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

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

Felsberger, Lukas;Koutsourelakis, Phaedon-Stelios.Physics-Constrained, Data-Driven Discovery of Coarse-Grained Dynamics.Communications in Computational Physics.2019.25.5

Grigo, Constantin;Koutsourelakis, Phaedon-Stelios.A data-driven model order reduction approach for Stokes flow through random porous media.PAMM.2018.18.1.e201800314