A Neural CDE surrogate trained on 1 kHz EMT data reproduces dominant damped oscillations of a grid-forming inverter and stays bounded over long rollouts.
Transient stability analysis of grid forming converters based on damping energy visualization and geometry approximation
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Neural Controlled Differential Equations for EMT-Level Surrogate Modeling of Grid-Forming Inverters
A Neural CDE surrogate trained on 1 kHz EMT data reproduces dominant damped oscillations of a grid-forming inverter and stays bounded over long rollouts.