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Super-Resolution for Renewable Energy Resource Data with Wind from Reanalysis (Sup3rWind)
L o a d i n g
Organization
National Renewable Energy Laboratory (NREL) - view all
Update frequencyunknown
Last updated6 days ago
Format
Overview

The Super-Resolution for Renewable Energy Resource Data with Wind from Reanalysis (Sup3rWind) data is a collection of high-resolution historical wind, temperature, humidity, and pressure fields. Sup3rWind data is produced by downscaling ECMWF Reanalysis Version 5 data (ERA5) to 2-km spatial and 5-minute temporal resolution (hourly for temperature, humidity, and pressure). The downscaling process was performed using a generative machine learning approach called sup3r: Super-Resolution for Renewable Energy Resource Data (linked below as "Sup3r GitHub Repo"). It improves the representation of terrain driven wind flows, extreme wind events, and preserves important spatiotemporal patterns for use in energy system planning and operations. Coverage: ------------- Ukraine, Moldova, and part of Romania: This data is accessed through the "ukraine" folder in the "Sup3rWind Data and Models in S3" resource below. Sup3r software v0.1.2, phygnn v0.0.28, and the models in "models/sup3rwind_models_202401", were used to generate this data. South America: This data is accessed through the "south_america" folder in the "Sup3rWind Data and Models in S3" resource below. Sup3r software v0.2.4, phygnn v0.0.33, and the models in "models/sup3rwind_models_202501", were used to generate this data.

ERA5GANMLSouth AmericaSup3rWindUkrainedatadata assimilationdownscalingenergyenergy planningenergy systemsgenerativegenerative adversarial learninghigh-resolutionmachine learningmodelpowerpower systemsprocessed datarenewable energyresource datasup3rtemperatureweatherwindwindspeed
Additional Information
KeyValue
Dcat Issued2024-03-11T06:00:00Z
Dcat Modified2025-10-01T16:34:02Z
Dcat Publisher NameNational Renewable Energy Lab (NREL)
Guidhttps://data.openei.org/submissions/8455
Harvest Object Id14c02b6e-bb4a-4541-b52c-7e84f3d612a8
Harvest Source Id4eb7107f-a2b1-40e3-b36a-8161aa98a56e
Harvest Source TitleOpenEI Data Portal
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Trust Framework(s)None
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Data Sensitivity Classunknown
Licenceunknown
Files
  • Sup3rWind Data and Models in S3

  • Sup3r GitHub Repo

  • Sup3rWind Data and Model Usage Examples

  • Sup3rWind Ukraine Publication

  • Sup3rWind Ukraine Data API

  • Wind Integration National Dataset Registry on AWS