Post, September 29, 2026 • (Lawrence Berkeley National Laboratory) The dataset contains continuous active-source seismic monitoring (CASSM) data collected during EGS Collab Experiment 2, conducted from February to September 2022 at the Sanford Underground Research Facility in Lead, South Dakota. This experiment aimed to investigate enhanced geothermal systems through high-pressure fluid injections at depths of...
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EGS Collab Experiment 2: Continuous Broadband Seismic Waveform Data
Post, September 29, 2026 • (Lawrence Berkeley National Laboratory) The EGS Collab Experiment took place at the Sanford Underground Research Facility at the Homestake gold mine in Lead, SD, USA. This dataset includes the NSF SAGE website where seismic waveform data from this experiment can be downloaded. Two broadband seismometers were installed on the 4100...
Electric Transmission and Distribution Infrastructure Imagery Dataset
Post, September 29, 2026 • (Duke University) The dataset contains fully annotated electric transmission and distribution infrastructure for approximately 321 sq km of high resolution satellite and aerial imagery from around the world. The imagery and associated infrastructure annotations span 14 cities and 5 continents, and were selected to represent diversity in human settlement density...
Electricity and Gas IDS
Post, September 29, 2026 • (Pacific Northwest National Laboratory) This dataset includes the results of high-fidelity, hardware in the loop experimentation on simulated models of representative electric and natural gas distribution systems with real cyber attack test cases. Such datasets are extremely important not only in understanding the system behavior during various attack test cases,...
End-Use Load Profiles for the U.S. Building Stock
Post, September 29, 2026 • (National Laboratory of the Rockies) The United States is embarking on an ambitious transition to a 100% clean energy economy by 2050, which will require improving the flexibility of electric grids. One way to achieve grid flexibility is to shed or shift demand to align with changing grid needs. To...
EPA eGRID — Emissions & Generation Resource Integrated Database
Post, September 29, 2026 • (U.S. Environmental Protections Agency, Catalyst Cooperative) The Emissions & Generation Resource Integrated Database (eGRID) is a comprehensive source of data from EPA's Clean Air Power Sector Programs on the environmental characteristics of almost all electric power generated in the United States. The data includes emissions, emission rates, generation, heat input,...
Experimental data of three lithium-ion batteries under galvanostatic discharge tests at different C-rates and operating temperatures
Post, September 29, 2026 • (Stanford University) The Arbin system supplies the user-defined current to the battery and measures voltage and surface temperature responses. Once the battery is fully charged (after the CC-CV protocol), a galvanostatic discharge profile is applied until the voltage cutoff limit is reached (2.5V for NCA and NMC, 2V for LFP...
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,...
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....
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...
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
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...
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...
Hourly, Daily, Monthly averages of Methane In-situ measurements from baseline observatories
Post, September 29, 2026 • (National Oceanic and Atmospheric Administration) Multiple Sites: Continuous Hourly, Daily, Monthly averaged In-situ ch4 measurements from Baseline Observatories. These directories contain atmospheric CH4 in units of dry-air mole fraction from 3 NOAA GML observatories: Utqiaġvik, Alaska (BRW), Mauna Loa, Hawaii (MLO), and American Samoa (SMO). Link to Dataset Hourly, Daily,...
Human Activity Recognition from Continuous Ambient Sensor Data
Post, September 29, 2026 • (Washington State University) This dataset represents ambient data collected in homes with volunteer residents. Data are collected continuously while residents perform their normal routines. Data are collected continuously while residents perform their normal routines. Ambient PIR motion sensors, door/temperature sensors, and light switch sensors are placed throughout the home of...
HydraGNN_OPF_GFM_2026 – Ensemble of predictive graph foundation models for power grid applications
Post, September 29, 2026 • (Oak Ridge National Laboratory) This dataset supports research on graph foundation models for optimal power flow (OPF) on electric grids using HydraGNN. It contains heterogeneous graph representations of PGLib-OPF cases spanning systems from 14 to 13,659 buses, together with packed HDF5 datasets for pretraining, feasibility classification, and N-1 contingency analysis....
IEC 61850 Profile for Distributed Energy Resources Supporting IEEE 1547
Post, September 29, 2026 • (National Institute of Standards and Technology) This document provides an IEC 61850 profile for a Distributed Energy Resource supporting IEEE 1547 and the grid support functions therein. The profile utilizes the IEC 61850 data object model and maps the requirements of IEEE 1547 to the data object model for the...
Illinois Basin – Decatur Project Dataset
Post, September 29, 2026 • (Illinois State Geological Survey, Midwest Geological Sequestration Consortium) The Illinois Basin – Decatur Project (IBDP) successfully demonstrated the safe geologic storage of carbon dioxide (CO\(_2\)) at the near commercial-scale. Such demonstration projects are essential to gain understanding of the workflows and monitoring equipment needed to be able to geologically sequester...
IM3 + EPRI Data Center Load Projections
Post, September 29, 2026 • (Pacific Northwest National Laboratory) This dataset contains scenarios of hourly total electricity demand with and without projected loads from data centers over the period 2022-2040. Link to Dataset IM3 + EPRI Data Center Load ProjectionsDate last updated: December 11. 2025
ISU-ILCC Battery Aging Dataset
Post, September 29, 2026 • (Iowa State University, University of Conneticut, Iowa Lakes Community College) The ISU-ILCC battery aging dataset was collected jointly by the System Reliability and Safety Laboratory at Iowa State University (ISU), now the Reliability Engineering and Informatics Laboratory (REIL) at the University of Connecticut, and Iowa Lakes Community College (ILCC). The...
LBNL FDD Data Sets Boiler Plant
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...
LBNL FDD Data Sets Chiller Plant
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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