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Programs and Code for Geothermal Exploration Artificial Intelligence

Apr 27, 2021
710.72 kB
Publicly accessible
The scripts below are used to run the Geothermal Exploration Artificial Intelligence developed within the "Detection of Potential Geothermal Exploration Sites from Hyperspectral Images via Deep Learning" project. It includes all scripts for pre-processing and processing, including...
Authors
Moraga, J. Colorado School of Mines
geothermalenergycodershell scriptsgeothermal aimachine learningself organizing mapk-meanspythonaiartificial intelligencedeep learningexplorationgeothermal explorationremote sensingblindsite detectionlstland surface temperaturenumpyrastertensorflowk meananomaly detectionlandsat adr lstsbatchslurmshell

Programs and Code for Subsurface and MultiSite Geothermal Exploration Artificial Intelligence

Sep 01, 2023
337.85 kB
Awaiting release
This dataset provides Python scripts supporting both subsurface and surface geothermal exploration AI models developed for the project "Detection of Potential Geothermal Exploration Sites from Hyperspectral Images via Deep Learning." It includes two main components: (1) scripts fo...
Authors
Demir, E. and Duzgun, S. Colorado School of Mines
geothermalenergygeothermal explorationsubsurfacesurfacemulti-siteartificial intelligenceaimachine learningmldeep learninghyperspectral imaging3d modeling2d classificationvoxel dataraster dataland surface temperaturemineral markersk-meansdata processingtensorflowpythoncodegpuexploration

Machine Learning to Identify Geologic Factors Associated with Production in Geothermal Fields: A Case-Study Using 3D Geologic Data from Brady Geothermal Field and NMFk

Oct 01, 2021
5.68 MB
Publicly accessible
In this paper, we present an analysis using unsupervised machine learning (ML) to identify the key geologic factors that contribute to the geothermal production in Brady geothermal field. Brady is a hydrothermal system in northwestern Nevada that supports both electricity producti...
Authors
Siler, D. et al United States Geological Survey
geothermalenergynmfkbrady hot springsmachine learningmlbhsnonnegative matrix factorization k-meanshydrothermalbradyk-meansclusteringnonnegative matrix factorizationmatrix factorizationgeothermalcloudsmarttensorsunsupervised3d well data3d geologic mapgeologic structurefaultsstressgeologycharacterizationgeologic modelproductioncode

Passive Seismic Emission Tomography Results at San Emidio Nevada

Dec 01, 2016
66.54 MB
Publicly accessible
The utility of passive seismic emission tomography for mapping geothermal permeability has been tested at San Emidio in Nevada. The San Emidio study area overlaps a geothermal field in production since 1987 and another resource to the south of the production field. Passive seismic...
Authors
Warren, I. et al Ormat Technologies, Inc.
geothermalenergywholescalewaterholeobservationstresssystemspatialtemporalphysicsmodelinghydrologicthermalmechanicalgeospatial dataexcelp-wave velocity modelpassive seismicp-waveprocessed dataseismicvelocityhydrothermalsan emidiogeophysicspsetcharacteriztion

Newberry Combined Gravity 2016

Jan 22, 2016
281.27 kB
Publicly accessible
Newberry combined gravity from Zonge Int'l, processed for the EGS stimulation project at well 55-29. Includes data from both Davenport 2006 collection and for OSU/4D EGS monitoring 2012 collection. Locations are NAD83, UTM Zone 10 North, meters. Elevation is NAVD88. Gravity in ...
Authors
Rose, K. National Energy Technology Laboratory
geothermalenhanced geothermal systemegsnewgennewberryoregongravitygeophysicsbougueranomaly

Brine Stability Study

Apr 15, 2015
1.75 MB
Publicly accessible
This is a study of the brine formulations that we were using in our testing were stable over time. The data includes charts, as well as, all of the original data from the ICP-MS runs to complete this study.
Authors
Garland, G. Tusaar Corp.
geothermalbrinestabilitysimplebrine studyreerare earth elementsnakcasodiumcalciumpotassium

