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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

April 2013 Green Machine Florida Canyon Hourly Data

Apr 24, 2013

11.12 kB

Publicly accessible

Employing innovative product developments to demonstrate financial and technical viability of producing electricity from low temperature geothermal fluids, coproduced in a mining operation, by employing ElectraTherm's modular and mobile heat-to-power "micro geothermal" power plant...

Authors

Vanderhoff, A. ElectraTherm, Inc.

geothermalelectrathermorcpowerlow temperaturegreen machinemicro geothermal power plantorganic rankine cycleflorida canyonorc datahourlydatahourly datacoproducedmicro geothermaloperationproductionsmall scale

May 2013 Green Machine Florida Canyon Hourly Data

May 30, 2013

26.61 kB

Publicly accessible

Authors

Vanderhoff, A. ElectraTherm, Inc.

geothermalelectrathermorcpowergreen machinemicro geothermal power plantorganic rankine cyclelow temperatureflorida canyonhourly datacoproducedmicro geothermaloperationproductionsmall scaledata

June 2013 Green Machine Florida Canyon Hourly Data

Jul 15, 2013

31.3 kB

Publicly accessible

Authors

Vanderhoff, A. ElectraTherm, Inc.

geothermalelectrathermorcpowerwaste heatmininggreen machinemicro geothermal power plantorganic rankine cyclelow temperatureflorida canyonhourly datacoproducedmicro geothermaloperationproductionsmall scaledata

July 2013 Green Machine Florida Canyon Hourly Data

Aug 30, 2013

11.14 kB

Publicly accessible

Authors

Vanderhoff, A. ElectraTherm, Inc.

August 2013 Green Machine Florida Canyon Hourly Data

Sep 10, 2013

34.08 kB

Publicly accessible

Authors

Vanderhoff, A. ElectraTherm, Inc.

geothermalelectrathermqorcpowerwaste heatmininggreen machinemicro geothermal power plantorganic rankine cyclelow temperatureflorida canyonhourly datacoproducedmicro geothermaloperationproductionsmall scaledata

September 2013 Green Machine Florida Canyon Hourly Data

Oct 25, 2013

58.76 kB

Publicly accessible

Authors

Thibedeau, J. ElectraTherm, Inc.

geothermalelectrathermorcpowerwaste heatmininggreen machineflorida canyonmicro geothermal power plantorganic rankine cyclelow temperaturehourly datacoproducedmicro geothermaloperationproductionsmall scaledata

October 2013 Green Machine Florida Canyon Hourly Data

Oct 31, 2013

19.18 kB

Publicly accessible

Authors

Thibedeau, J. ElectraTherm, Inc.

November 2013 Green Machine Florida Canyon Hourly Data

Dec 02, 2013

14.69 kB

Publicly accessible

Authors

Thibedeau, J. ElectraTherm, Inc.

December 2013 Green Machine Florida Canyon Hourly Data

Jan 08, 2014

8.72 kB

Publicly accessible

Authors

Thibedeau, J. ElectraTherm, Inc.

January 2014 Green Machine Florida Canyon Hourly Data

Feb 03, 2014

15.27 kB

Publicly accessible

Authors

Thibedeau, J. ElectraTherm, Inc.

geothermalelectrathermorcpowerwaste heatmininggreen machinemicro geothermal power plantorganic rnakine cyclelow temperatureflorida canyonhourly datacoproducedmicro geothermaloperationproductionsmall scaledata

February 2014 Green Machine Florida Canyon Hourly Data

Mar 03, 2014

8.76 kB

Publicly accessible

Authors

Thibedeau, J. ElectraTherm, Inc.

March 2014 Green Machine Florida Canyon Hourly Data

Apr 07, 2014

14.18 kB

Publicly accessible

Authors

Thibedeau, J. ElectraTherm, Inc.

April 2014 Green Machine Florida Canyon Hourly Data

May 05, 2014

8.91 kB

Publicly accessible

Authors

Thibedeau, J. ElectraTherm, Inc.

May 2014 Green Machine Florida Canyon Hourly Data

Jun 02, 2014

73.42 kB

Publicly accessible

Authors

Thibedeau, J. ElectraTherm, Inc.

geothermalelectrathermorcpowerwaste heatmininggreen machineorganic rankine cyclemay 2014micro geothermal power plantlow temperatureflorida canyonhourly datacoproducedmicro geothermaloperationproductionsmall scaledata

June 2014 Green Machine Florida Canyon Hourly Data

Jun 30, 2014

36.2 kB

Publicly accessible

Authors

Thibedeau, J. ElectraTherm, Inc.

July 2014 Green Machine Florida Canyon Hourly Data

Jul 31, 2014

8.68 kB

Publicly accessible

Authors

Thibedeau, J. ElectraTherm, Inc.

geothermalelectrathermorcpowerwaste heatmininggreen machinemicro geothermal power plantorganic rankine cycleflorida canyonhourly datalow temperaturecoproducedmicro geothermaloperationproductionsmall scaledata

EGS Collab Experiment 1: In-situ observation of pre-, co and post-seismic shear slip preceding hydraulic fracturing

May 22, 2018

136.27 MB

Publicly accessible

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...

Authors

Guglielmi, Y. et al Lawrence Berkeley National Laboratory

geothermalenergyegsegs collabsurfsanford underground research facilityseismicinjection teststimulationslip vectorshearaxialdisplacementpressureborehole displacementdeformationsimfipprobeboreholee1-ipre-slipco-seismicslippost-seismicaftersliphydraulicfracturingin-situ

GOOML Big Kahuna Forecast Modeling and Genetic Optimization Files

Jun 30, 2021

13.6 MB

Publicly accessible

This submission includes example files associated with the Geothermal Operational Optimization using Machine Learning (GOOML) Big Kahuna fictional power plant, which uses synthetic data to model a fictional power plant. A forecast was produced using the GOOML data model framework ...

