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Dataset on Bias Corrected Near-Surface Wind Speed Model
This dataset catalogs long-term high-resolution data sets characterizing hourly average variations of near-surface wind speed and atmospheric parameters in the Southwest U.S. This dataset demonstrates the potential for integrating improved near-surface wind data into CST and PV pl...
Emes, M. et al National Laboratory of the Rockies (NLR)
Jun 02, 2026
0 Resources
0 Stars
In progress
0 Resources
0 Stars
In progress
WIND Toolkit Long-Term Ensemble Dataset
WIND Toolkit Long-term Ensemble Dataset (WTK-LED), an updated version of the meteorological WIND Toolkit, is a meteorological dataset providing high-resolution time series, including interannual variability and model uncertainty of wind speed at every modeling grid point to indica...
Wang, J. et al National Renewable Energy Laboratory (NREL)
Jan 24, 2024
7 Resources
1 Stars
Publicly accessible
7 Resources
1 Stars
Publicly accessible
Annual Average Modeled Wind Speed for Puerto Rico and the Virgin Islands
Shapefiles of annual average modeled wind speed for Puerto Rico and the Virgin Islands at 70 and 100 m hub heights. These shapefiles were generated from a raster dataset with a 200 m resolution, in a UTM zone 19, datum WGS 84 projection system. This is supplemental data to the 50 ...
Heimiller, D. National Renewable Energy Laboratory
Nov 25, 2014
6 Resources
0 Stars
Publicly accessible
6 Resources
0 Stars
Publicly accessible
North and South Dakota High Resolution 50m Wind Resource
Annual average wind resource potential for North and South Dakota at a 50 meter height in a GIS shapefile and links to US national wind resource information tools. This data set was produced and validated by NREL using their WRAM model.
Langle, N. and Lopez, A. National Renewable Energy Laboratory
Nov 25, 2014
4 Resources
0 Stars
Publicly accessible
4 Resources
0 Stars
Publicly accessible
Wind Integration National Dataset (WIND) Toolkit
Wind resource data for North America was produced using the Weather Research and Forecasting Model (WRF). The WRF model was initialized with the European Centre for Medium Range Weather Forecasts Interim Reanalysis (ERA-Interm) data set with an initial grid spacing of 54 km. Thre...
Maclaurin, G. et al National Renewable Energy Laboratory
Sep 26, 2014
6 Resources
2 Stars
Publicly accessible
6 Resources
2 Stars
Publicly accessible
U.S. Hawaii Offshore Windspeed 90m Height High Resolution
The data here provide an estimate of annual average wind speed at 90 meter height above surface for specific offshore regions of the United States. This dataset is a geographic shapefile generated from the original raster data. The original raster data resolution is a 200-meter ce...
Heimiller, D. et al National Renewable Energy Laboratory
Nov 25, 2014
5 Resources
0 Stars
Publicly accessible
5 Resources
0 Stars
Publicly accessible
U.S. Pacific Coast Offshore Windspeed 90m Height High Resolution
The data here provide an estimate of annual average wind speed at 90 meter height above surface for specific offshore regions of the United States. This dataset is a geographic shapefile generated from the original raster data. The original raster data resolution is a 200-meter ce...
Heimiller, D. et al National Renewable Energy Laboratory
Nov 25, 2014
5 Resources
0 Stars
Publicly accessible
5 Resources
0 Stars
Publicly accessible
U.S. Gulf of Mexico Coast Offshore Windspeed 90m Height High Resolution
The data here provide an estimate of annual average wind speed at 90 meter height above surface for specific offshore regions of the United States. This dataset is a geographic shapefile generated from the original raster data. The original raster data resolution is a 200-meter ce...
Heimiller, D. et al National Renewable Energy Laboratory
Nov 25, 2014
5 Resources
0 Stars
Publicly accessible
5 Resources
0 Stars
Publicly accessible
Future Wind Energy Resources and Cost Uncertainties Across the United States
This dataset contains results estimating projections of change of annual capacity factors and levelized cost of energy for several turbine technologies in the 2024 Annual Technology Baseline (ATB). Projections of change are based on downscaled earth system model (ESM) data from Su...
Buster, G. et al National Renewable Energy Lab (NREL)
Nov 03, 2025
8 Resources
0 Stars
Publicly accessible
8 Resources
0 Stars
Publicly accessible
Alaska Meteorology, Energy, and Transmission (MET) Toolkit
The Alaska MET (Meteorology, Energy, and Transmission) Toolkit is the National Laboratory of the Rockies' (NLR) new flagship atmospheric dataset, designed to support comprehensive long-term planning and operations across the entire power sector. Serving as the regional counterpart...
Buster, G. and Turner, D. National Laboratory of the Rockies (NLR)
Jun 30, 2026
5 Resources
0 Stars
Publicly accessible
5 Resources
0 Stars
Publicly accessible
Bias Corrected Near-Surface Wind Data for Solar Field Siting
This dataset catalogs a long-term high-resolution data set characterizing the near-surface hourly wind speed variations at two solar sites in the Southwest U.S. This dataset demonstrates the potential for integrating improved near-surface wind data into CST and PV planning tools f...
