitting, and market barriers. Included in this submission are three papers submitted to the Geothermal Resources Council (GRC) which detail how land access, permitting, and market barriers delay geothermal project development. Also included is the GeoVision Barriers Analysis Summary report, which projects and quantifies the future electric and nonelectric deployment potentials of geothermal technologies within a range of scenarios in addition to their impacts on U.S. jobs, the economy, and environment.



Tags: assessment, barriers, barriers-expert-team, biological, cost, costs, cultural, development-timelines, ea, economic, economics, energy, environmental, federal, georeport, geothermal, geothermal-resource-potential, geovision, incentive, land-access, leasing, market, market-barriers, nepa, permit, permitting, reeds, regulation, regulatory, regulatory-framework, seat, social, social-acceptance, socio-economic, socio-economic-assessment-tool, socio-economics, state, timeline, transmission, tribal
Organization: Department of Energy
Funding Mechanisms for Federal Geothermal Permitting

This submission includes a presentation and paper for the Geothermal Resources Council (GRC) that discuss:
- Federal agency revenues received for geothermal projects, including: (1) lease revenues, (2) fixed fees, and (3) cost recovery fees for the Bureau of Land Management (BLM) and U.S. Forest Service (USFS); and
- Potential federal agency budget sources for processing geothermal applications, including: (1) cost-recovery fees for services rendered, (2) set-aside funds (such as those employed by the Energy Policy Act of 2005), and (3) the appropriations process.

The paper then analyzes the three budget sources as mechanisms for increasing funds available to federal agencies for processing geothermal permits and approvals. This paper concludes that both set-asides and cost-recovery fees for services rendered were effective ways of ensuring sufficient funding for processing geothermal authorizations on federally-managed public lands in a timely manner.

Tags: blm, budget, cost-recovery, economics, energy, epact2005, federal-budget, forest-service, geothermal, geothermal-regulatory-roadmap, grr, lease, permit, permitting, processing-fees, rapid, rapid-toolkit, regulation, regulatory, revenue, set-aside-funds, usfs
Organization: Department of Energy
Coordinating Permit Offices and the Development of Utility-Scale Geothermal Energy

This study examines various forms of coordinating permit offices at the state and federal level in the western United States, discusses inefficiencies and mitigation techniques for permitting natural resource projects, analyzes whether various approaches are easily adaptable to utility-scale geothermal development, and ad- dresses advantages and challenges for coordinating permit offices.

Key successful strategies identified include:
- Flexibility in implementing the approach (i.e. less statutory requirements for the approach);
- Less dependence on a final environmental review for information sharing and permit coordination; and
- State and federal partnerships developed through memorandum of understanding to define roles and share data and/or developer information.

A few of the most helpful techniques include:
- A central point of contact for the developer to ask questions surrounding the project;
- Pre-application meetings to assist the developer in identifying all of the permits, regulatory approvals, and associated information or data required;
- A permit schedule or timeline to set expectations for the developer and agencies; and
- Consolidating the public notice, comment, and hearing period into fewer hearings held concurrently.

This submission includes a paper and presentation for the Geothermal Resources Council (GRC) detailing the development of this project.

Tags: adaptability, alaska, blm, bureau-of-land-management, coordinating-permit-offices, ea, energy, environmental, geothermal, geothermal-regulatory-roadmap, grr, hawaii, permit, permitting, policy, power-plant, rapid, regulation, regulatory, regulatory-roadmap, utility-scale
Organization: Department of Energy