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OPFLearnData: Dataset for Learning AC Optimal Power Flow
The datasets are resulting from OPFLearn.jl, a Julia package for creating AC OPF datasets. The package was developed to provide researchers with a standardized way to efficiently create AC OPF datasets that are representative of more of the AC OPF feasible load space compared to t...
Joswig-Jones. . et al National Renewable Energy Laboratory
Oct 26, 2021
12 Resources
0 Stars
Publicly accessible
12 Resources
0 Stars
Publicly accessible
Verdant Power Gen5 KHPS and TriFrame System Content Models
This submission includes the Component Content Model for Verdant Power TriFrame and the System Content Model for Verdant Power TriFrame + 3 Gen5 KHPS Turbines. The TriFrame is the foundation component of the system, which consists of a TriFrame + 3 Gen5 KHPS Turbines (TF+3T).
Corren, D. et al Verdant Power Inc.
Jul 05, 2018
2 Resources
0 Stars
Publicly accessible
2 Resources
0 Stars
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Interregional Renewable Energy Zones
Interregional Renewable Energy Zones (IREZs) are a component of the National Transmission Planning Study (NTPS), which analyzes strategies for building out transmission infrastructure to support decarbonizing the electricity sector by 2035. In particular, IREZs envision long-dista...
Hurlbut. . et al Strategic Energy Analysis Center
Sep 02, 2022
13 Resources
0 Stars
Publicly accessible
13 Resources
0 Stars
Publicly accessible
Long-Run Marginal Emission Rates for Electricity Workbooks for 2021 Cambium Data
These workbooks contain modeled estimates of long-run marginal emission rates (LRMER) for the contiguous United States. The LRMER is an estimate of the rate of emissions that would be either induced or avoided by a long-term (i.e., more than several years) change in electrical dem...
Gagnon. . et al National Renewable Energy Laboratory
Jan 05, 2022
4 Resources
0 Stars
Publicly accessible
4 Resources
0 Stars
Publicly accessible
United States Land-based Wind Representative Profiles 2007-2013 & 2015-2023
This data packet contains hourly generation profiles (representative profiles) for land-based wind across the contiguous United States. Hourly representative generation profiles are available for each reV supply curve site (~53,000 sites) which represents about 11.5 KM x 11.5 KM s...
Geospatial Data Science, N. National Renewable Energy Laboratory (NREL)
Jun 16, 2025
20 Resources
0 Stars
Publicly accessible
20 Resources
0 Stars
Publicly accessible
SmartGrid.gov Quarterly Data Summaries
This dataset represents a historical repository of all the numerical data from the smartgrid.gov website condensed into spreadsheets to enable analysis of the data. Below are a couple of things worth noting:
* The data visible on the smartgrid.gov website is dynamic. As new d...
Lewis, J. and SmartGrid.gov, . National Renewable Energy Laboratory
Nov 25, 2014
6 Resources
0 Stars
In curation
6 Resources
0 Stars
In curation
LCOE Content Model for the Heaving Point Absorber Buoy
This is the LCOE analysis spreadsheet and content model for the heaving point absorber buoy developed for controls purposes. The cost assessment was done on a wave-farm of 100-units.
Previsic, M. and Karthikeyan, A. Re Vision Consulting
Jul 14, 2017
3 Resources
0 Stars
Publicly accessible
3 Resources
0 Stars
Publicly accessible
State Estimation for advanced control of wave energy converters
A report on state estimation for advanced control of wave energy converters (WECs), with supporting data models and slides from the overview presentation. The methods discussed are intended for use to enable real-time closed loop control of WECs.
Coe, R. and Bacelli, G. Sandia National Laboratories
Apr 25, 2017
6 Resources
0 Stars
Publicly accessible
6 Resources
0 Stars
Publicly accessible
Proved Natural Gas Reserves: 2010
CIA: World Factbook assessment of proved reserves
of natural gas in cubic meters (cu m). Proved reserves are those
quantities of natural gas, which, by analysis of geological and
engineering data, can be estimated with a high degree of confidence to
be commercially recov...
