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Cross-Scale Molecular Analysis of Chemical Heterogeneity in Shale Rocks
The organic and mineralogical heterogeneity in shale at micrometer and nanometer spatial scales contributes to the quality of gas reserves, gas flow mechanisms and gas... -
Carbon Capture Simulation Initiative (CCSI) Toolset
An open source computational toolset to accelerate and de-risk technology development and commercialization through first-principles, multi-scale modeling, optimization and... -
Mars surface image (Curiosity rover) labeled data set version 1
This data set consists of 6691 images spanning 24 classes that were collected by the Mars Science Laboratory (MSL, Curosity) rover by three instruments (Mastcam Right eye,... -
EGS Collab Experiment 1: 3D Seismic Velocity Model and Updated Microseismic...
This package contains a 3D Seismic velocity model and an updated microseismic catalog associated with a proceedings paper (Chai et al., 2020) published in the 45th Workshop on... -
Dataset of channels and received IEEE 802.11ay signals for sensing...
The dataset can be used to develop and test algorithms for communication and sensing in the 60GHz band. The dataset consists of synthetically generated indoor mm-wave channels... -
Dataset for Evaluation of Extreme Weather Impacts on Utility-Scale...
This dataset is a fusion of three data types (operations and maintenance tickets, weather data, and production data) that was used to support machine learning analysis and... -
Theory aware Machine Learning (TaML)
A code repository and accompanying data for incorporating imperfect theory into machine learning for improved prediction and explainability. Specifically, it focuses on the case... -
QFlow 2.0: Quantum dot data for machine learning
Using a modified Thomas-Fermi approximation, we model a reference semiconductor system comprising a quasi-1D nanowire with a series of five depletion gates whose voltages... -
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... -
Sentinel-1 Input Data for PSInSAR Analysis
Files used to perform the Persistent Scatterer InSAR analysis with SARPROZ. The data is sourced from ESAs Sentinel-1 project and covers Brady Hot Springs and Desert Peak... -
INTEGRATE - Inverse Network Transformations for Efficient Generation of...
The INTEGRATE (Inverse Network Transformations for Efficient Generation of Robust Airfoil and Turbine Enhancements) project is developing a new inverse-design capability for the... -
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... -
BUTTER - Empirical Deep Learning Dataset
The BUTTER Empirical Deep Learning Dataset represents an empirical study of the deep learning phenomena on dense fully connected networks, scanning across thirteen datasets,... -
Mars orbital image (HiRISE) labeled data set version 3
This data set contains a total of 73,031 landmarks. 10,433 landmarks were detected and extracted from 180 HiRISE browse images, and 62,598 landmarks were augmented from 10,433... -
INGENIOUS - Great Basin Regional Dataset Compilation
This is the regional dataset compilation for the INnovative Geothermal Exploration through Novel Investigations Of Undiscovered Systems (INGENIOUS) project. The primary goal of... -
Publications and Datasets from Play-Fairway Retrospective Analysis with...
Previous moderate- and high-temperature geothermal resource assessments of the western United States utilized data-driven methods and expert decisions to estimate resource... -
USGS Geophysics, Heat Flow, and Slip and Dilation Tendency Data used in...
This package contains USGS data contributions to the DOE-funded Nevada Geothermal Machine Learning Project, with the objective of developing a machine learning approach to... -
Airfoil Computational Fluid Dynamics - 2k shapes, 25 AoA's, 3 Re numbers
This dataset contains aerodynamic quantities - including flow field values (momentum, energy, and vorticity) and summary values (coefficients of lift, drag, and momentum) - for... -
Machine Learning-Assisted High-Temperature Reservoir Thermal Energy Storage...
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... -
Utah FORGE 6-3712: Report on a Data Foundation for Real-Time Identification...
This submission is a technical report for the Probabilistic Estimation of Seismic Response Using Physics Informed Recurrent Neural Networks project. The report describes the...