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Observation-Based Resource Assessment of Gulf Stream MHK

Multi-year measurements of current velocity, salinity, and temperature from fixed and vessel-mounted sensors quantify Gulf Stream (GS) MHK resource variability and inform development off Cape Hatteras, NC. Vessel transects across the GS demonstrate a jet-like velocity structure wi...
Muglia, M. et al North Carolina State University
Jan 01, 2020
1 Resources
0 Stars
Publicly accessible

Solar Energy: Bans or Moratoriums (2022)

This dataset identifies counties and municipalities that had a solar energy ban or moratorium as of April 2022. A TIF data file and a PNG map of the data are provided, showing areas where solar energy bans or moratoriums exist across the contiguous United States. For further deta...
Geospatial Data Science, N. National Renewable Energy Laboratory (NREL)
Jan 01, 2024
5 Resources
0 Stars
Publicly accessible

U.S. Wind and Solar PV Supply Curves with Future Land-use Change

This dataset provides future supply curves representing the total resource potential for land-based wind and solar photovoltaic (PV) deployment in the conterminous United States after accounting for the impact of land-use and land-cover change (LULC). We use LULC projections from ...
Sergi, B. et al National Renewable Energy Laboratory (NREL)
Jan 10, 2024
4 Resources
0 Stars
Publicly accessible

TEAMER: New Technology Qualification for a Small-Scale Wave Energy Converter Powering Offshore Aquaculture

This dataset supports the concept verification of the Dual Inclined Paddles Wave Energy Converter (WEC), a small-scale marine hydrokinetic device developed by E-Wave Technologies LLC for offshore aquaculture applications. The review was conducted by the American Bureau of Shipping...
Lou, J. et al E-Wave Technologies LLC
Aug 04, 2025
2 Resources
0 Stars
Publicly accessible

Global CFDDA-based Onshore and Offshore Wind Potential Supply Curves by Country, Class, and Depth

This dataset contains global onshore and offshore wind supply curves based on a resource assessment performed at the National Renewable Energy Laboratory (NREL) based on the National Center for Atmospheric Research's (NCAR) Climate Four Dimensional Data Assimilation (CFDDA) mesosc...
Sullivan, P. et al National Renewable Energy Laboratory
Nov 25, 2014
2 Resources
1 Stars
Publicly accessible

Control-based optimization for tethered tidal kite

This submission includes three peer-reviewed (under review) papers from the researchers at North Carolina State University presenting control-based techniques to maximize effectiveness of a tethered tidal kite. Below are the abstracts of each file included in the submission. Cobb...
Vermillion, C. et al North Carolina State University
Mar 02, 2020
3 Resources
0 Stars
Publicly accessible

Optimal kite control in spatiotemporally varying flow fields ACC 2021

Two papers submitted (and accepted) to the 2021 American Control Conference (ACC), both focused on different attributes of kite control in variable flow environments. Siddiqui et. al. focuses on tether elevation angle control in a spatiotemporally varying environment, and Reed et....
Vermillion, C. et al North Carolina State University
Sep 14, 2020
2 Resources
0 Stars
Publicly accessible

Fire Weather Index Historical Trends and Projections over CONUS

There has been evidence of increasing fire activity in the United States since approximately the 1980s, now estimated to cause tens to hundreds of billions of dollars of damage per year. Weather is one of the key drivers of fire activity, with hot, dry, and windy weather commonly ...
Buster, G. et al National Laboratory of the Rockies (NLR)
Aug 04, 2026
6 Resources
0 Stars
Publicly accessible

National Summary Statistics for Depot-Based Medium and Heavy-Duty Vehicle Operations

This file provides nationally aggregated summary statistics to characterize the daily operations of medium and heavy duty vehicles. It provides typical daily driving distances, domicile dwell durations, and one version of potential normalized electric vehicle depot charging load c...
Bruchon, M. et al National Renewable Energy Laboratory
Feb 27, 2024
2 Resources
0 Stars
Publicly accessible

HERO WEC V1.0 WEC-Sim Model (July 2024)

**This submission supersedes submission MHKDR-483** This submission file contains the files that are needed to simulate NREL's HERO WEC (hydraulic and electric reverse osmosis wave energy converter). This requires the user to have already installed WEC-Sim. In addition to the sta...
Panzarella, J. et al National Renewable Energy Laboratory
Jul 01, 2024
2 Resources
0 Stars
Publicly accessible

TEAMER: OpenFAST Modeling and Simulation of the Aquantis AQ10 Marine Hydrokinetic Turbine

This dataset was developed under TEAMER technical support (CRD-21-17763-0) to model the Aquantis AQ10, a spar buoy-based marine hydrokinetic turbine, using the OpenFAST simulation framework. The project transitioned modeling from the proprietary Tidal Bladed tool to OpenFAST to en...
Swales, H. and Tran, T. Aquantis, Inc.
Jul 31, 2025
3 Resources
0 Stars
Publicly accessible

Triton-C WEC Fabrication Plan (DDP)

