Post, August 7, 2026 • (Oak Ridge National Laboratory) This dataset provides labeled video frames from four additive manufacturing (AM) processes for video object segmentation (VOS) tasks. It contains 90 video segments comprising 900 individually annotated frames across five AM datasets: laser hot-wire directed energy deposition (LHW-DED), tungsten inert gas wire arc additive manufacturing (TIG-WAAM),...
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An experimental database of cell performance for vanadium redox flow battery
Post, September 29, 2026 • (Pacific Northwest National Laboratory) The continual growth in energy demand has resulted in the deployment of renewable energy generators to reduce the impact of fossil fuel dependence. However, these generators often suffer from intermittency and require energy storage when there is over-generation and the subsequent release of this stored energy...
Analog and Multi-modal Manufacturing Datasets Acquired on the Future Factories Platform V2
Post, August 7, 2026 • (University of South Carolina) This paper presents two industry-grade datasets captured during an 8-hour continuous operation of the manufacturing assembly line at the Future Factories Lab, University of South Carolina, on 08/13/2024. The datasets adhere to industry standards, covering communication protocols, actuators, control mechanisms, transducers, sensors, and cameras. Data collection...
Annotated NDE Dataset for Structural Defects
Post, August 7, 2026 • (University of North Dakota) SDNET2021 is a uniquely validated annotated dataset for evaluating the condition of concrete bridge decks and benchmarking advanced deep learning models for defects (delamination, cracks, rebar corrosion) detection and bridge deck evaluation. SDNET2021 contains 1,936 annotated IE signals, over 663,102 annotated GPR signals and five (5)...
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ARPA-E PERFORM datasets
Post, September 29, 2026 • (National Laboratory of the Rockies) Time-coincident load, wind, and solar data including actual and probabilistic forecast datasets at 5-min resolution for ERCOT, MISO, NYISO, and SPP. Wind and solar profiles are supplied for existing sites as well as planned sites based on interconnection queue projects as of 2021. For ERCOT...
Artificial Intelligence-Enhanced CMIP6 Climate Projections Across the Conterminous United States
Post, September 29, 2026 • (Oak Ridge National Laboratory) This dataset comprises high-resolution climate projections at 1/24 degree grid (~4km) over the conterminous United States (CONUS) based on ten Global Climate Models (GCMs) that are part of the Coupled Models Intercomparison Project phase 6 (CMIP6). The CMIP6 GCMs are downscaled using two artificial intelligence (AI)...
ATom: Merged Atmospheric Chemistry, Trace Gases, and Aerosols, Version 2
Post, September 29, 2026 • (Oak Ridge National Laboratory, National Aeronautics and Space Administration) This dataset provides information on greenhouse gases and human-produced air pollution, including atmospheric concentrations of carbon dioxide (CO2), methane (CH4), tropospheric ozone (O3), and black carbon (BC) aerosols, collected during airborne campaigns conducted by NASA's Atmospheric Tomography (ATom) mission. This dataset...
Battery test data – fast formation study
Post, September 29, 2026 • (University of Michigan) The goal of this research is to investigate the impact of fast formation protocol on battery lifetime. The dataset has also been used to explore data-driven approaches in battery lifetime estimation (manuscript under review). Source code used to generate the results for this work has been included....
BuildingsBench: A Large-Scale Dataset of 900K Buildings and Benchmark for Short-Term Load Forecasting
Post, September 29, 2026 • (National Laboratory of the Rockies) Buildings-900K can be used for pretraining models on day-ahead STLF for residential and commercial buildings. The specific gap it fills is the lack of large-scale and diverse time series datasets of sufficient size for studying pretraining and finetuning with scalable machine learning models. Buildings-900K consists...
CASAS Smart Home dataset – free living, motion, door, activity labels
Post, September 29, 2026 • (Washington State University) This dataset represents ambient data collected longitudinally in 189 community homes. The data are collected over 18 years, from 2007 to 2024. This is a resource for analyzing naturalistic behavior in a home and building activity recognition models that operate in the wild. Data are collected continuously...
CASAS Smart Home dataset – scripted activities, performed separately and collaboratively by multiple residents
Post, September 29, 2026 • (Washington State University) This dataset represents sensor events collected in the CASAS smart apartment testbed at Washington State University. Data are collected for 26 pairs of participants, 52 participants in total. Each file represents two participants, Person A and Person B, in the apartment at the same time performing fifteen...
CASAS Smart Home dataset – scripted activities, separated and interweaved
Post, September 29, 2026 • (Washington State University) This dataset represents sensor events collected in the CASAS smart apartment testbed at Washington State University. The data represents participants performing eight iADL (instrumental ADL) activities in the apartment. The participants first perform each task separately (the data is stored in separate files for each activity) then...
