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Error-Level-Controlled Synthetic Forecasts for Renewable Generation

Renewable energy resources, including solar and wind energy, play a significant role in sustainable energy systems. However, the inherent uncertainty and intermittency of renewable generation pose challenges to the safe and efficient operation of power systems. Recognizing the imp...

Zhang, X. et al National Renewable Energy Laboratory (NREL)

Jun 01, 2021
3 Resources
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Surface Meteorological Station HilFlowS LLNL 52m tall tower EOP Processed Data

**Overview** The WindCube v2 was co-located with Site 300’s 52-m-tall meteorological tower so that measurements below 40 m could also be observed. The meteorological tower has three measurement levels: 10 m, 23 m, and 52 m. Wind speed was measured with a cup anemometer; wind di...

Wharton, S. and , . Wind Energy Technologies Office (WETO)

Jul 07, 2019
1 Resources
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G2Aero Database of Airfoils Curated Airfoils

This dataset contains a curated set of 19,164 airfoil shapes from various applications and the data-driven design space of separable shape tensors (PGA space), which can be used as a parameter space for machine-learning applications focused on airfoil shapes. We constructed the a...

Doronina, O. et al National Renewable Energy Lab NREL

Sep 24, 2024
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2014 Wind Turbine Gearbox Damage Distribution based on the NREL Gearbox Reliability Database

Despite the improvements in wind turbine gearbox design and manufacturing practices, the wind industry is still challenged by premature wind turbine gearbox failures. To help address this industry-wide challenge, a consortium called the Gearbox Reliability Collaborative (GRC) was ...

Sheng, S. National Renewable Energy Laboratory

Feb 09, 2015
1 Resources
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Life Cycle Emissions Factors for Electricity Generation Technologies

This dataset consists of a table containing the distribution of literature estimates of greenhouse gas emissions for the following electricity generation and storage technologies: biopower, coal, concentrating solar power, geothermal, hydrogen storage, hydropower, lithium-ion batt...

Nicholson and HeathNational Renewable Energy Laboratory

Aug 23, 2021
2 Resources
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Wind Resources in Alaska

Wind resource data for Alaska and southeast Alaska, both high resolution wind resource maps and gridded wind parameters. The two high resolution wind maps are comprised of a grid of cells each containing a single value of average wind speed (m/s) at a hub height of 30, 50, 70, and...

AEDI, A. National Renewable Energy Laboratory

Dec 31, 2006
3 Resources
0 Stars
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Wind Turbine Sound Setbacks and Supply Curves: Ordinances and Extrapolated Trends, 110 Hub Height, 130 Rotor Diameter

This dataset provides a comprehensive set of wind turbine sound setbacks from every residential structure in the contiguous United States (CONUS). A sound setback is defined as the minimum required distance between a residential structure and a hypothetical turbine installation si...

Geospatial Data Science, N. National Renewable Energy Laboratory (NREL)

Jan 01, 2025
18 Resources
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Minnesota High Resolution Wind Resource

Annual average wind resource potential for Minnesota at a 50 meter height. This data set has been validated by NREL and wind energy meteorological consultants. *Note:* This data is not suitable for micro-siting potential development projects. ###Original data Data from [...

Langle, N. and Laboratory, N. National Renewable Energy Laboratory

Nov 25, 2014
3 Resources
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Lidar HilFlowS LLNL ZephIR300 WOP Processed Data

**Overview** The ZephIR300 is a continuous wave LIDAR with a range of 10 m to 300 m. During HilFlowS the ZephIR300 was programmed to measure from 10 m to 150 m. In addition, the ZephIR300 provided a measurement at 1 m height using an onboard meteorological sensor. The ZephIR300 ...

Wharton, S. and , . Wind Energy Technologies Office (WETO)

Jul 07, 2019
1 Resources
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Lidar HilFlowS LLNL ZephIR300 MOP Processed Data

Wharton, S. and , . Wind Energy Technologies Office (WETO)

Jul 07, 2019
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
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Simulated wind speed and initial conditions over the WFIP2 region: Cold-front (D02)

Liu, Y. Wind Energy Technologies Office (WETO)

Aug 19, 2016
1 Resources
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Simulated wind speed and initial conditions over the WFIP2 region: Sea-breeze (D01)

Liu, Y. Wind Energy Technologies Office (WETO)

Aug 15, 2016
1 Resources
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Simulated wind speed and initial conditions over the WFIP2 region: Sea-breeze (D02)

Liu, Y. Wind Energy Technologies Office (WETO)

Aug 15, 2016
1 Resources
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Distributed Generation Market Demand (dGen) model

The Distributed Generation Market Demand (dGen) model simulates customer adoption of distributed energy resources (DERs) for residential, commercial, and industrial entities in the United States or other countries through 2050. The dGen model can be used for identifying the sector...

Stanley, T. et al National Renewable Energy Laboratory (NREL)

Oct 16, 2020
4 Resources
1 Stars
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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. . et al National Renewable Energy Laboratory

Sep 19, 2017
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Wind Energy Resource Data

NREL's Geographic Information System (GIS) team offers both a national wind resource assessment of the United States and high-resolution wind data. The national wind resource assessment was created for the U.S. Department of Energy in 1986 by the Pacific Northwest Laboratory and i...

Webmaster, . and Laboratory, N. National Renewable Energy Laboratory

Nov 25, 2014
1 Resources
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In curation

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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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
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Surface Meteorological Station PNNL Short Tower, Umatilla Raw Data

**Overview** In support of the Wind Forecasting Improvement Project, Pacific Northwest National Laboratory (PNNL) deployed surface meteorological stations in Oregon. **Data Details** A PNNL computer is used as the base station to download the meteorological data acquired by th...

Morris, V. Wind Energy Technologies Office (WETO)

Aug 31, 2015
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Error-Level-Controlled Synthetic Forecasts for Renewable Generation

Surface Meteorological Station HilFlowS LLNL 52m tall tower EOP Processed Data

G2Aero Database of Airfoils Curated Airfoils

2014 Wind Turbine Gearbox Damage Distribution based on the NREL Gearbox Reliability Database

Life Cycle Emissions Factors for Electricity Generation Technologies

Wind Resources in Alaska

Wind Turbine Sound Setbacks and Supply Curves: Ordinances and Extrapolated Trends, 110 Hub Height, 130 Rotor Diameter

Minnesota High Resolution Wind Resource

Lidar HilFlowS LLNL ZephIR300 WOP Processed Data

Lidar HilFlowS LLNL ZephIR300 MOP Processed Data

Simulated wind speed and initial conditions over the WFIP2 region: Cold-front (D01)

Simulated wind speed and initial conditions over the WFIP2 region: Cold-front (D02)

Simulated wind speed and initial conditions over the WFIP2 region: Sea-breeze (D01)

Simulated wind speed and initial conditions over the WFIP2 region: Sea-breeze (D02)

Distributed Generation Market Demand (dGen) model

Maximum demand charge rates for commercial and industrial electricity tariffs in the United States

Wind Energy Resource Data

Next Generation Weather Radar (NEXRAD) Setback (4-km)

Next Generation Weather Radar (NEXRAD) Radar Line-of-Sight

Surface Meteorological Station PNNL Short Tower, Umatilla Raw Data

Surface Meteorological Station PNNL 3m Tower, Physics site-8 Raw Data

Surface Meteorological Station PNNL Short Tower, Hood River Raw Data

Surface Meteorological Station PNNL 3m Tower, Physics site-7 Raw Data

Surface Meteorological Station PNNL Short Tower, Grass Valley Raw Data

Surface Meteorological Station PNNL Short Tower, Rufus Raw Data