EvEMTBench: An Open Benchmark for Machine Learning in Power System Protection

arXiv:2609.28149 · eess.SY, cs.LG, cs.SY · Submitted 2026-09-23 · Read on arXiv

eess.SY, cs.LG, cs.SY

Submitted: 2026-09-23

Updated: 2026-09-23

Code: https://github.com/EvEMTBench/evemtbench-benchmark

Terminology

• Benchmark — 55× in this paper · explained in 2 episodes
• Accuracy — 27× in this paper · explained in 1 episode
• Generalization — 15× in this paper · explained in 13 episodes
• Fine-Tuning — 10× in this paper · explained in 5 episodes
• Benchmarking — 4× in this paper · explained in 3 episodes
• Distribution Shift — 4× in this paper · explained in 5 episodes
• Provenance — 4× in this paper · explained in 4 episodes
• Failure Modes — 3× in this paper · explained in 3 episodes
• Robustness — 3× in this paper · explained in 5 episodes
• Sparsity — 2× in this paper · explained in 4 episodes
• Zero-Shot Transfer — 2× in this paper · explained in 4 episodes
• Adaptation — 1× in this paper · explained in 1 episode
• Calibration — 1× in this paper · explained in 7 episodes
• Clustering — 1× in this paper · explained in 2 episodes
• Conformal Prediction — 1× in this paper · explained in 5 episodes
• Energy Society Innovative Smart Grid Technologies Conference — 1× in this paper
• F1 Score — 1× in this paper · explained in 3 episodes
• GNNs — 1× in this paper · explained in 2 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• Heterogeneous Graph — 1× in this paper · explained in 2 episodes
• Transferability — 1× in this paper · explained in 4 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• The Benchmark Lottery
• Unsupervised Clustering for Fault Analysis in High-Voltage Power Systems Using Voltage and Current Signals

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