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Long-Run Marginal Emission Rates for Electricity Workbooks for 2022 Cambium Data
These workbooks contain modeled estimates of long-run marginal emission rates (LRMER) for the contiguous United States. A LRMER is an estimate of the rate of emissions that would be either induced or avoided by a change in electric demand, taking into account how the change could ...
Gagnon, P. et al National Renewable Energy Laboratory
Jan 15, 2023
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2 Resources
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Tanana River Transects August 2010
As part of the initial site investigation for the Tanana River near Nenana, Alaska, a set of transects was completed on August 10th, 2010. This data was collected with a Rio Grande 1200 Teledyne ADCP the same year the initial bathymetry was collected. This set of transects includ...
DUVOY, P. University of Alaska Fairbanks
Aug 10, 2010
5 Resources
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5 Resources
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U.S. Solar Photovoltaic System and Energy Storage Cost Benchmarks: Q1 2021
NREL has been modeling U.S. solar photovoltaic (PV) system costs since 2009. This year, our report benchmarks costs of U.S. PV for residential, commercial, and utility-scale systems, with and without storage, built in the first quarter of 2021 (Q1 2021). The methodology includes b...
Ramasamy, V. and Feldman, D. National Renewable Energy Laboratory
Nov 08, 2021
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2 Resources
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SeaRAY Autonomous Offshore Power System Final Report
This report documents the full lifecycle of the SeaRAY Autonomous Offshore Power System (AOPS) project, detailing the design, development, testing, deployment, and recovery of a novel low-power wave energy system intended for remote, non-grid applications. The report includes tech...
Hammagren, E. et al Columbia Power Technologies, Inc.
Jun 26, 2025
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WaterTAP-REFLO Simulations of Solar Energy Integrated Desalination Systems for KBHDP and Permian Basin Case Studies
This submission includes model simulations for several solar-integrated desalination water treatment systems. The simulations revolve around two different case studies: Kay Bailey Hutchinson Desalination Plant (KBHDP) and Permian Basin Produced Water (Permian)
There is one folder...
Sitterley, K. et al National Renewable Energy Laboratory
Aug 01, 2025
5 Resources
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5 Resources
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TEAMER: Wave Energy Converter SIMulator (WEC-SIM) Support for an Adaptive Wave Energy Converter by Ocean Motion Technologies
Scripts from project git repo + tutorial slide deck generated for the TEAMER RFTS 1 (request for technical support) collaborative project between Ocean Motion Technologies, Inc. and Sandia National Laboratories + National Renewable Energy Laboratory. The project simulates an adapt...
Keester, A. et al Ocean Motion Technologies, Inc.
Jan 29, 2021
4 Resources
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4 Resources
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Dataset of Generative AI Workload Power Profiles
This dataset provides a collection of high-resolution (5/10 Hz or every 0.2/0.1 seconds) power consumption profiles for generative artificial intelligence (GenAI) workloads executed on NLR's High Performance Computing (HPC) platform Kestrel. The dataset also includes examples of r...
Vercellino, R. et al National Laboratory of the Rockies
Mar 31, 2026
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Data supporting the manuscript "Nanometer Scale Imaging to Develop Quantitative Descriptors of Bipolar Membrane Junction Structure"
This dataset contains atomic force microscopy images associated with the manuscript "Nanometer Scale Imaging to Develop Quantitative Descriptors of Bipolar Membrane Junction Structure" by Maria Kelly, Emily R. Dunn, Ellis A. Spickermann, Josephine N. Gruber, CĂ©sar A. Lasalde-RamĂ...
Kelly, M. et al National Laboratory of the Rockies, University of Colorado Boulder
Jun 24, 2026
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Guam Meteorology, Energy, and Transmission (MET) Toolkit
The Guam Meteorology, Energy, and Transmission (MET) Toolkit is the National Laboratory of the Rockies' (NLR) high-fidelity atmospheric dataset purpose-built to support long-term power system planning and operations across the Guam Islands. This product delivers a unified, geometr...
Bodini, N. National Laboratory of the Rockies (NLR)
Sep 25, 2026
4 Resources
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Reference Model 3 Scaled Geometry (RM3: Wave Point Absorber)
Contains the Reference Model 3 (RM3) scaled scale geometry files of the Wave Point Absorber, developed by the Reference Model Project (RMP). These scaled geometry files are saved as SolidWorks assembly, IGS, and STEP files, and require a CAD program to view. The scaled RM3 device ...
Neary, V. et al Sandia National Laboratories
Sep 30, 2014
7 Resources
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7 Resources
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Turbine Lander Deployment in Sequim Bay (2023-2024): Optical and Sonar Records of Animal Interactions
This dataset contains environmental monitoring data collected during the deployment of the Turbine Lander, a small-scale vertical-axis, cross-flow turbine (1.19 m x 0.85 m) in the inlet to Sequim Bay, Washington. The turbine was deployed for 141 days between October 2023 and March...
Bassett, C. and Cotter, E. University of Washington Applied Physics Laboratory
Mar 07, 2024
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H2@Scale Hydrogen Economic Potential Supply and Demand Locations
This data release provides estimates of hydrogens economic potential for possible hydrogen applications and production technologies by geographic location for various scenarios, as described in "The Technical and Economic Potential of the H2@Scale Concept within the United States"...
