Outage Detection in Self-Healing Smart Grids Using Reinforcement Learning with Spectral Graph Neural Networks

In three linesSpectral graph reinforcement learning framework for outage management in distribution networks. Uses spectral graph neural networks to learn optimal power restoration policy. Evaluated on IEEE test systems (13-bus, 34-bus, 123-bus) achieving near-optimal real-time performance across outage scenarios.

Summary generated by Claude — human-verified