Post, August 7, 2026 • (Sandia National Laboratories) In this data set, we provide microstructure results from the simulation of additive manufacturing processes with the SPPARKS Monte Carlo code. The dataset will be used in our entry to the Materials Science and Engineering Data Challenge. The parameters varied during the study, and their extents are...
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F3UEL: Flaring & Fossil Fuels: Uncovering Emissions & Losses
Post, September 29, 2026 • (University of Michigan) Fossil energy production, processing, flaring, and transmission all can harm climate and air quality by emitting greenhouse gases and air pollutants. Studies now show that onshore oil and gas production emit much more methane than what is inventoried, and that local air quality impacts can be significant,...
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Page • RAIICE is supported by the Department of Energy's Technology Commercialization Fund. © 2024 National Technology and Engineering Solutions of Sandia, LLC. | Questions & Comments | Privacy & Security Sandia National Laboratories is a multimission laboratory managed and operated by National Technology and Engineering Solutions of Sandia, LLC., a wholly...
Fresno Aerial USGS Imagery from the Distributed Solar Photovoltaic Array Location and Extent Data Set
Post, September 29, 2026 • (Duke University) This collection of USGS Orthoimagery data contains the .tif images files and associated .xml metadata files for the Fresno, CA imagery data from the dataset: Bradbury, Kyle; Saboo, Raghav; Malof, Jordan; Johnson, Timothy; Devarajan, Arjun; Zhang, Wuming; Collins, Leslie; Newell, Richard: Distributed Solar Photovoltaic Array Location and Extent...
Frontier HPC & Facility Data
Post, September 29, 2026 • (Oak Ridge National Laboratory) The Hewlett Packard Enterprise–Cray EX Frontier is the world’s first and fastest exascale supercomputer, hosted at the Oak Ridge Leadership Computing Facility in Tennessee, United States. Frontier is a significant electricity consumer, drawing 8–30 MW; this massive energy demand produces significant waste heat, requiring extensive cooling measures....
Full-Field Digital Image Correlation (DIC) and Infrared Thermography (IR) Data for Seven Unique Geometries of 304L Stainless Steel Sheet Metal
Post, November 13, 2025 • (Sandia National Laboratories) Material Testing 2.0 (MT2.0) is a paradigm that advocates for the use of rich, full-field data, such as from digital image correlation (DIC) and infrared (IR) thermography, for material characterization and material model calibration. By employing heterogeneous, multi-axial data in conjunction with sophisticated inverse calibration techniques such...
Future Typical Meteorological Year (fTMY) US Weather Files for Building Simulation
Post, September 25, 2025 • (Oak Ridge National Laboratory) As global emissions and temperatures continue to rise, global climate models offer projections as to how the climate will change in years to come. These model projections can be used for a variety of end-uses to better understand how current systems will be affected by the...
Generator Fleet Characteristics Model
Post, September 29, 2026 • (National Institute of Standards and Technology) This manuscript presents the Generator Fleet Characteristics Model (GFCM), a general purpose tool for the analysis of power system operations, economics, and resilience. The GFCM is a collection of MATLAB functions that use publicly available data with national coverage to produce year-long (8760 hour)...
Geochemistry and paleo-geothermal features – Applications of Machine Learning Techniques to Geothermal Play Fairway Analysis in the Great Basin Region, Nevada
Post, September 29, 2026 • (Nevada Bureau of Mines and Geology) This submission contains the geochemistry dataset and paleo-geothermal features (sinter, travertine, tufa) (shapefiles and symbology) used in the Nevada Geothermal Machine Learning project. Link to Dataset Geochemistry and paleo-geothermal features - Applications of Machine Learning Techniques to Geothermal Play Fairway Analysis in the Great...
Geothermal Electricity Technology Evaluation Model (GETEM) Individual Case Files and Summary Spreadsheet (Version Spring 2013)
Post, September 25, 2025 • (Idaho National Laboratory) This group of files includes 10 GETEM individual scenario files and 1 summary spreadsheet. Each spreadsheet contains final data (following the revisions made between summer of 2011 and spring of 2013). Link to Dataset Geothermal Electricity Technology Evaluation Model (data.gov)Date last updated: January 20, 2025
Global atmospheric simulation using the Super-Parameterized Community Atmosphere Model
Post, November 13, 2025 • (Sandia National Laboratories, others) A 1-month subset from a global atmospheric simulation using the Super-Parameterized Community Atmosphere Model (SP-CAM), which implements the Multi-scale Modeling Framework (MMF) described in Khairoutdinov and Randall (2001) and Khairoutdinov et al. (2005). The version of the SP-CAM used here is described in Marchand et al. (2009) and...
Global Historical Climatology Network – Daily (GHCN-Daily), Version 3
Post, November 13, 2025 • (National Oceanic and Atmospheric Administration) The Global Historical Climatology Network - Daily (GHCN-Daily/GHCNd) dataset integrates daily climate observations from approximately 30 different data sources. Version 3 was released in September 2012 with the addition of data from two additional station networks. Changes to the processing system associated with the version...
