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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Y. Fujimoto

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Conference Sep 2026

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...

Hiroshi Kikusato, Yuki Shiga, J. Hashimoto et al. · 0 citations

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