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Utah FORGE 2-2439v2: Report on Predicting Far-Field Stresses Using Finite Element Modeling and Near-Wellbore Machine Learning for Well 16A(78)-32

This report presents the far-field stress predictions at two locations along the vertical section of Utah FORGE Well 16A (78)-32 using a physics-based thermo-poro-mechanical model. Three principal stresses in far-field were obtained by solving an inverse problem based on the near-...

Lu, G. et al University of Pittsburgh

Aug 30, 2024
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Utah FORGE 6-3712: Probabilistic Estimation of Seismic Response Using Physics-Informed Recurrent Neural Networks 2024 Annual Workshop Presentation

This is a presentation on the Probabilistic Estimation of Seismic Response Using Physics-Informed Recurrent Neural Networks by GTC Analytics, presented by Jesse Williams. This video slide presentation discusses the development of machine learning-based predictive tools to estimate...

Williams, J. Energy and Geoscience Institute at the University of Utah

Sep 17, 2024
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Surface Meteorological Station ANL 50m, Sonic, Physics site-12 Raw Data

**Overview** Measurements of surface sensible heat flux, momentum flux, wind components, and virtual temperature. **Data Details** * X (column 1) is a component of wind cm/s plus toward north. * Y (column 2) is a component of wind cm/s plus toward east. * Z (column 3) is...

Cook, D. Wind Energy Technologies Office (WETO)

Jul 14, 2016
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Surface Meteorological Station ANL 50m, Sonic, Physics site-12 Raw Data

Cook, D. Wind Energy Technologies Office (WETO)

Jul 14, 2016
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Surface Meteorological Station ANL 80m, Sonic, Physics site-12 Raw Data

Cook, D. Wind Energy Technologies Office (WETO)

Jul 14, 2016
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Surface Meteorological Station ANL 80m, Sonic, Physics site-12 Raw Data

Cook, D. Wind Energy Technologies Office (WETO)

Jul 14, 2016
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Surface Meteorological Station ANL 50m, Sonic, Physics site-12 Reviewed Data

Cook, D. Wind Energy Technologies Office (WETO)

Jul 14, 2016
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Surface Meteorological Station ANL 50m, Sonic, Physics site-12 Reviewed Data

Cook, D. Wind Energy Technologies Office (WETO)

Jul 14, 2016
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Surface Meteorological Station ANL 80m, Sonic, Physics site-12 Reviewed Data

Cook, D. Wind Energy Technologies Office (WETO)

Jul 14, 2016
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Surface Meteorological Station ANL 80m, Sonic, Physics site-12 Reviewed Data

Cook, D. Wind Energy Technologies Office (WETO)

Jul 14, 2016
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Surface Meteorological Station UND 10m, (2) Sonics 3m 10m, (2) T/RH 3m 10m (1) Licor 3m, Physics site-1 Reviewed Data

**Overview** Surface wind, temperature, and turbulence measurements based on three-dimensional (3D) sonic anemometer and temperature/relative humidity (T/RH) data. **Data Details** T/RH events history is available in the attached Excel file: *PS01-TRH-3m *PS01-TRH-10m *PS02...

Otarola-Bustos, S. and Fernando, J. Wind Energy Technologies Office (WETO)

Feb 14, 2016
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Surface Meteorological Station UND 10m, (2) Sonics 3m 10m, (2) T/RH 3m 10m, Physics site-11 Reviewed Data

Otarola-Bustos, S. and Fernando, J. Wind Energy Technologies Office (WETO)

Feb 14, 2016
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Surface Meteorological Station UND 17m, (3) Sonics 3m 10m 17m, (2) T/RH 3m 17m, Physics site-2 Reviewed Data

Otarola-Bustos, S. and Fernando, J. Wind Energy Technologies Office (WETO)

Feb 14, 2016
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Surface Meteorological Station UND 21m, (3) Sonics 3m 10m 21m, (2) T/RH 3m 21m, Physics site-6 Reviewed Data

Otarola-Bustos, S. and Fernando, J. Wind Energy Technologies Office (WETO)

Feb 14, 2016
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Two-Phase Flow of Ferrofluids in Porous Media: Plateau-Rayleigh-like Instability and Suppression of Fingering

Includes six mp4 and one PDF files. The mp4 files show the percolation of ferrofluid in porous media under a magnetic field. The names of the authors are available in the PDF file. The data are from an experimental study performed at the Michigan Technological University. The expe...

Askari, R. and Khurana, M. Michigan Tech

Feb 27, 2021
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Surface Meteorological Station ANL 10m, (1) Sonic, Physics site-9 Raw Data

**Overview** Sonic anemometers from Physics Site-3 and Site-9 provide wind components and virtual temperature. The energy balance Bowen ratio (EBBR) station at Physics site-3 provides measurements of the surface fluxes of latent and sensible heat, net radiation, and surface soil ...

