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Andrés Arcones, Daniel;Weiser, Martin;Koutsourelakis, Phaedon‐Stelios;Unger, Jörg F.
Model Bias Identification for Bayesian Calibration of Stochastic Digital Twins of Bridges
Applied Stochastic Models in Business and Industry
2024

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Coelho Lima, Isabela;Robens-Radermacher, Annika;Titscher, Thomas;Kadoke, Daniel;Koutsourelakis, Phaedon-Stelios;Unger, Jörg F.
Bayesian inference for random field parameters with a goal-oriented quality control of the PGD forward model’s accuracy
Computational Mechanics
2022

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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

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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

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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

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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

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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

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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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Grigo, Constantin;Koutsourelakis, Phaedon-Stelios
Bayesian Model and Dimension Reduction for Uncertainty Propagation: Applications in Random Media
SIAM/ASA Journal on Uncertainty Quantification
2019
7
1
292-323

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Felsberger, Lukas;Koutsourelakis, Phaedon-Stelios
Physics-Constrained, Data-Driven Discovery of Coarse-Grained Dynamics
Communications in Computational Physics
2019
25
5