This is the Fabrication Plan for the Triton-C WEC based on the Detailed System Design Package (DDP), including a report and visuals pertaining to the overall detailed design of the reaction ring, surface float hull, power take off and surface float arrangement. Oscilla Power Inc,...
Stinson, K. and Mundon, T. Oscilla Power, Inc.
Nov 02, 2020
1 Resources
0 Stars
Publicly accessible

Tracking the Sun

Berkeley Lab's Tracking the Sun report series is dedicated to summarizing installed prices and other trends among grid-connected, distributed solar photovoltaic (PV) systems in the United States. The present report, the 11th edition in the series, focuses on systems installed thro...
Barbose, G. and Darghouth, N. Lawrence Berkeley National Laboratory (LBNL)
Oct 01, 2019
6 Resources
1 Stars
Publicly accessible

Status and Trends in the U.S. Voluntary Green Power Market (2021 Data)

This data book provides certain data behind figures and tables found in the NREL presentation "Status and Trends in the Voluntary Market (2021 Data)." These data reflect estimates based on the best available data. Excluded Data This data book excludes data for certain fi...
O'Shaughnessy, E. and Heeter, J. National Renewable Energy Laboratory
Sep 26, 2022
1 Resources
0 Stars
Publicly accessible

United States Utility-Scale PV Supply Curves 2023

This data packet contains supply curves, hourly generation profiles, and a composite siting exclusion TIFF for utility-scale PV across the contiguous United States. The supply curves offer comprehensive metrics such as capacity (MW), generation (MWh), levelized cost of energy (LCO...
GDS, N. National Renewable Energy Laboratory
Jun 30, 2023
13 Resources
1 Stars
Publicly accessible

LCOE Baseline for OE Buoy WEC Device

Capex numbers are in $/kW, Opex numbers in $/kW-yr. Cost Estimates provided herein are based on concept design and basic engineering data and have high levels of uncertainties embedded. This reference economic scenario was done for a very large device version of the Ocean Energy ...
Previsic, M. et al Re Vision Consulting
Jul 26, 2017
2 Resources
0 Stars
Publicly accessible

Model and experimental validation of ocean kite dynamics and controls

This submission includes two peer-reviewed papers from researchers at North Carolina State University presenting the modeling and lab-scale experimentation of the dynamics and control of a tethered tidal ocean kite. Below are the abstracts of each file included in the submission. ...
Vermillion, C. et al North Carolina State University
Mar 01, 2020
2 Resources
0 Stars
Publicly accessible

Wind Turbine Sound Setbacks: Ordinances (2024) and Extrapolated Trends, 115 Hub Height, 170 Rotor Diameter

This dataset provides a comprehensive assessment of wind turbine sound setbacks for all residential structures across the contiguous United States (CONUS). A sound setback is defined as the minimum distance required between a residential structure and a hypothetical turbine instal...
Geospatial Data Science, N. National Renewable Energy Laboratory (NREL)
Sep 09, 2025
4 Resources
0 Stars
Publicly accessible

Residential HVAC Ductwork Evaluation, Repair, and Replacement Workforce Survey Data (Questions and Responses), Southeastern United States, Nov 2025 to Jan 2026

This submission contains two data resources associated with an HVAC workforce engagement study conducted by the Southeast Energy Efficiency Alliance (SEEA) and the Florida Solar Energy Center (FSEC) as part of their ?Optimizing Heat Pump Readiness? Building America project. The da...
Fenaughty, K. et al Southeast Energy Efficiency Alliance
Nov 18, 2025
1 Resources
0 Stars
In progress

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
0 Stars
Publicly accessible

Industrial Facility Combustion Energy Use

Facility-level industrial combustion energy use is calculated from greenhouse gas emissions data reported by large emitters (>25,000 metric tons CO2e per year) under the U.S. EPA's Greenhouse Gas Reporting Program (GHGRP, https://www.epa.gov/ghgreporting). The calculation applies ...
McMillan, C. National Renewable Energy Laboratory
Jul 19, 2016
2 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

Unobtrusive Multi-static Serial LiDAR Imager (UMSLI) Dataset

The dataset contains the data from the field deployment of the Unobtrusive Multi-static Serial LiDAR Imager (UMSLI) system at PNNL-Sequim test site in 2017. The dataset contains scanning of manmade models of baracuda and turtles as well as technical target placed in the field of v...
Dalgleish, F. and Ouyang, B. Florida Atlantic University
Sep 22, 2023
9 Resources
0 Stars
Publicly accessible

Sounding System UMBC Soundings Raw Data

**Overview** Sounding data from Watertank (site of NOAA's High Resolution Doppler Lidar) for comparison with microwave profilers. **Data Quality** Data quality based on RS92 Vaisala quality controls. Data wasa collected with a MW31 Vaisala DigiCORA Sounding System.
St.Pe, A. Wind Energy Technologies Office (WETO)
Apr 14, 2015
1 Resources
0 Stars
Publicly accessible

PNNL LIDAR Halo Streamline XR+ (1) pre-campaign / Raw Data

**Overview** This is a pre-campaign instrument deployment. With it, we aim to upload data and test/verify the ingest pipeline. **Data Quality** Adding signal-to-noise ratio can exclude data based on this value.
Newsom, R. Wind Energy Technologies Office (WETO)
Feb 23, 2021
1 Resources
0 Stars
Publicly accessible
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