Model-Free Voltage Estimation in Distribution Systems via Physics-Informed Learning for High PV Penetration
Accurate model-free voltage estimation is essential for distribution networks with high photovoltaic (PV) penetration. This paper presents a physics-informed neural network (PINN) that embeds a physically interpretable loss based on voltage sensitivity—the linear relationship between changes in active power and voltage...