Projects per year
Personal profile
Research interests
- Computational micromagnetism
- Machine learning methods
- Magnetic materials for the green energy transition
- Physics-informed neural networks (PINNs)
- Trustworthy AI (TAI) / Explainable AI (XAI)
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Education/Academic qualification
Habilitation (venia docendi) in Computational Science
Award Date: 14 May 2024
Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
Projects
- 1 Active
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Constraint free physics-informed machine learning for micromagnetic energy minimization
Schaffer, S. & Exl, L., Jul 2024, In: Computer Physics Communications. 300, 109202.Publications: Contribution to journal › Article › Peer Reviewed
Open Access -
Image-based prediction and optimization of hysteresis properties of nanocrystalline permanent magnets using deep learning
Kovacs, A., Exl, L., Kornell, A., Fischbacher, J., Hovorka, M., Gusenbauer, M., Breth, L., Oezelt, H., Yano, M., Sakuma, N., Kinoshita, A., Shoji, T., Kato, A. & Schrefl, T., 15 Apr 2024, In: Journal of Magnetism and Magnetic Materials. 596, 12 p., 171937.Publications: Contribution to journal › Article › Peer Reviewed
Open Access -
Physics aware machine learning for micromagnetic energy minimization: recent algorithmic developments
Schaffer, S., Schrefl, T., Oezelt, H., Mauser, N. J. & Exl, L., 19 Sept 2024.Publications: Working paper › Preprint
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Computational micromagnetics with physics-informed neural networks
Lukas Exl (Speaker)
5 Jun 2023 → 7 Jun 2023Activity: Talks and presentations › Talk or oral contribution › Science to Science
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Physics-Informed Neural Networks
Lukas Exl (Speaker) & Sebastian Alexander Schaffer (Speaker)
28 Mar 2023Activity: Talks and presentations › Talk or oral contribution › Science to Public
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Machine learning methods in computational micromagnetism (invited)
Lukas Exl (Speaker)
15 Jan 2023 → 18 Jan 2023Activity: Talks and presentations › Talk or oral contribution › Science to Science