Post, September 29, 2026 • (Lawrence Berkeley National Laboratory) The DOE and Berkeley Lab have partnered across the national laboratory complex and with the research community to curate, validate, and publish the world’s largest set of labeled time-series data representing commercial HVAC systems operating in faulted and fault-free states. The data sets currently cover rooftop...
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Life Cycle Assessment Models for Building Systems
Post, September 29, 2026 • (National Institute of Standards and Technology) This dataset is a set of life cycle assessment (LCA) models for select building systems and components that have been developed by the Applied Economics Office of the Engineering Laboratory. An LCA model consists of two components: an inventory and a dataset(s). An inventory...
Lithium Deposits in the United States
Post, November 13, 2025 • (U.S. Geological Survey) This data release provides the descriptions of approximately 20 U.S. sites that include mineral regions, mines, and mineral occurrences (deposits and prospects) that contain enrichments of lithium (Li). This release includes sites that have a contained resource and (or) past production of lithium metal greater than 15,000...
Long Term Per-Component Power and Thermal Measurements of the OLCF Summit System
Post, September 29, 2026 • (Oak Ridge National Laboratory) As we move into the exascale era, the power and energy footprints of high-performance computing (HPC) systems have grown significantly larger. Due to the harsh power and thermal conditions the system, components are exposed to extreme operating conditions. Operation of such modern HPC systems requires deep...
Machine Learning-Assisted High-Temperature Reservoir Thermal Energy Storage Optimization: Numerical Modeling and Machine Learning Input and Output Files
Post, November 13, 2025 • (Idaho National Laboratory) 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-assisted computational framework is presented to identify High-Temperature Reservoir...
Machine learning-enhanced near-infrared property prediction for improved polyolefin differentiation
Post, August 7, 2026 • (National Institute of Standards and Technology) This paper employs machine learning to predict key physical properties of polyolefins from NIR spectra, including density, crystallinity, and short chain branching. By integrating rapid NIR measurement with property prediction, we propose a property-based sorting methodology for polyolefins, addressing the current challenges recyclers face...
Manufacturing and Energy Supply Chain
Post, November 13, 2025 • (Department of Energy) The Office of Manufacturing and Energy Supply Chains is responsible for strengthening and securing manufacturing and energy supply chains needed to modernize the nation’s energy infrastructure and support a clean and equitable energy transition. The office is catalyzing the development of an energy sector industrial base through...
Mapping of NIST Cybersecurity Framework Subcategories to Threat Scenarios from the National Electric Sector Cybersecurity Organization Resource (NESCOR) Electric Sector Failure Scenarios and Impact Analyses-Version 3.0
Post, September 29, 2026 • (National Institute of Standards and Technology) This document identifies the NIST Cybersecurity Framework Subcategories that map closely to the potential mitigations within Advanced Metering Infrastructure (AMI), Distributed Energy Resources (DER), and Distribution Grid Management (DGM) threat scenarios in the NESCOR document. This mapping is useful in determining which NIST Cybersecurity...
Mapping of NIST Cybersecurity Framework v 1.1 to NERC CIP Reliability Standards
Post, September 29, 2026 • (National Institute of Standards and Technology) The spreadsheets in this data set map National Institute of Standards and Technology (NIST) Cybersecurity Framework Subcategory outcomes to requirements of the North American Electric Reliability Corporation (NERC) Critical Infrastructure Protection (CIP) Standards. Link to Dataset Mapping of NIST Cybersecurity Framework v 1.1 to...
MatLib 1.2: Nuclear Material Properties Library
Post, August 7, 2026 • (Pacific Northwest National Laboratory, Nuclear Regulatory Commission) The U.S. Nuclear Regulatory Commission (NRC) uses the computer code Fuel Analysis under Steady-state and Transients (FAST) to model steady-state and transient fuel behavior to support regulatory decisions. FAST relies on a material properties library (MatLib) that contains the thermal and mechanical properties...
MBARI WEC 2021 Deployment
Post, November 13, 2025 • (Sandia National Laboratories) This dataset includes data from the Monterey Bay Aquarium Research Institute (MBARI) wave energy converter (WEC) and a nearby located Sofar Spotter buoy. The Monterey Bay Aquarium Research Institute has developed and deployed a small two-body point absorber wave energy device suitable to autonomous underwater vehicle, sensor...
Meta-Analysis of Performance in Human-AI Systems
Post, November 13, 2025 • (Massachusetts Institute of Technology) When combinations of humans and AI are useful: A systematic review and meta-analysis Link to Dataset Meta-Analysis of Performance in Human-AI SystemsDate last updated: July 10, 2023
Metallic Fuel Handbook, Parts 1 and 2
Post, August 7, 2026 • (Idaho National Laboratory) This is revision 3 of the Metallic Fuels Handbook, which is a summary and critical assessment of data involving elements and alloys in the U-Np-Pu-Am-La-Ce-Pr-Nd-Zr system. This Handbook is intended to provide information needed by fuel modelers, project managers, and researchers interested in understanding not only what...
