Post, August 7, 2026 • (National Institute of Standards and Technology) This dataset includes the files pertaining to a 3D additive manufacturing experiment performed on the Additive Manufacturing Metrology Testbed (AMMT) by Ho Yeung on July 11, 2019. The experiment included 55 separate laser scanned 'pads' created on a bare-metal plate. Each pad corresponds to...
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Process Monitoring Dataset from the Advanced Manufacturing Metrology Testbed (AMMT): 3D Scan Strategies
Post, August 7, 2026 • (National Institute of Standards and Technology) This dataset includes the files pertaining to a 3D additive manufacturing build performed on the Additive Manufacturing Metrology Testbed (AMMT) by Ho Yeung on July 8, 2018. The files include the input command files and in-situ process monitoring data, and metadata. This data is...
Process-structure-properties investigations for laser powder bed fused IN718 in the as-built condition
Post, August 7, 2026 • (National Institute of Standards and Technology) This data repository provides a central location for a body of work using one build of nickel-based alloy 718 (IN718) material and resulted in three different studies. The IN718 parts were manufactured by laser powder bed fusion using a range of laser energy densities...
PV Module Operating Temperature Data
Post, November 13, 2025 • (Sandia National Laboratories, others) The Photovoltaic Systems Evaluation Laboratory (PSEL) at Sandia National Laboratories (SNL) in Albuquerque, NM has an extensive test site where PV modules and other system components are deployed and monitored for testing and evaluation. For this dataset PV Performance Labs has assembled one year of measurements...
PV Performance Modeling – Data and Resources
Post, November 13, 2025 • (Sandia National Laboratories) The Photovoltaic (PV) Performance Modeling Collaborative (PVPMC) organized a blind PV performance modeling intercomparison to allow PV modelers to blindly test their models and modeling ability against real system data. Measured weather and irradiance data were provided along with detailed descriptions of PV systems from two locations...
RAIICE Cycle 1 Enhanced Monitoring Dataset Catalog
Page • Filter by Category: Composite Materials Data Corrosion Data Cybersecurity Research Emissions Signatures Data Energy Data High-fidelity Simulation Data Human-AI Teaming Materials Data Photovoltaic Data Supply Chain Data Weather Data Filter by Source: Argonne National Laboratory Brookhaven National Laboratory Carnegie Mellon University, others Department of Energy General Services Administration Agency Idaho...
RAIICE Cycle 2 Advanced Manufacturing Dataset Catalog
Page • Filter by Category: Additive Manufacturing Cybersecurity & Anomaly Detection Data Formats, Ingestion Tools & Best Practices Documentation & Knowledge Management High-Fidelity Simulation Data Imaging & Visual Data Materials Data Materials Testing & Qualification Data Model Validation & Benchmarking Data Operations & Supply Chain Data Sensor & Time-Series Data Simulation &...
RAIICE Cycle 3 Energy Lifecycle Dataset Catalog
Page • Filter by Category: Battery & Energy Storage Data Building, HVAC, & Data Center Operations Data Energy-Water Nexus Data Grid Operational Data Grid Optimization Data Grid Planning Data Image, Thermal, & Sensor Data for Asset Inspection Microgrid & Wildfire-Related Data Oil, Gas, Methane, & Flaring Data Seismic & Subsurface Data Smart...
RAIICE Data Catalog
Page • RAIICE Data Catalog Summary Through our interactions with RAIICE partners during the Ideathon process, we have identified a key challenge in the AI/ML domain: while there is an abundance of available data, locating the relevant datasets can be difficult. To address this issue, we have developed a "card catalog" repository...
Rare Earth Element (REE), Critical Mineral, and Geochemical Characterization of Manganese Oxide Ore Deposits in the Appalachian Mountains of Tennessee, Virginia, and West Virginia
Post, November 13, 2025 • (U.S. Geological Survey) Manganese is a designated critical mineral, being industrially utilized for producing steel and batteries, including in the production of electric vehicles (Rozelle et al., 2021). The eastern United States hosts hundreds of manganese oxide mines that served steel production until their abandonment in the mid-twentieth century (Pegau,...