Global Horizontal Spectral Irradiance
Post, November 13, 2025 • (Sandia National Laboratories) Sandia National Laboratories in Albuquerque, NM has measured global horizontal spectral irradiance nearly continuously from September 2019 to March 2022. During this time other broadband irradiance measurements (global horizontal, direct normal, diffuse horizontal and global normal) and and weather variables were also recorded. For this dataset PV Performance...
Global Normal Spectral Irradiance
Post, November 13, 2025 • (Sandia National Laboratories) The Photovoltaic Systems Evaluation Laboratory (PSEL) at Sandia National Laboratories (SNL) in Albuquerque, NM has measured global normal spectral irradiance nearly continuously from August 2013 to April 2018. During this time other broadband irradiance measurements (global horizontal, direct normal, diffuse horizontal and global normal) and weather variables...
Global normal spectral irradiance in Albuquerque – Data and Resources
Post, November 13, 2025 • (Sandia National Laboratories) The Photovoltaic Systems Evaluation Laboratory (PSEL) at Sandia National Laboratories (SNL) in Albuquerque, NM has measured global normal spectral irradiance nearly continuously from August 2013 to April 2018. During this time other broadband irradiance measurements (global horizontal, direct normal, diffuse horizontal and global normal) and weather variables were also...
Global Reservoir Bathymetry Dataset
Post, September 29, 2026 • (Texas A&M University) This dataset contains the high resolution 3D bathymetry of 347 global reservoirs, which represents 50% of the overall global storage capacity. It also provides the Area-Elevation (A-E) and Elevation-Volume (E-V) relationships for these reservoirs. Link to Dataset Global Reservoir Bathymetry DatasetDate last updated: 2020
Global Value Chain and Manufacturing Analysis on Geothermal Power Plant Turbines
Post, November 13, 2025 • (National Renewable Energy Laboratory) In this study, we have undertaken a robust analysis of the global supply chain and manufacturing costs for components of Organic Rankine Cycle (ORC) Turboexpander and steam turbines used in geothermal power plants. We collected a range of market data influencing manufacturing from various data sources...
Grade and tonnage data for lithium, cesium, and rubidium pegmatite deposits
Post, November 13, 2025 • (U.S. Geological Survey) Pegmatites are a major host of global lithium, cesium, and rubidium resources. However, the existing grade and tonnage dataset for lithium pegmatites that was published in 1992 does not represent the current industry parameters used to delineate resources. There are no existing grade and tonnage datasets for...
Gridded EPA U.S. Anthropogenic Methane Greenhouse Gas Inventory (gridded GHGI)
Post, September 29, 2026 • (Environmental Protection Agency, Lawrence Berkeley National Laboratory, Harvard University, Space Research Organisation Netherlands) The gridded EPA U.S. anthropogenic methane greenhouse gas inventory (gridded methane GHGI) includes spatially and temporally resolved (gridded) maps of annual anthropogenic methane emissions (0.1°×0.1°) for the contiguous United States (CONUS). Total gridded methane emissions for each emission source...
Handbook of Advanced Manufactured Material Properties From TCR Structure Builds at ORNL (FY2019)
Post, August 7, 2026 • (Oak Ridge National Laboratory, Argonne National Laboratory) There is growing interest in the use of additive manufacturing techniques for the production and deployment of components for nuclear power applications. Specifically, the Transformational Challenge Reactor (TRC) program seeks to demonstrate the application of advanced manufacturing to rapidly develop and deploy a...
Handbook on the Material Properties of FeCrAl Alloys for Nuclear Power Production Applications (FY18 Version: Revision 1)
Post, August 7, 2026 • (Oak Ridge National Laboratory, Brookhaven National Laboratory) FeCrAl alloys are a class of alloys that have seen increased interest for nuclear power applications including accident tolerant fuel cladding, structural components for fast fission reactors, and as first wall and blanket structures for fusion reactors. FeCrAl alloys are under consideration for...
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Heating, Ventilation, and Air Conditioning (HVAC) Data of Buildings in US
Post, September 29, 2026 • (University of Central Florida) This data set contains measurements from real HVAC (heating, ventilation, and air conditioning) systems of real buildings in the US. Each ZIP file contains CSV data files of a building for different scenarios. Refer to the README file in each ZIP file for details. The document...
High fidelity actuator line data from 9 turbine wind farm simulations using ExaWind
Post, September 29, 2026 • (Oak Ridge National Laboratory) This data was generated with the ExaWind code suite (https://github.com/Exawind) to investigate the performance of different Active Wake Mixing turbine control in a wind farm situated in a stable atmospheric boundary layer. All cases correspond to a 3x3 wind farm in a 10km x 10km domain...
High Throughput EBSD Characterization of Additive Kovar
Post, August 7, 2026 • (Sandia National Laboratories) For this dataset, 607 unique kovar samples were manufactured using Laser Powder Bed Fusion (LPBF) over 304 unique sets of LPBF process parameters. Electron Backscatter Diffraction (EBSD) data was collected for each sample using one of two methods, called here "Version 1" and "Version 2." For version...
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