Public Reference Data for Megawatt-Scale Hydrogen Electrolysis – Simulated Wind

The U.S. Department of Energy and the National Laboratory of the Rockies (NLR) demonstrate hydrogen electrolysis, hydrogen compression and storage, and variable hydrogen fuel cell power production using megawatt-scale equipment at NLR’s Flatirons Campus as part of the Advanced Research on Integrated Energy Systems (ARIES) initiative. This dataset represents part of that effort and is intended for academic, national laboratory, industrial, and other stakeholders to plan, design, and validate models of megawatt-scale hydrogen technologies and diverse energy infrastructure nationwide. These data provide a baseline for how existing hydrogen electrolysis technologies perform when coupled with various energy technologies. Future datasets will demonstrate how existing hydrogen fuel cell technologies can provide controllable, dispatchable, and variable power output for artificial intelligence (AI) data centers and other variable loads.

This dataset entry describes hydrogen production using a single, simulated wind turbine. The electrolyzer is a 1.25-MW proton exchange membrane type MC250 system manufactured by Nel Hydrogen. While the unit supports up to 2.5 MW of electrolysis, NLR only has a single 1.25-MW electrolysis stack.

For the simulated wind energy profiles, NLR used OpenFAST to simulate a 3.4-MW International Energy Agency (IEA) reference wind turbine. The hour-long wind energy profiles varied over wind turbulence intensity (Class A or Class C) and average wind speed (5, 7, or 9 m/s).

To match the power limits of the 1.25-MW electrolyzer and 3.4-MW IEA wind turbine most effectively and to maximize the efficiency of hydrogen production at a given average wind speed, the profiles were sometimes scaled by two times. This means that, in some cases, the experimental setup assumed two 1.25-MW electrolyzers were coupled with the wind turbine, representing a total maximum electrolysis load of 2.5 MW. Finally, NLR experimented with two settings for the electrolyzer power supply minimum and maximum current ramp rates (gain and slew): 200 and 400 amperes per second.

The simulated profiles were translated from power (kilowatts) to current (amperes) using a curve fit with calibration data and sent to the electrolyzer power supply at 1-Hz frequency. These datasets report relevant hydrogen balance-of-plant and system data, all captured at 1 Hz, including hydrogen mass production measured with an Emerson Coriolis flow meter. 

Each .zip file represents a single wind turbine electrolysis experiment and is formatted as follows:

{technology}-{average wind speed}-{turbulence class}_{number of 1.25 MW electrolyzers connected}-{electrolyzer ramp rate in amperes/second}

For instance, “windIEA3.4-5ms-C_2-400.zip” represents the hour-long experiment using the IEA 3.4-MW turbine, subjected to an average wind speed of 5 m/s and Class C wind turbulence, and connected to two 1.25-MW electrolyzers with the power supply set to a maximum current ramp rate (gain and slew) of 400 A/s. 

Each .zip folder contains the following files:

  • A .csv file containing raw data.
  • An .xlsx file explaining all the fields in the raw data.
  • A .png plot showing the time series of hydrogen production in kilograms per hour, electrolysis power consumption, and input wind turbine power.

An experiment labeled “characterization_200.zip” demonstrates the MC250 electrolyzer steady-state response with 30 minute load steps for a total duration of 5 hours.

Finally, a .csv file is provided with all simulated wind experiments combined into one dataset labeled "combined_wind_experiments.csv".

NLR also built an AI/machine-learning predictive model based on these datasets. The model ingests the electrolyzer current command in amperes, as well as various pressures and temperatures across the system, and predicts hydrogen output in kilograms per hour. The complete model can be found at huggingface.co/NREL/ptmelt-hydrogen-electrolysis.

