معرفی
Lukas Exl is a Senior Lecturer at the University of Vienna and a Research Director at the Wolfgang Pauli Institute (WPI), where he leads the Mathematical AI/ML Research Division. He holds a habilitation (venia docendi) in Computational Science from the University of Vienna, the first in this interdisciplinary field.
- Research Platform MMM Mathematics-Magnetism-Materials
- Wolfgang Pauli Institute (WPI), Vienna
His research integrates Applied Mathematics, Computational Physics, and Scientific Machine Learning, focusing on numerical methods for PDE-based simulations, data-driven modeling, and reduced-order approaches. Key applications include computational micromagnetism for green energy materials and developing physics-informed neural networks (PINNs) with interpretable architectures.
Recent publications emphasize machine learning techniques for magnetic material optimization, stray field computation, and trustworthy AI (TAI/XAI). He supervises students in Computational Science, Applied Mathematics, and Physics, with a focus on Extreme Learning Machines (ELMs), PINNs, and tensor decomposition methods.
- Data-driven Reduced Order Approaches for Micromagnetism (FWF Project, €484k, 2024-2028)
- Design of Nanocomposite Magnets by Machine Learning (FWF Project, €254k, 2022-2027)
- Reduced Order Approaches for Micromagnetics (FWF Project, €402k, 2018-2024)
His team includes researchers like Dr. Sebastian Schaffer (PhD graduate), Kein Gjordeni, and Caroline Maitz. Collaborations span Danube University Krems and Technical University of Denmark's Energy Conversion and Storage department.
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