Search Results for author: Harald Oezelt

Found 3 papers, 0 papers with code

Conditional physics informed neural networks

no code implementations6 Apr 2021 Alexander Kovacs, Lukas Exl, Alexander Kornell, Johann Fischbacher, Markus Hovorka, Markus Gusenbauer, Leoni Breth, Harald Oezelt, Masao Yano, Noritsugu Sakuma, Akihito Kinoshita, Tetsuya Shoji, Akira Kato, Thomas Schrefl

The concept of PINNs is expanded to learn not only the solution of one particular differential equation but the solutions to a class of problems.

Learning magnetization dynamics

no code implementations22 Mar 2019 Alexander Kovacs, Johann Fischbacher, Harald Oezelt, Markus Gusenbauer, Lukas Exl, Florian Bruckner, Dieter Suess, Thomas Schrefl

Deep neural networks are used to model the magnetization dynamics in magnetic thin film elements.

Materials Science Computational Physics

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