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Biofuels and Batteries Gain From the System Dynamics Behind the Research

How modeling feedback loops informs analysis and decisions across decarbonization technologies

Exception occured while executing the controller. Check error logs for details.
Exception occured while executing the controller. Check error logs for details.
Exception occured while executing the controller. Check error logs for details.
Exception occured while executing the controller. Check error logs for details.

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Data and Tools

Cambium

Structured data sets of hourly cost, emission, and operational data

The Renewable Energy Potential Model

Detailed wind and solar energy supply curves, power profiles, and system costs

Sienna

Dynamic simulations of quasi-static infrastructure systems

Featured PublicationWind turbines in a field during sunset

Learn about how NREL’s Artificial Intelligence Work Reveals Benefits to Wind Industry in this NREL news article.

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Last Updated April 11, 2025