Coordinated grid protection based on machine learning methods (Netzschutz-KI)

Deep Learning Architectures for Fault Analysis in Power System Protection: A Reproducible Evaluation on Public Waveform Data (2027) Oelhaf J, Kordowich G, Bergler C, Maier A, Jäger J, Bayer S Journal article, Original article Feature Selection for Fault Prediction in Distribution Systems (2026) Kordowich G, Oelhaf J, Bayer S, Maier A, Kereit M, Jäger J Journal article, Original article A Standardized Framework for Machine Learning in Power System Protection (2026) Oelhaf J, Kordowich G, Perez Toro PA, Bergler C, Jäger J, Maier A, Bayer S Journal article PROTECT-90: A Fault Dataset for Power System Protection (2026) Oelhaf J, Kordowich G, Bergler C, Maier A, Jäger J, Bayer S Unpublished / Preprint Fault Inception Detection in Real-World Disturbance Data for Power System Protection (2026) Oelhaf J, Pashaei M, Perez Toro PA, Kordowich G, Bergler C, Maier A, Jäger J, Bayer S Unpublished / Preprint Controlled Comparison of Machine Learning Models for Fault Classification and Localization in Power System Protection (2026) Oelhaf J, Kordowich G, Kim C, Andrea Perez-Toro P, Bergler C, Maier A, Jäger J, Bayer S Unpublished / Preprint Impact of Data Sparsity on Machine Learning for Fault Detection in Power System Protection (2025) Oelhaf J, Kordowich G, Kim C, Perez Toro PA, Maier A, Jäger J, Bayer S Conference contribution A Scoping Review of Machine Learning Applications in Power System Protection and Disturbance Management (2025) Oelhaf J, Kordowich G, Pashaei M, Bergler C, Maier A, Jäger J, Bayer S Journal article, Review article A Graph Neural Network-Based Approach for Power System Protection (2025) Kordowich G, Oelhaf J, Maier A, Bayer S, Jäger J Conference contribution, Conference Contribution Unsupervised Clustering for Fault Analysis in High-Voltage Power Systems Using Voltage and Current Signals (2025) Oelhaf J, Kordowich G, Maier A, Jäger J, Bayer S Conference contribution, Conference Contribution