Cook, D. Wind Energy Technologies Office (WETO)

Mar 28, 2016
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Surface Meteorological Station ANL 10m, (1) Sonic, Physics site-9 Reviewed Data

Cook, D. Wind Energy Technologies Office (WETO)

Mar 28, 2016
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Surface Meteorological Station ANL 10m, (1) Sonics, (1) EBBR, Physics site-3 Raw Data

Cook, D. Wind Energy Technologies Office (WETO)

Mar 28, 2016
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Surface Meteorological Station ANL 10m, (1) Sonics, (1) EBBR, Physics site-3 Reviewed Data

Cook, D. Wind Energy Technologies Office (WETO)

Jan 12, 2018
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Stanford Thermal Earth Model for the Conterminous United States

Provided here are various forms of the Stanford Thermal Earth Model, as well as the data and methods used for its creation. The predictions produced by this model were visualized in two-dimensional spatial maps across the modeled depths (0-7 km) for the conterminous United States....

Aljubran, M. and Horne, R. Stanford University

Mar 14, 2024
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GeoThermalCloud framework for fusion of big data and multi-physics models in Nevada and Southwest New Mexico

Our GeoThermalCloud framework is designed to process geothermal datasets using a novel toolbox for unsupervised and physics-informed machine learning called SmartTensors. More information about GeoThermalCloud can be found at the GeoThermalCloud GitHub Repository. More information...

Vesselinov, V. Los Alamos National Laboratory

Mar 29, 2021
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Machine Learning-Assisted High-Temperature Reservoir Thermal Energy Storage Optimization: Numerical Modeling and Machine Learning Input and Output Files

This data set includes the numerical modeling input files and output files used to synthesize data, and the reduced-order machine learning models trained from the synthesized data for reservoir thermal energy storage site identification. In this study, a machine-learning-assiste...

Jin, W. et al Idaho National Laboratory

Apr 15, 2022
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Northwest National Marine Renewable Energy Center, OR Final Technical Report & Appendices

In 2008, the US Department of Energy (DOE) Wind and Water Power Program issued a funding opportunity announcement to establish university-led National Marine Renewable Energy Centers. Oregon State University and the University of Washington combined their capabilities in wave and ...

Hellin, D. Northwest National Marine Renewable Energy Center

Jun 30, 2016
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Washington Air-Sea Interaction Research Facility Waves and Currents Test Data

This archive includes data from the University of Washington WASIRF (Washington Air-Sea Interaction Research Facility) flume. WASIRF is a laboratory testing tank at the Northwest National Marine Renewable Energy Center designed to investigate wind-wave-current interactions. It inc...

Colosimo, P. University of Washington (NNMREC) Applied Physics Lab

Feb 23, 2022
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GOOML Big Kahuna Forecast Modeling and Genetic Optimization Files

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 ...

Buster, G. et al Upflow

Jun 30, 2021
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Utah FORGE 2-2439v2: Report on Predicting Far-Field Stresses Using Finite Element Modeling and Near-Wellbore Machine Learning for Well 16A(78)-32

Utah FORGE 6-3712: Probabilistic Estimation of Seismic Response Using Physics-Informed Recurrent Neural Networks 2024 Annual Workshop Presentation

Surface Meteorological Station ANL 50m, Sonic, Physics site-12 Raw Data

Surface Meteorological Station ANL 50m, Sonic, Physics site-12 Raw Data

Surface Meteorological Station ANL 80m, Sonic, Physics site-12 Raw Data

Surface Meteorological Station ANL 80m, Sonic, Physics site-12 Raw Data

Surface Meteorological Station ANL 50m, Sonic, Physics site-12 Reviewed Data

Surface Meteorological Station ANL 50m, Sonic, Physics site-12 Reviewed Data

Surface Meteorological Station ANL 80m, Sonic, Physics site-12 Reviewed Data

Surface Meteorological Station ANL 80m, Sonic, Physics site-12 Reviewed Data

Surface Meteorological Station UND 10m, (2) Sonics 3m 10m, (2) T/RH 3m 10m (1) Licor 3m, Physics site-1 Reviewed Data

Surface Meteorological Station UND 10m, (2) Sonics 3m 10m, (2) T/RH 3m 10m, Physics site-11 Reviewed Data

Surface Meteorological Station UND 17m, (3) Sonics 3m 10m 17m, (2) T/RH 3m 17m, Physics site-2 Reviewed Data

Surface Meteorological Station UND 21m, (3) Sonics 3m 10m 21m, (2) T/RH 3m 21m, Physics site-6 Reviewed Data

Two-Phase Flow of Ferrofluids in Porous Media: Plateau-Rayleigh-like Instability and Suppression of Fingering

Surface Meteorological Station ANL 10m, (1) Sonic, Physics site-9 Raw Data

Surface Meteorological Station ANL 10m, (1) Sonic, Physics site-9 Reviewed Data

Surface Meteorological Station ANL 10m, (1) Sonics, (1) EBBR, Physics site-3 Raw Data

Surface Meteorological Station ANL 10m, (1) Sonics, (1) EBBR, Physics site-3 Reviewed Data

Stanford Thermal Earth Model for the Conterminous United States

GeoThermalCloud framework for fusion of big data and multi-physics models in Nevada and Southwest New Mexico

Machine Learning-Assisted High-Temperature Reservoir Thermal Energy Storage Optimization: Numerical Modeling and Machine Learning Input and Output Files

Northwest National Marine Renewable Energy Center, OR Final Technical Report & Appendices

Washington Air-Sea Interaction Research Facility Waves and Currents Test Data

GOOML Big Kahuna Forecast Modeling and Genetic Optimization Files