Emes, M. et al National Laboratory of the Rockies (NLR)
Jun 12, 2026
2 Resources
0 Stars
Publicly accessible
2 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
1 Resources
0 Stars
Publicly accessible
Lidar LMCT WTX WindTracer, Gordon Ridge Raw Data
**Overview**
Long-range scanning Doppler lidar located on Gordon Ridge. The WindTracer provides high-resolution, long-range lidar data for use in the WFIP2 program.
**Data Details**
The system is configured to take data in three different modes. All three modes take 15 minutes ...
Barr, K. Wind Energy Technologies Office (WETO)
Nov 19, 2015
1 Resources
0 Stars
Publicly accessible
1 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
2 Resources
1 Stars
Publicly accessible
NREL GIS data: Bhutan Wind Power Density at 50m Above Ground Level
GIS data for Bhutan's Wind Power Density at 50m Above Ground Level. NREL developed estimates of Bhutans wind resources at a spatial resolution of 1 km^2 using NREL's Wind Resource Assessment and Mapping System (WRAMS). Wind turbine output at a given site can be predicted using win...
Heimiller, D. et al National Renewable Energy Laboratory
Nov 25, 2014
3 Resources
0 Stars
Publicly accessible
3 Resources
0 Stars
Publicly accessible
WIND-Bench: A Benchmark Dataset for In-Situ Near-Surface Wind Speed Across the Conterminous United States
Accurate wind forecasts are essential for operational decision-making and public safety, yet forecasts tend to miss near-surface high wind speeds in complex terrain. In response, recent advances in machine learning (ML) weather prediction methods have demonstrated the ability to i...
Bazlen, K. et al National Laboratory of the Rockies (NLR)
Jul 16, 2026
5 Resources
0 Stars
Publicly accessible
5 Resources
0 Stars
Publicly accessible
High-Fidelity Simulation Aerodynamics Dataset of NACA 0012 and 0021 Airfoils
The repository contains time series data of pressure, viscous and moment forces for the NACA 0012 and 0021 airfoils at angles of attack (AOA), 5, 17, 30, 45, 60 and 90 degrees. The data was generated during the high-fidelity simulations of the airfoils using the open-source CFD co...
Bidadi, S. et al National Laboratory of the Rockies
Jan 22, 2026
2 Resources
0 Stars
Publicly accessible
2 Resources
0 Stars
Publicly accessible
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
0 Stars
Publicly accessible
4 Resources
0 Stars
Publicly accessible
NREL Global Offshore Wind GIS Data
GIS data for offshore wind speed (meters/second) at a 90 meter height above surface level. The data is specified to Exclusive Economic Zones (EEZ). The wind resource is based on NOAA Blended Sea Winds and monthly wind speed at 30km resolution from 1987-2005, using a 0.11 wind shea...
Langle, N. and Heimiller, D. National Renewable Energy Laboratory
Nov 25, 2014
5 Resources
0 Stars
Publicly accessible
5 Resources
0 Stars
Publicly accessible
United States Land-based Wind Supply Curves 2023
This data packet contains supply curves, hourly generation profiles, and a composite siting exclusion TIFF for land-based wind across the contiguous United States. The supply curves offer comprehensive metrics such as capacity (MW), generation (MWh), levelized cost of energy (LCOE...
GDS, N. National Renewable Energy Laboratory
Jun 30, 2023
13 Resources
0 Stars
Publicly accessible
13 Resources
0 Stars
Publicly accessible
Observation-based solar and wind power capacity factors and power densities Wind Plant Data
Information on the 430 wind power plants used in the publication "Observation-based solar and wind power capacity factors and power densities", initially based on the Wind Power Plant locations released by the US Energy Information Administration and the individual wind turbine lo...
Miller, L. Harvard University
Nov 23, 2018
3 Resources
0 Stars
Publicly accessible
3 Resources
0 Stars
Publicly accessible
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
0 Stars
Publicly accessible
4 Resources
0 Stars
Publicly accessible
United States Land-based Wind Supply Curves 2024
This data packet contains supply curves, hourly generation profiles, and a composite siting exclusion TIFF for land-based wind across the contiguous United States. The supply curves offer comprehensive metrics such as capacity (MW), generation (MWh), levelized cost of energy (LCOE...
Geospatial Data Science, N. National Renewable Energy Laboratory
Jan 01, 2025
12 Resources
0 Stars
Publicly accessible
12 Resources
0 Stars
Publicly accessible
Visual Impact Assessment of the Existing Land-based Wind Turbine Fleet of the Contiguous United States
This data submission contains GIS raster datasets mapping the visual impacts of the land-based wind turbine fleet in the Contiguous United States (CONUS). Two datasets are included, each presenting a different quantification of visual impacts:
1. Cumulative visual magnitude, meas...
Gleason, M. et al National Renewable Energy Lab
Mar 19, 2024
3 Resources
0 Stars
Publicly accessible
3 Resources
0 Stars
Publicly accessible
United States Offshore Wind Supply Curves 2024
This data packet contains supply curves, hourly generation profiles, and composite siting exclusion TIFFs for offshore wind (OSW) in the waters of the EEZ off the contiguous United States. The supply curves offer comprehensive metrics such as capacity (MW), generation (MWh), level...
Geospatial Data Science, N. National Renewable Energy Laboratory (NREL)
Jan 01, 2024
15 Resources
0 Stars
Publicly accessible
15 Resources
0 Stars
Publicly accessible