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Raphael Leiteritz
Raphael Leiteritz
Verified email at ipvs.uni-stuttgart.de - Homepage
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Year
PDEBench: An extensive benchmark for scientific machine learning
M Takamoto, T Praditia, R Leiteritz, D MacKinlay, F Alesiani, D Pflüger, ...
Advances in Neural Information Processing Systems 35, 1596-1611, 2022
1042022
How to Avoid Trivial Solutions in Physics-Informed Neural Networks
R Leiteritz, D Pflüger
arXiv preprint arXiv:2112.05620, 2021
152021
Learning Free-Surface Flow with Physics-Informed Neural Networks
R Leiteritz, M Hurler, D Pflüger
2021 20th IEEE International Conference on Machine Learning and Applications …, 2021
62021
Deep learning based surrogate modeling for thermal plume prediction of groundwater heat pumps
K Davis, R Leiteritz, D Pflüger, M Schulte
arXiv preprint arXiv:2302.08199, 2023
32023
A Deep Learning Approach for Thermal Plume Prediction of Groundwater Heat Pumps
R Leiteritz, K Davis, M Schulte, D Pflüger
arXiv preprint arXiv:2203.14961, 2022
32022
Surrogate-data-enriched Physics-Aware Neural Networks
R Leiteritz, P Buchfink, B Haasdonk, D Pflüger
arXiv preprint arXiv:2112.05489, 2021
22021
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