SE Great Basin Play Fairway Analysis PFA Models and Probability Map

Nov 15, 2015
763.08 kB
Publicly accessible
This submission includes a Na/K geothermometer probability greater than 200 deg C map, as well as two play fairway analysis (PFA) models. The probability map acts as a composite risk segment for the PFA models. The PFA models differ in their application of magnetotelluric conducto...
Authors
Brandt, A. University of Utah
geothermalgeothermal potentialexplorationplay fairway analysispfacomposite risk segmentcrsgreat basinutahgeothermometerna/kmodelpfa modellinggeohtermal exploration modelgoethermometergeochemistrysodiumpotassiumresource assessmenteasternseprobabilitygeothermometrymtmagnetotelluricsgeospatial datageothermal exploration modeleastern great basin

Tularosa Basin Play Fairway Analysis: Water Chemistry

Dec 15, 2015
30.33 kB
Publicly accessible
This shapefile contains 409 well data points on Tularosa Basin Water Chemistry, each of which have a location (UTM), temperature, quartz and Potassium/Magnesium geothermometer; as well as concentrations of chemicals like Mn, Fe, Ba, Sr, Cs, Rb, As, NH4, HCO3, SO4, F, Cl, B, SiO2, ...
Authors
Brandt, A. University of Utah
water chemistrygeochemistrytularosabasinnew mexicogeothermometerwaterchemistryshapefilegisarcgisgeospatial datapfa

Geothermal Exploration Raster Files for Utah Play Fairway Analysis

Jun 16, 2017
1.19 MB
Publicly accessible
This submission contains raster files associated with several datasets that include earthquake density, Na/K geothermometers, fault density, heat flow, and gravity. Integrated together using spatial modeler tools in ArcGIS, these files can be used for play fairway analysis in rega...
Authors
Wannamaker, P. Energy and Geoscience Institute at the University of Utah
geothermalenergyexplorationplay fairway analysisgravityheatearthquakefaultgeothermometerutahsevierpfawesternrasterheat flowfault systemsspatialgeospatialeasterngreat basineastern great basingeospatial datageophysicscharacterization

Advanced Geothermal Drilling and Logging Technologies

Dec 15, 2013
810.76 kB
Publicly accessible
The objective of advanced drilling and logging technologies is to promote ways and means to reduce the cost of geothermal drilling through an integrated effort which involves developing an understanding of geothermal drilling and logging needs, elucidating best practices, and fost...
Authors
Raymond, D. et al Sandia National Laboratories
geothermalieagiaannex vii2012drillingannual reportloggingtechniques

Utah FORGE: 2024 Discrete Fracture Network Model Data

Sep 08, 2024
1.4 GB
Publicly accessible
The Utah FORGE 2024 Discrete Fracture Network (DFN) Model dataset provides a set of files representing discrete fracture network modeling for the FORGE site near Milford, Utah. The dataset includes four distinct DFN model file sets, each corresponding to different time frames and ...
Authors
Finnila, A. and Jones, C. Energy and Geoscience Institute at the University of Utah
geothermalenergyutah forgedfndiscrete fracture modellingfracturesstochastic fracturestensile fracturesdiscrete fracture network modelegsplanar fracturespermeabilityporositycompressibilitystoragemeqhydraulic stimulationmodelmodelingprocessed data

Training dataset and results for geothermal exploration artificial intelligence, applied to Brady Hot Springs and Desert Peak

Sep 01, 2020
109.94 MB
Publicly accessible
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_outpu...
Authors
Moraga, J. et al Colorado School of Mines
geothermalenergygeothermal explorationhydrothermal mineral alterationsland surface temperaturefault densitypsinsarsubsidenceupliftbrady hot springsdesert peaknevadaconvolutional neural networkfallonmachine learningmodelhydrothermalmineraltemperaturerastergeospatial datageotifftraining datatraining dataset

Utah FORGE: Seismic Activity from April, 2019

May 01, 2019
2.12 kB
Publicly accessible
This dataset contains seismic event detections acquired using the 151 Nodal geophones deployed at the Utah FORGE site in April 2019. Details regarding the publishing are available in the paper linked below (Mesimeri, M. and K. L. Pankow et al. 2020). A frequency-domain-based algor...
Authors
Pankow, K. University of Utah Seismograph Stations
geothermalenergyutah forgeutah forge seismicseismic eventsutah seismic eventsegsmicroseismicitygeospatial datainduced seismicityseismic monitoringsurfacearraygeophysicsseismic

