An artificial neural network estimates grid impedance online and feeds an adaptive gain scheduler that keeps virtual synchronous generator settling time and overshoot consistent across weak, strong, and stiff grids in simulation.
Full-state feedback power decoupling control for grid forming converter with improved stability and inertia response,
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ANN-Based Grid Impedance Estimation for Adaptive Gain Scheduling in VSG Under Dynamic Grid Conditions
An artificial neural network estimates grid impedance online and feeds an adaptive gain scheduler that keeps virtual synchronous generator settling time and overshoot consistent across weak, strong, and stiff grids in simulation.