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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
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5 Resources
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Analysis of a scaled wind turbine on a floating semisubmersible in an ocean basin
**Overview**
The Offshore Code Comparison, Collaboration, Continued, with Correlation (OC5) is an international research project run under the International Energy Agency (IEA) Wind Task 30. The project is focused on validating the tools used design offshore wind systems. OC5 con...
Robertson, A. Wind Energy Technologies Office (WETO)
Jul 23, 2019
1 Resources
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1 Resources
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Next Generation Weather Radar (NEXRAD) Setback (4-km)
The Next Generation Weather Radar (NEXRAD) system is a network of doppler radar operated jointly by the National Weather Service (NWS), the Federal Aviation Administration (FAA), and the U.S. Air Force. This dataset represents 4-kilometer setback requirements typically applied to ...
Geospatial Data Science, N. National Renewable Energy Laboratory (NREL)
Jan 01, 2024
3 Resources
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3 Resources
0 Stars
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Next Generation Weather Radar (NEXRAD) Radar Line-of-Sight
The Next Generation Weather Radar (NEXRAD) system is a network of doppler radar operated jointly by the National Weather Service (NWS), the Federal Aviation Administration (FAA), and the U.S. Air Force. This dataset represents a line-of-sight for each radar station. Radar line-of-...
Geospatial Data Science, N. National Renewable Energy Laboratory (NREL)
Jan 01, 2024
3 Resources
0 Stars
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3 Resources
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Sodar ANL Wind Profiler, Goldendale Raw Data
**Overview**
To provide lower-level wind speed and direction measurements.
**Data Quality**
Raw data are plotted, visually inspected on a daily basis, and uploaded to DAP every 15 minutes. Manual QA/QC procedures will be applied to the data for apparent outliers/physically impo...
Coulter, R. Wind Energy Technologies Office (WETO)
Mar 13, 2016
1 Resources
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1 Resources
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Sodar ANL Wind Profiler, Yakima Raw Data
**Overview**
To provide lower-level wind speed and direction measurements.
**Data Quality**
Raw data are plotted, visually inspected on a daily basis, and uploaded to DAP every 15 minutes. Manual QA/QC procedures will be applied to the data for apparent outliers/physically impo...
Coulter, R. Wind Energy Technologies Office (WETO)
Mar 16, 2016
1 Resources
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Publicly accessible
1 Resources
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UAE6 Wind Tunnel Tests Data UAE6 Sequence D Raw Data
**Overview**
Sequences B, C, and D: Downwind Baseline (F), Downwind Low Pitch (F),
Downwind High Pitch (F)
This test sequence used a downwind, teetered turbine with a 3.4° cone angle. The wind speed
ranged from 5 m/s to 25 m/s. Yaw angles of ±180° were achieved at low wind sp...
Fingersh, L. Wind Energy Technologies Office (WETO)
Nov 14, 2018
1 Resources
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1 Resources
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UAE6 Wind Tunnel Tests Data UAE6 Sequence B Raw Data
**Overview**
Sequences B, C, and D: Downwind Baseline (F), Downwind Low Pitch (F),
Downwind High Pitch (F)
This test sequence used a downwind, teetered turbine with a 3.4° cone angle. The wind speed
ranged from 5 m/s to 25 m/s. Yaw angles of ±180° were achieved at low wind sp...
Fingersh, L. Wind Energy Technologies Office (WETO)
Nov 14, 2018
1 Resources
0 Stars
Publicly accessible
1 Resources
0 Stars
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UAE6 Wind Tunnel Tests Data UAE6 Sequence C Raw Data
**Overview**
Sequences B, C, and D: Downwind Baseline (F), Downwind Low Pitch (F),
Downwind High Pitch (F)
This test sequence used a downwind, teetered turbine with a 3.4° cone angle. The wind speed
ranged from 5 m/s to 25 m/s. Yaw angles of ±180° were achieved at low wind sp...
Fingersh, L. Wind Energy Technologies Office (WETO)
Nov 14, 2018
1 Resources
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1 Resources
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Maximum demand charge rates for commercial and industrial electricity tariffs in the United States
NREL has assembled a list of U.S. retail electricity tariffs and their associated demand charge rates for the Commercial and Industrial sectors. The data was obtained from the Utility Rate Database. Keep the following information in mind when interpreting the data: (1) These data ...
McLaren, J. et al National Renewable Energy Laboratory
Sep 19, 2017
1 Resources
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1 Resources
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Sodar ANL Wind Profiler, Goldendale Reviewed Data
**Overview**
To provide lower-level wind speed and direction measurements.
**Data Quality**
Raw data are plotted, visually inspected on a daily basis, and uploaded to DAP every 15 minutes. Manual QA/QC procedures will be applied to the data for apparent outliers/physically impo...
Coulter, R. Wind Energy Technologies Office (WETO)
Mar 13, 2016
1 Resources
0 Stars
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1 Resources
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Sodar ANL Wind Profiler, Walla Walla Raw Data
**Overview**
To provide lower-level wind speed and direction measurements.
**Data Quality**
Raw data are plotted, visually inspected on a daily basis, and uploaded to DAP every 15 minutes. Manual QA/QC procedures will be applied to the data for apparent outliers/physically impo...
Coulter, R. Wind Energy Technologies Office (WETO)
Mar 13, 2016
1 Resources
0 Stars
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1 Resources
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Sodar ANL Wind Profiler, Walla Walla Reviewed Data
**Overview**
To provide lower-level wind speed and direction measurements.
**Data Quality**
Raw data are plotted, visually inspected on a daily basis, and uploaded to DAP every 15 minutes. Manual QA/QC procedures will be applied to the data for apparent outliers/physically impo...