Hawaii Play Fairway Analysis: Oahu Groundwater Flow Model

Jan 01, 2015
11.39 MB
Publicly accessible
Groundwater flow model for the island of Oahu. Data is from the following sources: Rotzoll, K., A.I. El-Kadi. 2007. Numerical Ground-Water Flow Simulation for Red Hill Fuel Storage Facilities, NAVFAC Pacific, Oahu, Hawaii Prepared TEC, Inc. Water Resources Research Center, Univer...
Authors
Lautze, N. University of Hawaii
geothermalgroundwater flow modeloahuhawaiigroundwateraquiferwaterwater tableflowvelocityvelocitiesmodelpfa

SOLTHERM Thermodynamic Database for Geochemical Modeling

Oct 07, 2015
Size unavailable
Publicly accessible
This data submission is a link to a thermodynamic database maintained by the University of Oregon. The data at this link are not 'data results' from sampling. The data at this link comprise a thermodynamic database for aqueous species, minerals, and gases, including data for stoic...
Authors
Palandri, J. University of Oregon
geothermalreerare earth elementsthermodynamicsgeochemistrymodelingthermodynamicdatabasegeochemicalmodelmineralglassstoichiometrychemistryminerologysolthermaqueous species

kISMET Final Report and Highlights

Oct 31, 2016
10 MB
Publicly accessible
The files in this submission describes the results of a series of stress measurement and hydraulic fracturing experiments conducted at the Sanford Underground Research Facility (SURF) in Lead, SD. This report describes the accomplishments of the kISMET (permeability (k) and Induce...
Authors
Oldenburg, C. et al Lawrence Berkeley National Laboratory
geothermalenergystressegshydraulic fracturingnumerical modelingsanford underground research facilitycorepoorman formationanalytical modelingsubterhydraulic stimulationkismetpermeabilityinduced seismicitymanagementsurfborehole

Utah FORGE: North Milford Groundwater Geochemistry

Jun 20, 2019
1.06 MB
Publicly accessible
This dataset contains groundwater geochemistry from several wells in North Milford Valley, Utah, in the region of the Utah FORGE project (Phase 2c). Readme file that discusses the data contained in the Excel spreadsheet. Data include GPS coordinates (UTM, Lat-Long), sampling tempe...
Authors
Simmons, S. and Kirby, S. Energy and Geoscience Institute at the University of Utah
geothermalenergyutah forgegroundwaternorth milford valleygeochemistrygroundwater geochemistrywater chemistryforgeutahsamplingmilfordegsisotopetemperatureroosevelt hot springsion balancegwgeospatial dataresourcecharacterization

Deep Direct-Use Feasibility Study Numerical Modeling and Uncertainty Analysis using iTOUGH2 for West Virginia University

Dec 20, 2019
384.67 MB
Publicly accessible
To reduce the geothermal exploration risk, a feasibility study is performed for a deep direct-use system proposed at the West Virginia University (WVU) Morgantown campus. This study applies numerical simulations to investigate reservoir impedance and thermal production. Because of...
Authors
Garapati, N. et al West Virginia University
geothermalwvutuscaroraitough2lbnlreservoir flow modelpermeabilityfracturematrixuncertainty analysisnumerical modelingmonte carlofirst-order-second-moment uncertainty propagation analysisfeasibilityddudeep direct-usemorgantownreservoir impedancethermal productionresource potentialthermal breakthroughpermeability modelseconomic analysispapergeothermicsgeothermal exploration riskexploration riskmodelingeconomicdirect usewest virginia universitytuscarora sandstoneflow modeluncertaintyanalysissimulationflow

Utah FORGE: Well 58-32 Injection Test Data

Dec 07, 2018
3.71 MB
Publicly accessible
This submission contains pressure and flow time series data from the reservoir testing of Well 58-32. These activities were part of the Utah FORGE Phase 2B site suitability confirmatory testing.
Authors
Podgorney, R. and McLennan, J. Idaho National Laboratory
geothermalenergyreservoir testingstudent competitionforgeegswell58-32injection testdatapressureroosevelt hot springsutahstimulationevaluationmilfordutah forgeinjectiontestflowsuitability

