Cycle 3 Energy Lifecycle

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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...

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...

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...

Net Zero Energy Residential Test Facility Instrumented Data; Year 2

Post, September 29, 2026 • (National Institute of Standards and Technology) This dataset presents measurements from the NIST Net-Zero Energy Residential Test Facility (NZERTF) for a full year of operation.  The NZERTF is a laboratory built in the form of a single-family house that serves as a testbed for technologies and operational strategies to achieve...

NIST-CSF-to-NERC-CIP-OLIR-Mapping Informative Reference Details

Post, September 29, 2026 • (National Institute of Standards and Technology) The purpose of this mapping is to provide the relationship between NIST Cybersecurity Framework (CSF) v1.1 and the NERC Critical Infrastructure Protection (CIP) Standards. Target Audience: The intended audience are NERC registered entities of the Energy Sector Critical Infrastructure, electric segment, seeking to enhance...

Nonstructural Component and System Testing Database (NIST/ATC-120)

Post, September 29, 2026 • (National Institute of Standards and Technology) This Nonstructural Component and System (NCS) Testing Database is referred to in the NIST report GCR 17-917-44, Seismic Analysis, Design, and Installation of Nonstructural Components and Systems - Background and Recommendations for Future Work. The database was developed for collecting the seismic response and...

Oak Ridge Spoofing and Interference Test Battery (OAKBAT)- Pure Tones

Post, September 29, 2026 • (Oak Ridge National Laboratory) This dataset contains the pure 1.57542 GHz (L1) pure tone recordings provided to allow characterization of the recording equipment used to digitize the OAKBAT scenarios. The equipment includes the cable, two LNAs, and the software-defined radio. The files are binary data in the format described in...

Oil and Gas Infrastructure Mapping (OGIM) database

Post, September 29, 2026 • (MethaneSAT LLC; Environmental Defense Fund) The Oil and Gas Infrastructure Mapping (OGIM) database is a global, spatially explicit, and granular dataset of oil and gas infrastructure. It is developed by Environmental Defense Fund (EDF) (www.edf.org) and MethaneSAT, LLC (www.methanesat.org), a wholly owned subsidiary of EDF. The OGIM database helps fill a...

Photovoltaic Data Acquisition (PVDAQ) Public Datasets

Post, September 29, 2026 • (National Laboratory of the Rockies) The NLR PVDAQ is a large-scale time-series database containing system metadata and performance data from a variety of experimental PV sites and commercial public PV sites. The datasets are used to perform on-going performance and degradation analysis. Some of the sets can exhibit common elements...

PowerBench Dataset – Part 2: Cyber Attacks on PVs and Sensors

Post, September 29, 2026 • (University of Texas at Dallas) This dataset is part of the PowerBench benchmark suite designed to support machine learning research in resilient and secure power distribution networks. It includes two out of the three types of cyberattacks modeled on IEEE 34-bus, 123-bus, and 8500-node test feeders: Sensor Attacks and PV Attack. Sensor...

PowerBench Dataset – Part 3: Cyber Attacks on EVCS

Post, September 29, 2026 • (University of Texas at Dallas) This dataset is part of the PowerBench benchmark suite designed to support machine learning research in resilient and secure power distribution networks. It includes one out of the three types of cyberattacks modeled on IEEE 34-bus, 123-bus, and 8500-node test feeders: EVCS Attacks. It includes adversarial manipulation...

PR100: Puerto Rico Grid Resilience and Transition to 100% Renewable Energy

Post, September 29, 2026 • (National Laboratory of the Rockies, Sandia National Laboratories, Argonne National Laboratory, Pacific Northwest National Laboratory, Lawrence Berkeley National Laboratory, Oak Ridge National Laboratory) The Puerto Rico Grid Resilience and Transitions to 100% Renewable Energy Study (PR100) comprehensively analyzes possible pathways for Puerto Rico to achieve its renewable energy goals while...

