Author

Saman A. Zonouz

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#machine learning Preprint Oct 2026

One-Cycle Fault Classification and Faulted-Line Identification on the PROTECT-90 Dataset: An Initial Application Benchmark

Open electromagnetic-transient datasets are beginning to make reproducible learning-based protection studies possible, but the practical use of these datasets still requires application-level benchmarks that define timing, sensing, and validation assumptions. This paper presents an initial application benchmark on the...

Emad Abukhousa, Abdulaziz Qwbaiban, Saman A. Zonouz et al. · 0 citations

Preprint Jul 2026

Transformer is All You Need: Attention-Based Anomaly Detection and Classification in Inverter-Rich Power Systems

Measurement-level feature attribution shows that the DL-Xformer decision is driven by physically meaningful current and voltage channels at the attacked measurement location, which motivates a layered protection architecture for next-generation inverter-dominated smart grids.

Emad Abukhousa, Saman A. Zonouz, A. P. S. Meliopoulos · 0 citations