The luminaire life cycle inventory (LCI) template ( see zip file ) is closely aligned with the soon-to-be-published North American product category rules (PCRs). This template enhances accuracy in data collection by providing a comparable and open-source framework. By utilizing the template, product...

The scope of the Heating Ventilation Air Conditioning (HVAC) Life Cycle Inventory (LCI) template ( see zip file ) may apply to a broad range of HVAC systems. HVAC systems are defined by ASHRAE as “the equipment, distribution systems, and terminals that provide, either collectively or individually...

This repository contains data and code for the experiments run in the paper "Understanding Generative AI Content with Embedding Models" ( https://arxiv.org/abs/2408.10437 ). DataBase POC: Max Vargas (max.vargas@pnnl.gov) The data is separated by experiment: A. The `stack_exchange` dataset contains a...

Please cite as : Josué A. Rodríguez-Ramos, Amy E. Zimmerman, Ruonan Wu, Sheryl Bell, Trinidad Alfaro, Kirsten Hofmockel, William C. Nelson. 2025. Inter-Kingdom Viral Interactions. [Data Set] PNNL DataHub. https://doi.org/10.25584/2583337 This data is published under a CC0 license . The authors...

Please cite as : Robert E. Danczak, Sheryl Bell, Evan Warburton, Trinidad Alfaro, Kirsten Hofmockel, Amy E. Zimmerman, William C. Nelson, 2025. Prokaryotic and eukaryotic interactions along a moisture gradient . [Data Set] PNNL DataHub. https://doi.org/10.25584/2574929 This data is published under a...

Please cite as : Authors. Year. PNNL MCPC Characterization Round 3. [Data Set] PNNL DataHub. DOI This data is published under a CC0 license . The authors encourage data reuse and request attribution by referencing the above citations for the data package. Principal Researcher: Dr. Erin Barker...

Please cite as : Authors. Year. PNNL MCPC Characterization Round 2. [Data Set] PNNL DataHub. DOI This data is published under a CC0 license . The authors encourage data reuse and request attribution by referencing the above citations for the data package. Principal Researcher: Dr. Erin Barker...

Friction Stir Welding Processing Friction Stir Welding (FSW) is a solid-phase joining process achieved by spinning a tool and plunging it into the weld site. Frictional heating and material deformation enable the formation of a plasticized region below the tool shoulder called the stir-zone. The FSW...

Please cite as : Authors. Year. PNNL MCPC Characterization Round 1. [Data Set] PNNL DataHub. DOI This data is published under a CC0 license . The authors encourage data reuse and request attribution by referencing the above citations for the data package. Principal Researcher: Dr. Erin Barker...

Please cite as : Reichart N.J., S.L. Bell, V.A. Garayburu-Caruso, N.C. Sadler, S. Zhao, and K.S. Hofmockel. 2025. Moisture Effect on Chitin Decomposition Biogeochemistry. [Data Set] PNNL DataHub. https://doi.org/10.11578/2572145 This data is published under a CC0 license . The authors encourage data...

Uninterrupted access to electricity is critical to the safety and security of American households. More frequent and extreme emergency events increase outages across the country, disproportionately impacting vulnerable communities that experience the most frequent and longest outages, are most...

Understanding how chemical exposure varies with and between people over time is a critical component of characterizing the exposome—the totality of exposures over the lifespan. However, this remains an understudied aspect of exposomic research. Our objective was to investigate trends in variability...

Created 2025-06-03T23:16:59+00:00 by LN Anderson Integrative SP3 Workflow for Multi-PTM Proteomics Profiling (PPI-TZ-DP0) The purpose of this experiment was to evaluate a new standardized method approach for proteomics sample processing designed to facilitate multiplexed quantification of protein...

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...

Irradiated/Irradiated_Calibrate/Iradiated_FL_TOPO_Meta • Performance metrics for all irradiated models in file starting with “all_notebooks” • Defect information within each model folder in csv files ending in “defects” and “defects_truth”, with “truth” for predicted images • Ripley results within...