Reference model for lithium-based traction battery recovery

Post, September 29, 2026 • (National Institute of Standards and Technology) Reference functional model for the activities and processes involved in recovering traction lithium batteries at the end of their use/life. The model includes inputs and outputs of each activity, as well as factors that constrain and enable the activities (controls and mechanisms), using the...

Rooftop solar and energy storage programs can remediate energy-limiting behaviors of energy insecure households

Post, September 29, 2026 • (Pacific Northwest National Laboratory) Energy insecurity affects most low-income households in the United States. Energy insecurity, which is characterized by a household’s inability to afford their energy needs, often leads to risky choices, causing other forms of insecurity including food and health. Although there are government programs designed to provide...

SARAH-CONUS: Sub-weekly Area of Reservoirs from Analysis of Harmonized Landsat and Sentinel-2 data for Continental US

Post, September 29, 2026 • (Texas A&M University) This dataset provides reservoir water-surface areas every 2–6 days for 1,904 reservoirs (>0.1 km²) across the conterminous United States from 1 January 2016 through 31 December 2023. Areas were extracted from NASA’s Harmonized Landsat–Sentinel-2 Surface Reflectance product (HLS v1.4; 30 m) with a Random-Forest water classifier, a...

Spatial datasets of probabilistic wildfire risk components for the United States (270m) (3rd Edition)

Post, September 29, 2026 • (U.S. Department of Agriculture Forest Service) National data on burn probability (BP) and conditional flame-length probability (FLP) were generated for the conterminous United States (CONUS), Alaska, and Hawaii using a geospatial Fire Simulation (FSim) system developed by the USDA Forest Service Missoula Fire Sciences Laboratory. The FSim system includes modules...

SRM 2693a Bituminous Coal (Nominal Mass Fraction 0.5% Sulfur) Data

Post, September 29, 2026 • (National Institute of Standards and Technology) Standard Reference Material (SRM) 2693a Bituminous Coal (Nominal Mass Fraction 0.5 % Sulfur) is intended for use in the evaluation of techniques employed in the determination of sulfur, mercury, chlorine, and ash in coal and materials of a similar matrix. A unit of SRM...

STanford EArthquake Dataset (STEAD):A Global Data Set of Seismic Signals for AI

Post, September 29, 2026 • (Stanford University) Seismology is a data rich and data-driven science. Application of machine learning for gaining new insights from seismic data is a rapidly evolving sub-field of seismology. The availability of a large amount of seismic data and computational resources, together with the development of advanced techniques can foster more...

Stanford Long Term Calendar Aging Dataset

Post, September 29, 2026 • (Stanford University) We highly recommend seeing the accompanying github repository to understand the data contents and how to use it. This dataset contains calendar aging from eight different cell types stored at 2 different SOCs and 4 different temperatures. For further details see accompanying paper: A decade of insights: Delving into calendar aging...

Steptoe Valley NV Data Compilation: Understanding a Stratigraphic Hydrothermal Resource Through Geophysical Imaging

Post, September 29, 2026 • (Sandia National Laboratories) Sandia National Laboratories partnered with a multi-disciplinary group of subject matter experts to evaluate a stratigraphic geothermal resource in Steptoe Valley, Nevada using both established and novel geophysical imaging techniques. Provided here are a compilation of newly acquired data over the area and select modeling efforts. This...

STILGAR Seismic Array Data

Post, September 29, 2026 • (Oak Ridge National Laboratory) Two three-component dense seismic arrays were deployed above an active limestone mine in Pleasant Gap, Pennsylvania; one in the fall and one in the spring of 2023. Each campaign lasted approximately four weeks and included 80 to 100 seismic stations with stations spaced between 100 and...

Stockton 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 Stockton, 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...

Storage Sizing GridView and Model Output Dataset

Post, September 29, 2026 • (Pacific Northwest National Laboratory) This dataset contains time series of output operational features from production cost simulations over historical weather conditions. Datasets are presented with respect to the Western Interconnection of the US, on a zonal scale. Operational features are obtained from production cost simulations based on the Western Electricity...
Results 51–75 of 83