Washington Geothermal Play Fairway Analysis Data From Potential Field Studies

Dec 20, 2017
277.52 MB
Publicly accessible
A recent study which adapts play fairway analysis (PFA) methodology to assess geothermal potential was conducted at three locations (Mount Baker, Mount St. Helens seismic zone, and Wind River valley) along the Washington Cascade Range (Forson et al. 2017). Potential field (gravity...
Authors
Anderson, M. et al Washington Geological Survey
geothermalenergygravitymagneticspotential fieldsplay fairwaywashingtonland useprocess watertransmissionurban areaswatershapefilearcgisgeospatial datagissite assessmentsite characterizationgeophysicsgeophysicalsurveyexplorationinvestigationpfawashington state

Harsh Environment Sensors for Geothermal Applications

Jan 01, 2012
2.36 MB
Publicly accessible
Technical papers detailing the development of harsh environment sensors for geothermal applications. Principle Investigator is Prof. Albert P. Pisano (University of California, Berkeley). Submission includes a paper about geothermal environmental exposure testing on encapsulant a...
Authors
Senesky, D. et al Regents of the University University of California
geothermalharsh environmentsensorpressuretemperaturesilicon carbidesapphirealuminum nitridedown-holeloggingmonitoringmemsencapsulationexposureenvironmental exposuredownholemass changesputter xpschemical analysismicroelectromechanical

Geomechanical Modeling for Thermal Spallation Drilling

Aug 24, 2011
382.95 kB
Publicly accessible
Wells for Engineered Geothermal Systems (EGS) typically occur in conditions presenting significant challenges for conventional rotary and percussive drilling technologies: granitic rocks that reduce drilling speeds and cause substantial equipment wear. Thermal spallation drilling,...
Authors
Walsh, S. et al Lawrence Livermore National Laboratory
geothermalgeomechanical modelingthermal spallation drillingengineered geothermal systemsegsgeodynnumerical modeling

Recovery of Rare Earth Elements from Geothermal Fluids through Bacterial Cell Surface Adsorption

Jan 01, 2018
7.18 MB
Publicly accessible
We summarized the FY17 and part of FY18 results of the analysis of the effect of several parameters (e.g., total dissolved solids, specific competing metals, pH, and temperature) on REE recovery from geothermal brine in a manuscript that was submitted to Environmental Science & Te...
Authors
Jiao, Y. et al Lawrence Livermore National Laboratory
geothermalenergyreebrinefluidrare earthelementsbacteriacellsurfaceadsorptionbioengineeringmicrobemicrobialbiosorptionbioadsorptionlanthanide bindingtaglbtgeofluide. coligeochemicalgeochemistryfactors

Hawaii Play Fairway Analysis: Hawaii Island Groundwater Flow Model

Jan 01, 2015
12.34 MB
Publicly accessible
Groundwater flow model for Hawaii Island. Data is from the following sources: Whittier, R.B., K. Rotzoll, S. Dhal, A.I. El-Kadi, C. Ray, G. Chen, and D. Chang. 2004. Hawaii Source Water Assessment Program Report Volume II Island of Hawaii Source Water Assessment Program Report. P...
Authors
Lautze, N. University of Hawaii
geothermalgroundwater flow modelhawaii islandhawaiigroundwaterwater tableaquiferwatervelocityvelocitiesflowmodelpfa

Hawaii Play Fairway Analysis: East Maui Groundwater Flow Model

Jan 01, 2015
11.48 MB
Publicly accessible
Groundwater flow model for East Maui. Data is from the following sources: Whittier, R. and A.I. El-Kadi. 2014. Human and Environmental Risk Ranking of Onsite Sewage Disposal Systems For the Hawaiian Islands of Kauai, Molokai, Maui, and Hawaii Final. Prepared by the University...
Authors
Lautze, N. University of Hawaii
geothermalgroundwater flow modeleast mauimauihawaiigroundwaterflowmodelaquiferwater tablewatervelocityvelocitiespfa
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