15 Data Resources
Name Size Type Resource Description History
Simulated wind, 5 m/s, Class A turbulence, two electrolyzers, 200-A/s ramp 872 KB Archive An hour-long experiment using the IEA 3.4-MW turbine, subjected to an average wind speed of 5 m/s and Class A wind turbulence, connected to two 1.25-MW electrolyzers with the power supply set to the minimum ramp rate (gain and slew) of 200 A/s.
Simulated wind, 5 m/s, Class A turbulence, two electrolyzers, 400-A/s ramp 855 KB Archive An hour-long experiment using the IEA 3.4-MW turbine, subjected to an average wind speed of 5 m/s and Class A wind turbulence, connected to two 1.25-MW electrolyzers with the power supply set to the maximum ramp rate (gain and slew) of 400 A/s.
Simulated wind, 5 m/s, Class C turbulence, two electrolyzers, 200-A/s ramp 846 KB Archive An hour-long experiment using the IEA 3.4-MW turbine, subjected to an average wind speed of 5 m/s and Class C wind turbulence, connected to two 1.25-MW electrolyzers with the power supply set to the minimum ramp rate (gain and slew) of 200 A/s.
Simulated wind, 5 m/s, Class C turbulence, two electrolyzers, 400-A/s ramp 829 KB Archive An hour-long experiment using the IEA 3.4-MW turbine, subjected to an average wind speed of 5 m/s and Class C wind turbulence, connected to two 1.25-MW electrolyzers with the power supply set to the maximum ramp rate (gain and slew) of 400 A/s.
Simulated wind, 7 m/s, Class A turbulence, single electrolyzer, 200 A/s ramp 995 KB Archive An hour-long experiment using the IEA 3.4-MW turbine, subjected to an average wind speed of 7 m/s and Class A wind turbulence, connected to a single 1.25-MW electrolyzer with the power supply set to the minimum ramp rate (gain and slew) of 200 A/s.
Simulated wind, 7 m/s, Class A turbulence, single electrolyzer, 400-A/s ramp 986 KB Archive An hour-long experiment using the IEA 3.4-MW turbine, subjected to an average wind speed of 7 m/s and Class A wind turbulence, connected to a single 1.25-MW electrolyzer with the power supply set to a maximum ramp rate (gain and slew) of 400 A/s.
Simulated wind, 7 m/s, Class C turbulence, single electrolyzer, 200-A/s ramp 945 KB Archive An hour-long experiment using the IEA 3.4-MW turbine, subjected to an average wind speed of 7 m/s and Class C wind turbulence, connected to a single 1.25-MW electrolyzer with the power supply set to a minimum ramp rate (gain and slew) of 200 A/s.
Simulated wind, 7 m/s, Class C turbulence, single electrolyzer, 400-A/s ramp 924 KB Archive An hour-long experiment using the IEA 3.4-MW turbine, subjected to an average wind speed of 7 m/s and Class C wind turbulence, connected to a single 1.25-MW electrolyzer with the power supply set to a maximum ramp rate (gain and slew) of 400 A/s.
Simulated wind, 9 m/s, Class A turbulence, single electrolyzer, 200-A/s ramp 22 bytes Archive An hour-long experiment using the IEA 3.4-MW turbine, subjected to an average wind speed of 9 m/s and Class A wind turbulence, connected to a single 1.25-MW electrolyzer with the power supply set to a minimum ramp rate (gain and slew) of 200 A/s.
Simulated wind, 9 m/s, Class A turbulence, single electrolyzer, 400-A/s ramp 635 KB Archive An hour-long experiment using the IEA 3.4-MW turbine, subjected to an average wind speed of 9 m/s and Class A wind turbulence, connected to a single 1.25-MW electrolyzer with the power supply set to a maximum ramp rate (gain and slew) of 400 A/s.
Simulated wind, 9 m/s, Class C turbulence, single electrolyzer, 200-A/s ramp 987 KB Archive An hour-long experiment using the IEA 3.4-MW turbine, subjected to an average wind speed of 9 m/s and Class C wind turbulence, connected to a single 1.25-MW electrolyzer with the power supply set to a minimum ramp rate (gain and slew) of 200 A/s.
Simulated wind, 9 m/s, Class C turbulence, single electrolyzer, 400-A/s ramp 1019 KB Archive An hour-long experiment using the IEA 3.4-MW turbine, subjected to an average wind speed of 9 m/s and Class C wind turbulence, connected to a single 1.25-MW electrolyzer with the power supply set to a maximum ramp rate (gain and slew) of 400 A/s.
Electrolyzer steady-state characterization profile using 30-minute load steps, 200-A/s ramp 937 KB Archive A five-hour experiment to characterize the 1.25 MW electrolyzer’s steady-state behavior. It used 30-minute load steps and a minimum ramp rate (gain and slew) of 200 A/s.
huggingface.co/NREL/ptmelt-hydrogen-electrolysis 0 KB Website NLR also built an AI/machine-learning predictive model based on these datasets. The model ingests the electrolyzer current command in amperes, as well as various pressures and temperatures across the system, and predicts hydrogen output in kilograms per hour.
combined_wind_experiments 13.3 MB Data A file combining all simulated wind experiments into one dataset.
Author Information
Riley Abel, National Laboratory of the Rockies, ORCID iD: 0000-0003-2438-8794
Marty Schwarz, National Laboratory of the Rockies, ORCID iD: 0000-0001-5055-0439
Daniel Leighton, National Laboratory of the Rockies, ORCID iD: 0000-0002-7107-7684
Genevieve Starke, National Laboratory of the Rockies, ORCID iD: 0000-0001-9554-8455
Chris Bay, National Laboratory of the Rockies, ORCID iD: 0000-0002-2658-5559
Nicholas Wimer, National Laboratory of the Rockies, ORCID iD: 0000-0001-5083-0799
Cite This Dataset
Abel, Riley, Marty Schwarz, Daniel Leighton, Genevieve Starke, Chris Bay, and Nicholas Wimer. 2025. "Public Reference Data for Megawatt-Scale Hydrogen Electrolysis – Simulated Wind." NLR Data Catalog. Golden, CO: National Laboratory of the Rockies. Last updated: December 12, 2025. DOI: 10.7799/3007835.
About This Dataset
305
10.7799/3007835
Public
12/12/2025
DOE Project
Public Reference Data for Megawatt-Scale Hydrogen Electrolysis Production and Energy Storage Using Fuel Cell Power
Facilities
National Wind Technology Center (NWTC)
Transportation & Hydrogen (TRH)
Funding Organization
Department of Energy (DOE)
Sponsoring Organization
USDOE Office of Energy Efficiency and Renewable Energy (EERE), Office of Sustainable Transportation. Hydrogen Fuel Cell Technologies Office (HFTO)
Research Areas
Computational Science
Energy Systems Integration
Hydrogen and Fuel Cells
Wind Energy
License
View License
Digital Object Identifier
10.7799/3007835