JO
Julian Oelhaf
cs.LGeess.SPcs.AIcs.SYeess.SY
On Valency
published · living versionsW_vkpz2wz2·v1 · currentpublished
Distributed Predictive Flocking for a Swarm of Miniature Vibration-Driven Robots in a Confined Arena
with Prajol Shrestha, Siddhant Mohapatra, Filip Novkoski, Nicolas Vandewalle +2
1 version
W_3tcc6kth·v2published
W_ppw3knnv·v1published
Preprints & journals
19 papers in the corpus · 2025–2026Parameter-Efficient Adaptation of Time Series Foundation Models for Electrical Load Forecasting2610.28200v2 · Aliullah, Julian Oelhaf, Edouard Fouch'e et al.2026 · 0 citationsarXivon Valency
Characterizing Cross-Relay Generalization Failure in Machine Learning-Based Power System Protection2610.28348v1 · Nithin Pradeep Nadayil Kizhakkethil, Julian Oelhaf, Christian Bergler et al.2026 · 0 citationsarXivon Valency
Physics-Informed but Not Physics-Consistent: Error Geometry and Subspace Projection for Neural AC Power Flow2610.05959v1 · Changhun Kim, Timon Conrad, Redwanul Karim et al.2026 · 0 citationsarXiv
EvEMTBench: An Open Benchmark for Machine Learning in Power System Protection2609.28149v1 · Julian Oelhaf, Georg Kordowich, Christian Bergler et al.2026 · 0 citationsarXiv
Offline Reinforcement Learning for Distribution-Grid Protection2609.24703v1 · Julian Oelhaf, Alexander Luce, Christian Bergler et al.2026 · 0 citationsarXiv
Peak-Aware Short-Term Load Forecasting Across Distribution Grid Aggregation Levels2609.18588v1 · Souhardya Chattopadhyay, Julian Oelhaf, Antonia Schoening et al.2026 · 0 citationsarXiv
A Systematic Evaluation of Machine Learning Methods for Fault Detection and Line Identification in Electrical Power Grids2609.16744v1 · Julian Oelhaf, Georg Kordowich, Paula Andrea P'erez-Toro et al.2026 · 2 citationsICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2025, pp. 1-5
A simulation based dataset of faults and events for machine learning in power systems2608.19777v1 · Georg Kordowich, Jonathan Loebel, Julian Oelhaf et al.2026 · 0 citationsarXiv
A Standardized Framework for Machine Learning in Power System Protection2608.20181v1 · Julian Oelhaf, Georg Kordowich, Paula Andrea P'erez-Toro et al.2026 · 0 citationsInternational Journal of Electrical Power & Energy Systems, Volume 181, 2026, 112169
PROTECT-90: A Fault Dataset for Power System Protection2606.24298v1 · Julian Oelhaf, Georg Kordowich, Christian Bergler et al.2026 · 0 citationsarXiv
Fault Inception Detection in Real-World Disturbance Data for Power System Protection2606.23111v1 · Julian Oelhaf, Mehran Pashaei, Paula Andrea Perez-Toro et al.2026 · 0 citationsarXiv
Feature Selection for Fault Prediction in Distribution Systems2603.25274v1 · Georg Kordowich, Julian Oelhaf, Siming Bayer et al.2026 · 0 citationsElectric Power Systems Research, Volume 261, December 2026, Article 113498
Parameter-Efficient Domain Adaptation of Physics-Informed Self-Attention based GNNs for AC Power Flow Prediction2602.18227v2 · Redwanul Karim, Changhun Kim, Timon Conrad et al.2026 · 0 citationsarXiv
Robustness Evaluation of Machine Learning Models for Fault Classification and Localization In Power System Protection2512.15385v1 · Julian Oelhaf, Mehran Pashaei, Georg Kordowich et al.2025 · 1 citation20th International Conference on Developments in Power System Protection (DPSP Global 2026)
Controlled Comparison of Machine Learning Models for Fault Classification and Localization in Power System Protection2510.00831v2 · Julian Oelhaf, Georg Kordowich, Changhun Kim et al.2025 · 0 citationsarXiv
Physics-informed GNN for medium-high voltage AC power flow with edge-aware attention and line search correction operator2509.22458v3 · Changhun Kim, Timon Conrad, Redwanul Karim et al.2025 · 0 citationsProc. IEEE ICASSP 2026
A Scoping Review of Machine Learning Applications in Power System Protection and Disturbance Management2509.09053v1 · Julian Oelhaf, Georg Kordowich, Mehran Pashaei et al.2025 · 28 citationsarXiv
Unsupervised Clustering for Fault Analysis in High-Voltage Power Systems Using Voltage and Current Signals2505.17763v2 · Julian Oelhaf, Georg Kordowich, Andreas Maier et al.2025 · 0 citationsarXiv
Impact of Data Sparsity on Machine Learning for Fault Detection in Power System Protection2505.15560v1 · Julian Oelhaf, Georg Kordowich, Changhun Kim et al.2025 · 0 citationsProceedings of the 33rd European Signal Processing Conference (EUSIPCO 2025), Palermo, Italy, Sept. 2025
Career total: 25 works. 19 are in this corpus.
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