Agrawal, Atul;Ravi, Kislaya;Koutsourelakis, Phaedon-Stelios;Bungartz, Hans-Joachim
Stochastic Black-Box Optimization using Multi-Fidelity Score Function Estimator
Machine Learning: Science and Technology
2024

Scholz, Vincent C.;Zang, Yaohua;Koutsourelakis, Phaedon-Stelios
Weak neural variational inference for solving Bayesian inverse problems without forward models: Applications in elastography
Computer Methods in Applied Mechanics and Engineering
2025
433
117493

Chatzopoulos, Matthaios;Koutsourelakis, Phaedon-Stelios
Physics-Aware Neural Implicit Solvers for multiscale, parametric PDEs with applications in heterogeneous media
Computer Methods in Applied Mechanics and Engineering
2024
432
117342

Agrawal, Atul;Ravi, Kislaya;Koutsourelakis, Phaedon-Stelios;Bungartz, Hans-Joachim
Stochastic Black-Box Optimization using Multi-Fidelity Score Function Estimator
Machine Learning: Science and Technology
2024

Zang, Yaohua;Koutsourelakis, Phaedon-Stelios
PSP-GEN: Stochastic inversion of the Process-Structure-Property chain in materials design through deep, generative probabilistic modeling
Acta Materialia
2024
120600

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

Agrawal, Atul;Tamsen, Erik;Unger, Jörg F.;Koutsourelakis, Phaedon-Stelios
From concrete mixture to structural design—a holistic optimization procedure in the presence of uncertainties
Data-Centric Engineering
2024
5

Agrawal, Atul;Koutsourelakis, Phaedon-Stelios
A probabilistic, data-driven closure model for RANS simulations with aleatoric, model uncertainty
Journal of Computational Physics
2024
508
112982

Arcones, Daniel Andrés;Weiser, Martin;Koutsourelakis, Faidon-Stelios;Unger, Jörg F.
EVALUATION OF MODEL BIAS IDENTIFICATION APPROACHES BASED ON BAYESIAN INFERENCE AND APPLICATIONS TO DIGITAL TWINS
Cited by: 0
National Technical University of Athens
2023

Arcones, Daniel Andrés;Weiser, Martin;Koutsourelakis, Faidon‐Stelios;Unger, Jörg F.
A Bayesian Framework for Simulation‐based Digital Twins of Bridges
ce/papers
2023
6
5
734-740