CASAS Smart Home dataset – scripted activities, with and without activity errors
Post, September 29, 2026 • (Washington State University) These two datasets represent sensor events collected in the CASAS smart apartment testbed at Washington State University. In both sets of data, ambient sensor readings are collected while 20 participants performing five ADL activities in the apartment. This resource is valuable for designing and validating activity recognition...
CERTS Microgrid Test Bed Demonstration Data
Post, September 29, 2026 • (Lawrence Berkeley National Laboratory, University of Wisconsin, Advanced Microgrid Systems, American Electric Power, Sandia National Laboratories, Ohio State University) The objective of the CERTS Microgrid Test Bed Demonstration, which was hosted by American Electric Power, was to enhance the ease of integrating small energy sources into a microgrid. The project...
Chemical Transport Model Simulations of Organic Aerosol in Southern California: Model Evaluation and Gasoline and Diesel Source Contributions
Post, November 13, 2025 • (U.S. Environmental Protection Agency) Gasoline- and diesel-fueled engines are ubiquitous sources of air pollution in urban environments. They emit both primary particulate matter and precursor gases that react to form secondary particulate matter in the atmosphere. In this work, we use experimentally derived inputs and parameterizations to predict concentrations and...
Chemical, Calcium Phosphate Cements for Geothermal Wells – Corrosion Protection, Bond Strength and Matrix Self-Healing
Post, November 13, 2025 • (Brookhaven National Laboratory) The data set shows performance of economical calcium phosphate cement (Fondu) blended with fly ash, class F (FAF) in carbon steel corrosion protection tests (corrosion rate, corrosion current and potential), bond- and matrix strength, as well as matrix strength recovery after imposed damage at 300C. The corrosion...
Chiller operation data set
Post, September 29, 2026 • (American Society of Heating, Refrigerating, and Air-Conditioning Engineers) The ASHRAE RP-1043 dataset comes from a research project by the American Society of Heating, Refrigerating, and Air-Conditioning Engineers (ASHRAE) and focuses on the fault diagnosis of chillers. It records the operating parameters of chillers under different fault conditions, including temperature, pressure,...
Code for “Mapping the Global Flow of Fiber-Reinforced Polymer Composites and Supply Chain Energy Requirements”
Post, November 13, 2025 • (University of Michigan) We implemented Bayesian inference (BI)-based material flow analysis (MFA) on the global fiber reinforced polymer composite supply chain to quantify the material and energy efficiency of the supply chain. The code contains necessary functions to generate a BI-based MFA model structure and run posterior sampling using a...
Colorado Electrical Transmission Grid
Post, September 29, 2026 • (Flint Geothermal LLC) This layer contains transmission network of Colorado as released by Xcel Energy. Link to Dataset Colorado Electrical Transmission GridDate last updated: 2012
Communities with power plants
Post, November 13, 2025 • (Sandia National Laboratories) Raw data in excel format to be submitted as supplemental material as part of a journal article submission titled “Distributional Health Impacts of Replacing Power-Plants with Energy Storage and PV” These data include a list of census tracts in the continental U.S., the number, total capacity, and...
Compilation of Geospatial Data (GIS) for the Mineral Industries and Related Infrastructure of Africa
Post, November 13, 2025 • (U.S. Geological Survey) This geodatabase reflects the U.S. Geological Survey’s (USGS) ongoing commitment to its mission of understanding the nature and distribution of global mineral commodity supply chains by updating and publishing the georeferenced locations of mineral commodity production and processing facilities, mineral exploration and development sites, and mineral commodity...
Compilation of Geospatial Data (GIS) for the Mineral Industries and Related Infrastructure of Select Countries in Southwest Asia
Post, November 13, 2025 • (U.S. Geological Survey) The U.S. Geological Survey (USGS) has compiled a geodatabase containing mineral-related geospatial data for 10 countries of interest in Southwest Asia (area of study): Afghanistan, Cambodia, Laos, India, Indonesia, Iran, Nepal, North Korea, Pakistan, and Thailand. The data can be used in analyses of the extractive fuel...
Compilation of Geospatial Data (GIS) for the Mineral Industries and Related Infrastructure of the People’s Republic of China
Post, November 13, 2025 • (U.S. Geological Survey) The U.S. Geological Survey (USGS) has compiled a geodatabase containing mineral-related geospatial data for the People's Republic of China. The data can be used in analyses of the extractive fuel and nonfuel mineral industries and related economic and physical infrastructure integral for the successful operation of the...
Compilation of Geospatial Data (GIS) for the Mineral Industries of Select Countries in the Indo-Pacific
Post, November 13, 2025 • (U.S. Geological Survey) The U.S. Geological Survey (USGS) has compiled a geodatabase containing mineral-related geospatial data for 19 countries of interest in the Indo-Pacific region (area of study): Bangladesh, Bhutan, Brunei, Burma, Fiji, Malaysia, Mongolia, Nauru, New Caledonia, New Zealand, Papua New Guinea, Philippines, Singapore, Solomon Islands, South Korea (Republic...
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