Coulter, R. Wind Energy Technologies Office (WETO)
Mar 13, 2016
1 Resources
0 Stars
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1 Resources
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Sodar ANL Wind Profiler, Yakima Reviewed Data
**Overview**
To provide lower-level wind speed and direction measurements.
**Data Quality**
Raw data are plotted, visually inspected on a daily basis, and uploaded to DAP every 15 minutes. Manual QA/QC procedures will be applied to the data for apparent outliers/physically impo...
Coulter, R. Wind Energy Technologies Office (WETO)
Mar 16, 2016
1 Resources
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1 Resources
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Lidar LLNL WindCube V2, Vansycle Ridge BPA Tower Reviewed Data
**Overview**
Data submission for WFIP2 at Vansycle Ridge (Oregon).
Vertical-profiling lidar data from a Wind Cube v2, included 10-minute averages of wind speed and wind direction up to 200 m. Data collected during WFIP2.
**Data Details**
Z-wind has the following notation:
neg...
Wharton, S. Wind Energy Technologies Office (WETO)
Mar 08, 2016
1 Resources
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1 Resources
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Radar ESRL Wind Profiler with RASS, Wasco Airport Derived Data
**Overview**
Profiles of turbulence dissipation rate for 15-minute intervals, time-stamped at the beginning of the 15-minute period, during the final 30 minutes of each hour. During that time, the 915-MHz wind profiling radar was in an optimized configuration with a vertically po...
McCaffrey, K. Wind Energy Technologies Office (WETO)
Oct 12, 2015
1 Resources
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1 Resources
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Buoy California Wind Sentinel (130), Morro Bay Raw Data
**Overview**
Deployment off the coast of Morro Bay, California
**Data Details**
Buoy Data Files name like:
buoy.z06.00.20200929.000000.currents.csv
buoy.z06.00.20200929.000000.gill.csv
buoy.z06.00.20200929.000000.gps.csv
buoy.z06.00.20200929.000000.pressure.csv
b...
Gorton, A. Wind Energy Technologies Office (WETO)
Sep 28, 2020
1 Resources
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1 Resources
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Buoy California Wind Sentinel (120), Humboldt Raw Data
**Overview**
Deployment off the coast of Humboldt, California
**Data Details**
Buoy Data Files name like:
buoy.z05.00.20200929.000000.currents.csv
buoy.z05.00.20200929.000000.gill.csv
buoy.z05.00.20200929.000000.gps.csv
buoy.z05.00.20200929.000000.pressure.csv
bu...
Gorton, A. Wind Energy Technologies Office (WETO)
Oct 01, 2020
1 Resources
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1 Resources
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Radar ESRL Wind Profiler with RASS, Wasco Airport Raw Data
**Overview**
**Winds**
A radar wind profiler measures the Doppler shift of electromagnetic energy scattered back from atmospheric turbulence and hydrometeors along 3-5 vertical and off-vertical point beam directions. Back-scattered signal strength and radial-component velocities ...
Wilczak, J. and King, C. Wind Energy Technologies Office (WETO)
Oct 28, 2015
1 Resources
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1 Resources
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Radar ARL Wind Profilerwith RASS, Boardman Raw Data
**Overview**
**Winds**
A radar wind profiler measures the Doppler shift of electromagnetic energy scattered back from atmospheric turbulence and hydrometeors along 3-5 vertical and off-vertical point beam directions. Back-scattered signal strength and radial-component velocities ...
Wilczak, J. and King, C. Wind Energy Technologies Office (WETO)
Oct 28, 2015
1 Resources
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1 Resources
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Radar ESRL Wind Profiler with RASS, Condon Raw Data
**Overview**
**Winds**
A radar wind profiler measures the Doppler shift of electromagnetic energy scattered back from atmospheric turbulence and hydrometeors along 3-5 vertical and off-vertical point beam directions. Back-scattered signal strength and radial-component velocities ...
Wilczak, J. and King, C. Wind Energy Technologies Office (WETO)
Oct 28, 2015
1 Resources
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1 Resources
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Radar ESRL Wind Profiler with RASS, Troutdale Raw Data
**Overview**
**Winds**
A radar wind profiler measures the Doppler shift of electromagnetic energy scattered back from atmospheric turbulence and hydrometeors along 3-5 vertical and off-vertical point beam directions. Back-scattered signal strength and radial-component velocities ...
Wilczak, J. and King, C. Wind Energy Technologies Office (WETO)
Dec 01, 2015
1 Resources
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1 Resources
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Simulated wind speed and initial conditions over the WFIP2 region: Cold-front (D01)
**Overview**
The purpose of this work is to assess the sensitivity of the forecast for turbine height wind speed to initial condition (IC) uncertainties over the Columbia River Gorge and Columbia River Basin for two typical weather phenomena: a local thermal gradient induced by a...
Liu, Y. Wind Energy Technologies Office (WETO)
Aug 19, 2016
1 Resources
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1 Resources
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Simulated wind speed and initial conditions over the WFIP2 region: Cold-front (D02)
**Overview**
The purpose of this work is to assess the sensitivity of the forecast for turbine height wind speed to initial condition (IC) uncertainties over the Columbia River Gorge and Columbia River Basin for two typical weather phenomena: a local thermal gradient induced by a...
Liu, Y. Wind Energy Technologies Office (WETO)
Aug 19, 2016
1 Resources
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1 Resources
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Simulated wind speed and initial conditions over the WFIP2 region: Sea-breeze (D01)
**Overview**
The purpose of this work is to assess the sensitivity of the forecast for turbine height wind speed to initial condition (IC) uncertainties over the Columbia River Gorge and Columbia River Basin for two typical weather phenomena: a local thermal gradient induced by a...
Liu, Y. Wind Energy Technologies Office (WETO)
Aug 15, 2016
1 Resources
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1 Resources
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