Rare Earth Element (REE), Critical Mineral, and Geochemical Characterization of Manganese Oxide Ore Deposits in the Virginia Piedmont and Valley Ridge
Post, November 13, 2025 • (U.S. Geological Survey) Manganese is a designated critical mineral, being industrially utilized for producing steel and batteries, including in the production of electric vehicles (Rozelle and others, 2021). The eastern United States hosts hundreds of manganese oxide mines that served steel production until their abandonment in the mid-twentieth century (Pegau,...
Reference Knowledge Graphs of STEP and QIF Data for a Three-Part Box Assembly
Post, August 7, 2026 • (National Institute of Standards and Technology) This dataset provides reference ontologies that were translated from product design and inspection data from the National Institute of Standards and Technology (NIST) Smart Manufacturing Systems (SMS) Test Bed. The examples represents a three-component assembly of a box, machined from Aluminum, and has a...
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...
Regional Climate Model simulations
Post, November 13, 2025 • (University of Michigan) Included are RegCM simulations driven by three different types of boundary conditions 1. ERA - present day only (1979-2005) 2. GFDL - present day (1978-2005) and future (2041-2065) 3. HadGEM - present day (1978-2005) and future (2041-2065) Each directory has three files with monthly averaged values: ATM:...
Relative Humidity
Post, August 7, 2026 • (National Ecological Observatory Network) Relative humidity, temperature, and dew or frost point temperature, available as one- and thirty-minute averages of 1 Hz observations. Observations are made by sensors located at the top of the tower infrastructure, in the soil array, and on the aquatic meteorologic station. Link to Dataset Relative...
Residual Stress Measurements via Neutron Diffraction of Additive Manufactured Stainless Steel 17-4 PH
Post, August 7, 2026 • (Harvard University) Neutron diffraction was employed to measure internal residual stresses at various locations along stainless steel (SS) 17-4 PH specimens additively manufactured via laser-powder bed fusion (L-PBF). Of these specimens, two were rods (diameter = 8 mm, length = 80 mm) built vertically upward and one a parallelepiped (8...
Revised Kimberlina Groundwater Simulations
Post, August 7, 2026 • (Lawrence Livermore National Laboratory) Kimberlina Groundwater Qaulity Simulations (Version 3: 2015 October) by Lawrence Livermore National Laboratory. Submitted to the EDX team at the National Energy Technology Laboratory for research use. This dataset contains 562 updated groundwater quality simulations based on the Kimberlina site. It is a six-layer model including...
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...
Sample Purchasing/Supply Chain Data
Post, August 7, 2026 • (National Institute of Standards and Technology) Sample purchasing data containing information on suppliers, the products they provide, and the projects those products are used for. Data created or adapted from publicly available sources. Link to Dataset Sample Purchasing/Supply Chain DataDate last updated: January 10, 2022
Sandia Mechanics Challenge 2023 Information Packet
Post, November 13, 2025 • (Sandia National Laboratories) The Sandia Mechanics Challenge (SMC) provides the solid-mechanics community a forum for assessing its ability to predict mechanical behavior in structures and materials through a blind, round-robin format. Computationalists are asked to predict the behavior of an unfamiliar geometry given experimental calibration data, their predictions are compared...
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...
SDNET2021: Annotated NDE Dataset for Structural Defects
Post, November 13, 2025 • (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. Common structural defects, such as cracks, delamination, spalling, rebar corrosion, etc. are commonly detected...
Segmented high-resolution transmission electron microscopy images of nanoparticles
Post, August 7, 2026 • (Lawrence Berkeley National Laboratory, University of California Berkeley) A collection of high-resolution transmission electron microscopy (HRTEM) images of crystalline nanoparticles on amorphous substrates and their corresponding segmentation maps, including 407 raw camera images and segmentation maps; as well as 13 curated datasets created from this larger repository. Link to Dataset...
SEM Image
Post, August 7, 2026 • (Idaho National Laboratory) Materials qualification of reactor structural materials is a critical step in rapid implementation of advanced nuclear reactor technologies, particularly to assess the corrosion performance in these designs. Accelerated qualification of reactor structural materials requires incorporating powerful computational toolsets, such as phase field modelling in the Multiphysics Object-Oriented...
Shell Commands Used by Participants of Hands-on Cybersecurity Training
Post, November 13, 2025 • (University of California, Irvine) We present a dataset of 21459 shell commands from 275 participants who attended cybersecurity training and solved assignments in the Linux terminal. Each acquired data record contains a command with its arguments and metadata, such as a timestamp, working directory, and host identification in the emulated...
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