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Jochen L. Cremer

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Jul 2026

Assessing the Generalization of Graph Neural Networks for Fault Location Across Increasing Distributed Energy Resource Penetration Levels

Results show that STGATv2 consistently outperforms neural baselines, achieving 92-94% macro F1 in-distribution, and generalization across penetration levels is asymmetric, highlighting the critical role of topological awareness for robust fault location in active distribution networks.

Burak Karabulut, Olayiwola Arowolo, Carlo Manna et al. · 1 citation · ⚡1

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