Micromechanics of Void Nucleation and Early Growth at Incoherent Precipitates: Lattice-trapped and Dislocation-mediated Delamination Modes
Post, November 13, 2025 • (Sandia National Laboratories, others) This repository contains raw data analyzed in the referenced manuscript published in Crystals (10.3390/cryst11010045). See the included README file for detailed information on the contents. Link to Dataset Micromechanics of Void Nucleation and Early Growth at Incoherent PrecipitatesDate last updated: January 11, 2021
Microsoft Security Incident Prediction
Post, November 13, 2025 • (Microsoft) Microsoft is challenging the data science community to develop techniques for predicting the next significant cybersecurity incident. GUIDE, the largest publicly available collection of real-world cybersecurity incidents, enables researchers and practitioners to experiment with authentic cybersecurity data to advance the state of cybersecurity. This groundbreaking dataset contains over 13 million pieces...
Modeling of the High-Viscosity Fluid Transient Flow for Material Deposition in Direct Ink Writing
Post, August 7, 2026 • (University of Michigan) A transient flow model is developed to predict the flow of high-viscosity fluid dispensing for precision direct ink writing (DIW) in additive manufacturing. Models for pump deformation and fluid friction to accurately predict the flow of a high-viscosity non-Newtonian fluid through a progressive cavity pump, static mixer,...
Modern-Era Retrospective analysis for Research and Applications, Version 2
Post, November 13, 2025 • (National Aeronautics and Space Administration) Atmospheric reanalysis for the satellite era, including coupled aerosols. Link to Dataset Modern-Era Retrospective analysis for Research and Applications, Version 2Date last updated: September 8, 2025
Module Characterization Data
Post, November 13, 2025 • (Sandia National Laboratories) Lifetime testing and characterization of PV modules from different manufacturers. Link to Dataset Module Characterization DataDate last updated: 2020
Monthly Summaries of the Global Historical Climatology Network – Daily (GHCN-D)
Post, November 13, 2025 • (National Oceanic and Atmospheric Administration) Monthly Summaries of Global Historical Climatology Network (GHCN)-Daily is a dataset derived from GHCN-Daily. The data are produced by computing simple averages or monthly accumulations of the daily observations. The meteorological elements calculated for the data set include, but are not limited to: monthly maximum...
MPAS-Albany Land Ice model simulations of Humboldt Glacier, North Greenland, from 2007-2100
Post, November 13, 2025 • (Sandia National Laboratories, others) This dataset contains model input and output in netCDF format, model code, and analysis scripts for simulations of Humboldt Glacier, North Greenland, through the 21st century (Hillebrand et al., 2022) using the MPAS-Albany Land Ice model (Hoffman et al., 2018). We calibrate parameters controlling basal traction,...
Multi-modal dataset of polycrystalline metallic material: 3D microstructure and deformation fields
Post, November 13, 2025 • (Sandia National Laboratories, others) The development of high-fidelity mechanical property prediction models for the design of polycrystalline materials relies on large volumes of microstructural feature data. Concurrently, at these same scales, the deformation fields that develop during mechanical loading can be highly heterogeneous. Spatially correlated measurements of 3D microstructure and...
MultiSolSegment: EL images and masks
Post, November 13, 2025 • (Sandia National Laboratories) This dataset was used to train MultiSolSegment, a multi-channel segmentation model for photovoltaic defect detection. It contains electroluminescent (EL) images of monocrystalline solar modules from four sources: Arizona State University Case Western Reserve University (DuPont and SunEdison datasets) Lawrence Berkeley National Laboratory (part of the pv-vision effort)All...
MVCNN++: CAD model shape classification and retrieval using multi-view convolutional neural networks
Post, August 7, 2026 • (North Carolina State University) Deep neural networks have shown promising success towards the classification and retrieval tasks for images and text data. While there have been several implementations of deep networks in the area of computer graphics, these algorithms do not translate easily across different datasets, especially for shapes used...
National Solar Radiation Database (NSRDB) Station Data Output for 1991 to 2010
Post, November 13, 2025 • (National Oceanic and Atmospheric Administration) The National Solar Radiation Database (NSRDB) was produced by the National Renewable Energy Laboratory under the U.S. Department of Energy's Office of Energy Efficiency and Renewable Energy. The NSRDB update is a collection of hourly values of the three most common measurements of solar radiation...
Natural Gas Acquisition Program
Post, November 13, 2025 • (General Services Administration Agency) The "NGAP" system is a web based application which serves NGAP GSA users for tracking information details for various natural gas supply chain elements like Agency, LDC, and Facility with their respective Point of Contacts information. In addition to this, it also maintains the Cost &...
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