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Scalable Heterogeneous Graph Foundation Models for Data-Driven Optimal Power Flow in Smart Grids

arXiv cs.LG · 2026-05-25 Cached

This paper presents a scalable heterogeneous graph neural network workflow for data-driven optimal power flow surrogate modeling, using distributed training on supercomputers and demonstrating improvements via fine-tuning pretrained models.

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#optimal-power-flow

@aigclink: Microsoft open-sourced an AI foundation model for power systems: GridSFM, designed to accelerate research on AC optimal power flow in the power industry. GridSFM uses graph neural networks to approximate AC-OPF solving, treating the power grid as a graph, directly predicting near-optimal operating points, and then using them as warm-start initial values for traditional exact solvers to speed up convergence...

X AI KOLs Timeline · 2026-05-16 Cached

Microsoft open-sourced GridSFM, an AI foundation model for power systems. It uses graph neural networks to approximate AC-OPF solving, is topology-agnostic, and can serve as a warm start for exact solvers achieving a 1.45x speedup, while also providing feasibility classification capabilities.

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