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Cited by
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Since 2020
Citations
48
48
h-index
3
3
i10-index
1
1
0
22
11
2021
2022
2023
2024
2025
6
7
12
21
2
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Co-authors
Alexander Heinlein
Delft University of Technology (TU Delft)
Verified email at tudelft.nl
Axel Klawonn
Professor of Applied Mathematics, Universität zu Köln/University of Cologne
Verified email at uni-koeln.de
Janine Weber
Akademische Rätin, Center for Data and Simulation Science, Universität zu Köln/University of Cologne
Verified email at uni-koeln.de
Martin Lanser
Akademischer Rat, Mathematisches Institut, Universität zu Köln
Verified email at uni-koeln.de
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Viktor Hermann Grimm
University of Cologne
Verified email at uni-koeln.de
Numerical Mathematics
Computational Fluid Dynamics
Scientific Machine Learning
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Year
Estimating the time-dependent contact rate of SIR and SEIR models in mathematical epidemiology using physics-informed neural networks
V Grimm, A Heinlein, A Klawonn, M Lanser, J Weber
Electronic Transactions on Numerical Analysis 56, 1-27
, 2022
34
2022
Estimating the time-dependent contact rate of SIR and SEIR models in mathematical epidemiology using physics-informed neural networks
V Grimm, A Heinlein, A Klawonn, M Lanser, J Weber
Universität zu Köln
, 2020
7
2020
Learning the solution operator of two-dimensional incompressible Navier-Stokes equations using physics-aware convolutional neural networks
V Grimm, A Heinlein, A Klawonn
arXiv preprint arXiv:2308.02137
, 2023
6
2023
A short note on solving partial differential equations using convolutional neural networks
V Grimm, A Heinlein, A Klawonn
International Conference on Domain Decomposition Methods, 3-14
, 2022
1
2022
Physics-Aware Convolutional Neural Networks for Computational Fluid Dynamics
VH Grimm
Universität zu Köln
, 2023
2023
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