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Rixner, Maximilian;Koutsourelakis, Phaedon-Stelios
Self-supervised optimization of random material microstructures in the small-data regime
npj Computational Materials
2022
8
1
Lucor, Didier;Agrawal, Atul;Sergent, Anne
Simple computational strategies for more effective physics-informed neural networks modeling of turbulent natural convection
Journal of Computational Physics
2022
111022
Kaltenbach, S.;Koutsourelakis, P.
Physics-Aware, Deep Probabilistic Modeling of Multiscale Dynamics in the Small Data Regime
14th WCCM-ECCOMAS Congress
CIMNE
2021
Rixner, Maximilian;Koutsourelakis, Phaedon-Stelios
A probabilistic generative model for semi-supervised training of coarse-grained surrogates and enforcing physical constraints through virtual observables
Journal of Computational Physics
2021
110218
Kaltenbach, Sebastian;Koutsourelakis, Phaedon-Stelios
Incorporating physical constraints in a deep probabilistic machine learning framework for coarse-graining dynamical systems
Journal of Computational Physics
2020
109673
Grigo, Constantin;Koutsourelakis, Phaedon-Stelios
A physics-aware, probabilistic machine learning framework for coarse-graining high-dimensional systems in the Small Data regime
Journal of Computational Physics
2019
397
108842
Grigo, Constantin;Koutsourelakis, Phaedon-Stelios
A physics-aware, probabilistic machine learning framework for coarse-graining high-dimensional systems in the Small Data regime
Journal of Computational Physics
2019
Quaglino, A.;Pezzuto, S.;Koutsourelakis, P. S.;Auricchio, A.;Krause, R.
Fast uncertainty quantification of activation sequences in patient-specific cardiac electrophysiology meeting clinical time constraints
International Journal for Numerical Methods in Biomedical Engineering
2018
34
7
e2985
Zhu, Yinhao;Zabaras, Nicholas;Koutsourelakis, Phaedon-Stelios;Perdikaris, Paris
Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data
Journal of Computational Physics
2019
Biehler, Jonas;Mäck, Markus;Nitzler, Jonas;Hanss, Michael;Koutsourelakis, Phaedon‐Stelios;Wall, Wolfgang A.
Multifidelity approaches for uncertainty quantification
GAMM-Mitteilungen
2019
e201900008
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