Weers, J. and (CIA), C. National Renewable Energy Laboratory
Dec 31, 2009
3 Resources
0 Stars
In curation
3 Resources
0 Stars
In curation
Proved Oil Reserves: 2010
CIA: World Factbook assessment of proved reserves of crude oil in barrels
(bbl). Proved reserves are those quantities of petroleum which, by
analysis of geological and engineering data, can be estimated with a
high degree of confidence to be commercially recoverable from a ...
Weers, J. and (CIA), C. National Renewable Energy Laboratory
Dec 31, 2009
3 Resources
0 Stars
In curation
3 Resources
0 Stars
In curation
Municipal Franchise Agreements and Energy Objectives
This data set includes franchise agreement-related information from 3,538 municipalities nationwide including data on franchise length, fees, agreement language, and energy objectives.
Cook and GrunwaldNational Renewable Energy Laboratory
Dec 04, 2019
1 Resources
0 Stars
Publicly accessible
1 Resources
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Publicly accessible
United State Utility-Scale Solar PV Representative Profiles 1998-2023
This data packet contains hourly generation profiles (representative profiles) for utility-scale PV across the contiguous United States. Hourly representative generation profiles are available for each reV supply curve site (~60,000 sites) which represents about 11.5 KM x 11.5 KM ...
Geospatial Data Science, N. National Renewable Energy Laboratory (NREL)
Jun 14, 2025
29 Resources
0 Stars
Publicly accessible
29 Resources
0 Stars
Publicly accessible
Admiralty Inlet, WA Tidal Currents
Acoustic Doppler Current Profiler (ADCP) data from seafloor tripods in Admiralty Inlet, Puget Sound, Washington. Data collected from April 2009 through December 2012.
When using the data, please cite the J. Oceanic Eng. paper included in this submission, and please contact Jim Tho...
Thomson, J. Northwest National Marine Renewable Energy Center
Apr 01, 2009
15 Resources
0 Stars
Publicly accessible
15 Resources
0 Stars
Publicly accessible
WIND Toolkit Offshore Summary Dataset
This dataset contains summary statistics for offshore wind resources for the continental United States derived from the Wind Integration National Datatset (WIND) Toolkit. These data are available in two formats:
GDB Compressed geodatabases containing statistical summaries align...
Draxl. . et al National Renewable Energy Laboratory
Jul 21, 2017
7 Resources
0 Stars
Publicly accessible
7 Resources
0 Stars
Publicly accessible
Pacific Marine Energy Center, OR South Energy Test Site, Wave Measurements
TRIAXYS data from the NNMREC-SETS, for Nov. 2014 Jan. 2015, and May 2015 Dec. 2015. The data consists of: Date, Time, significant wave height (1 hour average), significant wave period (1 hour average).
Von, A. Northwest National Marine Renewable Energy Center
Jun 06, 2016
1 Resources
0 Stars
Publicly accessible
1 Resources
0 Stars
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Caerbannog Point Clouds
The Caerbannog Point Clouds provide point-sampled 3D models occluded in clouds of points. We synthesized the 3D point clouds from polygonal models, point-sampling the models and surrounding them in a point cloud such that the shape of the model is occluded in any 2D projection. We...
Raghupathi. . et al National Renewable Energy Laboratory
Dec 01, 2020
6 Resources
0 Stars
Publicly accessible
6 Resources
0 Stars
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ALFA Biological Monitoring Density Values South Energy Test Site, Newport, Oregon
Density values from active acoustic measurements at South Energy Test Site. This data correspond to a bottom mounted upward-looking WBAT, deployed from April 19th to September 30th. Samples (175 pings) were collected hourly at 1Hz.