Ruth, M. et al National Renewable Energy Laboratory
Oct 01, 2020
5 Resources
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5 Resources
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United States Hydrogen Potential From Renewable Resources
Estimate the potential for producing hydrogen from key renewable resources (onshore wind, solar photovoltaic, and biomass) by county for the United States. This study was conducted to estimate the potential for producing hydrogen from key renewable resources (onshore wind, solar p...
Milbrandt, A. National Renewable Energy Laboratory
Nov 25, 2014
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2024 Standard Scenarios: A U.S. Electricity Sector Outlook
This data corresponds to the 2024 Standard Scenarios report, which contains a suite of forward-looking scenarios of the possible evolution of the U.S. electricity sector through 2050.
These files contain modeled projections of the future. Although we strive to capture relevant p...
Gagnon, P. et al National Renewable Energy Laboratory (NREL)
Dec 30, 2024
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7 Resources
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Reverse Osmosis Simulation Data
This dataset consists of computational fluid dynamics (CFD) output for various spacer configurations in a feed-water channel in reverse osmosis (RO) applications. Feed-water channels transport brine solution to the RO membrane surfaces. The spacers embedded in the channels help im...
Nadakkal Appukuttan, S. et al National Renewable Energy Lab NREL
Apr 22, 2024
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Catalyst Design in Nitrate Removal
Based on the volcano plot developed by Dr. Goldsmith group (Report linked in submission), we utilized DFT (density functional theory) calculations to search for bimetallic materials in the application of catalysts in aqueous nitrate removal. The calculations are conducted via the ...
Wang, D. and Jain, A. Lawrence Berkeley National Laboratory
Dec 01, 2021
7 Resources
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7 Resources
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TEAMER: MADWEC Techno-Economic Analysis
The objective of this project was for the facility to conduct a techno-economic assessment (TEA) of the Maximal Asymmetric Drag Wave Energy Converter (MADWEC), developed by the University of Massachusetts Dartmouth (UMass Dartmouth). MADWEC is used for powering remote monitoring a...
Ortega, T. and Baca, E. National Renewable Energy Laboratory
Mar 08, 2024
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M3 Wave DMP/APEX WEC Final Technical Report
This project successfully developed methods for numerical modeling of sediment transport phenomena around rigid objects resting on or near the ocean floor. These techniques were validated with physical testing using actual sediment in a large wave tank. These methods can be applie...
Morrow, M. et al M3 Wave
May 31, 2018
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Big Box Retail Grocery Store and Electric Vehicle Station Load Profiles
This dataset includes yearlong, one-minute resolution time series profiles for the big box retail grocery stores stores simulated in Phoenix, Houston, Denver, and Minneapolis, as well as electric vehicle charging time series profiles for the various ports, charging levels, and sta...
Gilleran, M. et al National Renewable Energy Laboratory
Oct 22, 2021
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RANS Simulation RRF of Single Lab-Scaled DOE RM1 MHK Turbine
Attached are the .cas and .dat files for the Reynolds Averaged Navier-Stokes (RANS) simulation of a single lab-scaled DOE RM1 turbine implemented in ANSYS FLUENT CFD-package.
The lab-scaled DOE RM1 is a re-design geometry, based of the full scale DOE RM1 design, producing same p...
Javaherchi, T. et al University of Washington
Apr 15, 2014
3 Resources
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StingRAY Structural Optimization Final Technical Report
The overall project objective is to materially decrease the leveled cost of energy (LCOE) of the Columbia Power (CPower) StingRAY utility-scale wave energy converter (WEC). This will be achieved by reducing structural material and manufacturing costs and increasing energy output. ...
Lenee-Bluhm, P. Columbia Power Technologies, Inc.
Aug 05, 2020
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Hawaii Meteorology, Energy, and Transmission (MET) Toolkit
The Hawaii Meteorology, Energy, and Transmission (MET) Toolkit is the National Laboratory of the Rockies' (NLR) high-fidelity atmospheric dataset purpose-built to support long-term power system planning and operations across the Hawaiian Islands. Serving as the successor to the le...
Bodini, N. National Laboratory of the Rockies (NLR)
May 11, 2026
4 Resources
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4 Resources
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Distribution Asset and Cost Database
The National Laboratory of the Rockies' Distribution Asset and Cost Database contains electrical asset properties and cost information for different components that are critical to all elements of electric power delivery.The recent database release focuses on critical hardware ass...
McKenna, K. et al National Laboratory of the Rockies
Oct 22, 2026
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Energy Appliance Data 2009-2010
Datasets for residential appliances energy usage/efficiency. The Federal Trade Commission (FTC) collects manufacturer data about the energy use and efficiency of appliances. All of the data was submitted by manufacturers under the FTC's Appliance Labeling Rule (see "FTC Appliance ...
Trade Commission, F. National Renewable Energy Laboratory
Jul 29, 2014
19 Resources
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19 Resources
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Reference Site Condition Datasets for Floating Wind Arrays in the United States
Floating offshore wind farm design is highly site-specific, requiring detailed information about the specific conditions of a project area for realistic design studies. Unfortunately, publicly available site condition data for potential floating offshore wind project sites in the ...
Biglu, M. et al National Renewable Energy Laboratory
Aug 02, 2024
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4 Resources
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