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critical clearing time 1event-structured modeling 1physics-informed neural networks 1power system dynamics 1transient stability assessment 1

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cs.LG2026

Event-Structured Physics-Informed Neural Networks for Differentiable Critical Clearing Boundaries

Baoli Hao, Chenxi Hu, Ming Zhong +1

The paper introduces an event-structured physics‑informed neural network (ES‑PINN) that models pre‑fault, fault‑on, and post‑clearing dynamics to accurately estimate the critical c…