Authors

Buster, G. et al Upflow

geothermalenergymachine learningoptimizationoperationssynthetic datapower plantbig kahunagoomlgenetic optimizationforecastinputsoutputsconfigurationexamplephygnnphysics guided neural networkssteamfieldsteam fieldwellsflash plantsneural networkdataprocessed datacodepythonsimulationmodel

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

Altona Field Lab Inverse Model WRR 2020

Jan 01, 2015

51.98 kB

Publicly accessible

Includes data for measured inert tracer breakthrough curves first reported in Hawkins (2020) (Water Resources Research). In addition, this submission includes the production well temperature measurements first reported in Hawkins et al. (2017a) (Water Resources Research, volume 53...

Authors

Tester, J. Cornell University

geothermalenergyaltona field laboratorytemperaturenanoparticlesc-dotsinert tracertracerraw datadisplacementboreholeinjection testdistributed acoustic sensingdistributed hydraulic sensinggeologyfracturedbedrockmatlabaltona field labbreakthrough curve

Seismic Analysis of Spatio-Temporal Fracture Generation During EGS Resource Development Full Moment Tensors and Stress Inversion Catalogs

Sep 26, 2018

51.03 kB

Publicly accessible

This submission contains 167 full moment tensor (MT) solutions for the seismicity observed two years prior and three years post start of injection activities. Also included are the azimuth and plunge angles for the three main stress directions sigma1, sigma 2 and sigma 3 at the P...

Authors

Gritto, R. et al Array Information Technology

geothermalenergyseismic moment tensorstress orientationstress changesinversiongeysersegsenhanced geothermalazimuthplungemincroseismicityinjectionstimulationreservoirthe geysershigh temperature reservoirfull mtsolutionspassiveseismicseismicitymicroseismicitymonitoringarraymomenttensorcataloganalysisinducedstressprati 32demonstrationfracturespatio-temporalgenerationresourcedevelopmenthydraulicfaultingfaultearthquakegeophysicsgeophysical

Processed Lab Data for Neural Network-Based Shear Stress Level Prediction

May 14, 2021

6.01 MB

Publicly accessible

Machine learning can be used to predict fault properties such as shear stress, friction, and time to failure using continuous records of fault zone acoustic emissions. The files are extracted features and labels from lab data (experiment p4679). The features are extracted with a n...

Authors

Marone, C. et al Pennsylvania State University

geothermalenergymatlabgeophysicsseismiccodeprocessed datamicroseismicityaiartificial intelligencedeep learningmachine learningacousticsacoustic emissionsseismic forcastingseismic predictionfaultfault propertiesshear stresstime to failureexperimentexperimental datalab databiaxial shear experimentbiaxial shear apparatusfriction

InSAR Maps of Deformation Covering Raft River, Idaho from 2007 to 2010

Mar 11, 2007

196.13 MB

Publicly accessible

This dataset contains maps of deformation covering Raft River, Idaho from 2007 to 2010 calculated from interferometric synthetic aperture radar data. This dataset is used in the study entitled "Inferring geothermal reservoir processes at the Raft River Geothermal Field, Idaho, US...

Authors

Reinisch, E. University of Wisconsin

geothermalenergyraft river geothermal fieldinsarenvisatsatelliteinterferometric synthetic aperture radaregsreservoir developmentreservoir modeling

Newberry EGS Well Logs, Earthquakes, Maps, Cross-Sections, and LiDAR Datasets

Apr 22, 2016

13.4 kB

Publicly accessible

Datasets and information used to characterize the subsurface of Newberry and support modeling efforts. Includes sources for well logs, earthquakes, maps & cross-sections, and LiDAR/DEM

Authors

Rose, K. National Energy Technology Laboratory

geothermalegsenhanced geothermal systemnewgennewberryoregonearthquakesseismicgeologic maplidardemdatasetmodelwell logearthquakeseismicitymapcross-sectionremote sensing

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

April 2013 Green Machine Florida Canyon Hourly Data

May 2013 Green Machine Florida Canyon Hourly Data

June 2013 Green Machine Florida Canyon Hourly Data

July 2013 Green Machine Florida Canyon Hourly Data

August 2013 Green Machine Florida Canyon Hourly Data

September 2013 Green Machine Florida Canyon Hourly Data

October 2013 Green Machine Florida Canyon Hourly Data

November 2013 Green Machine Florida Canyon Hourly Data

December 2013 Green Machine Florida Canyon Hourly Data

January 2014 Green Machine Florida Canyon Hourly Data

February 2014 Green Machine Florida Canyon Hourly Data

March 2014 Green Machine Florida Canyon Hourly Data

April 2014 Green Machine Florida Canyon Hourly Data

May 2014 Green Machine Florida Canyon Hourly Data

June 2014 Green Machine Florida Canyon Hourly Data

July 2014 Green Machine Florida Canyon Hourly Data

EGS Collab Experiment 1: In-situ observation of pre-, co and post-seismic shear slip preceding hydraulic fracturing

GOOML Big Kahuna Forecast Modeling and Genetic Optimization Files

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

Altona Field Lab Inverse Model WRR 2020

Seismic Analysis of Spatio-Temporal Fracture Generation During EGS Resource Development Full Moment Tensors and Stress Inversion Catalogs

Processed Lab Data for Neural Network-Based Shear Stress Level Prediction

InSAR Maps of Deformation Covering Raft River, Idaho from 2007 to 2010

Newberry EGS Well Logs, Earthquakes, Maps, Cross-Sections, and LiDAR Datasets