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
Training dataset and results for geothermal exploration artificial intelligence, applied to Brady Hot Springs and Desert Peak
L o a d i n g
Organization
National Renewable Energy Laboratory (NREL) - view all
Update frequencyunknown
Last updated4 days ago
OverviewBrady Hot SpringsDesert PeakFallonGeoTIFFNevadaPSInSARSubsidenceUpliftconvolutional neural networkenergyfault densitygeospatial datageothermalgeothermal explorationhydrothermalhydrothermal mineral alterationsland surface temperaturemachine learningmineralmodelrastertemperature
Additional Information
KeyValue
Dcat Issued2020-09-01T06:00:00Z
Dcat Modified2021-05-17T16:03:00Z
Dcat Publisher NameColorado School of Mines
Guidhttps://data.openei.org/submissions/7406
Harvest Object Idc6d2e5bf-70d0-4acd-a718-4c93335743ee
Harvest Source Id4eb7107f-a2b1-40e3-b36a-8161aa98a56e
Harvest Source TitleOpenEI Data Portal