Horne, J. Northwest National Marine Renewable Energy Center
Apr 11, 2017
2 Resources
0 Stars
Publicly accessible
2 Resources
0 Stars
Publicly accessible
Modeled Electricity Demand Profiles for Electric Port Cargo Handling Equipment in the United States
Electric port cargo handling equipment (eCHE) hourly load datasets for the top 25 U.S. cargo airports (by tonnage), as described in Polemis et al. (2025).Please cite as:Polemis, Katerina, Andrew Kotz, Kara Podkaminer, and Brennan Borlaug. 2025. Hourly Load Profile Dataset for Elec...
Polemis. . et al National Renewable Energy Laboratory
May 12, 2025
2 Resources
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Publicly accessible
2 Resources
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Excavationless Exterior Foundation Insulation Field Study Minnesota
The NorthernSTAR Building America Partnership team implemented an innovative, minimally invasive foundation insulation upgrade technique on an existing home. The approach consisted of using hydrovac excavation technology combined with a liquid insulating foam. Two houses were orig...
Jacobson, R. et al University of Minnesota NorthernSTAR Building America Partnership
Apr 27, 2016
11 Resources
0 Stars
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11 Resources
0 Stars
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Coordinated Control of Tidal Cross-flow Turbines
Initial laboratory experiments with coordinated phase control of cross-flow turbines in a dense array.
Polagye, B. University of Washington
Dec 06, 2016
5 Resources
0 Stars
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5 Resources
0 Stars
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Modeled Electricity Demand Profiles for Electric Transit Bus Depots in the United States
Hourly one-week electricity demand profiles for electric transit bus depots in the United States, as described in Liu et al. (2025).Please cite as:Liu, Bo, Tim Jonas, Kara Podkaminer, and Brennan Borlaug. 2025. Hourly Load Profile Dataset for Electric Transit Bus Depots in the Uni...
Liu. . et al National Renewable Energy Laboratory
May 12, 2025
2 Resources
0 Stars
Publicly accessible
2 Resources
0 Stars
Publicly accessible
Advanced Direct-Drive Generator for Improved Availability of Oscillating Wave Surge Converter Power Generation Systems: 1hp 300rpm Axial-Flux Magnetically Geared Generator Test Data
Static torque and no load test data for a 1hp, 300rpm axial-flux magnetically geared generator prototype developed by Texas A&M EMPE Lab.
Toliyat, H. et al ABB Inc.
May 02, 2017
1 Resources
0 Stars
Publicly accessible
1 Resources
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Advanced Direct-Drive Generator for Improved Availability of Oscillating Wave Surge Converter Power Generation Systems: 10hp 30rpm Radial-Flux Magnetically Geared Generator Test Data
Static torque, no load, constant speed, and sinusoidal oscillation test data for a 10hp, 300rpm magnetically-geared generator prototype using either an adjustable load bank for a fixed resistance or an output power converter.
Ouyang, W. and Tchida, C. ABB Inc.
May 02, 2017
1 Resources
0 Stars
Publicly accessible
1 Resources
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Modeled Electricity Demand Profiles for Electric Airport Ground Support Equipment in the United States
Electric airport ground support equipment (eGSE) hourly annual (8760) load datasets for the top 50 U.S. airports (by enplanements), as described in Liu et al. (2025).Please cite as:Liu, Bo, Kevin Robby, Jayaraj Rane, Adway Das, Kara Podkaminer, and Brennan Borlaug. 2025. Hourly Lo...
Liu. . et al National Renewable Energy Laboratory
Jan 17, 2025
3 Resources
0 Stars
Publicly accessible
3 Resources
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NWEI Azura RTI 1/20th Model Validation Wave Tank Test Data
Data from the 1/20th wave tank test of the RTI model. Northwest Energy Innovations (NWEI) has licensed intellectual property from RTI, and modified the PTO and retested the 1/20th RTI model that was tested as part of the Wave Energy Prize. The goal of the test was to validate NWEI...
Ling, B. and Lettenmaier, T. Northwest Energy Innovations
May 08, 2017
7 Resources
0 Stars
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7 Resources
0 Stars
Publicly accessible