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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
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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
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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
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Agrawal, Atul;Koutsourelakis, Phaedon-Stelios
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508
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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
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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
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734-740

Siddiqui, Gohar Ali;Stebani, Julia A.;Wragg, Darren;Koutsourelakis, Phaedon‐Stelios;Casini, Angela;Gagliardi, Alessio
Application of Machine Learning Algorithms to Metadynamics for the Elucidation of the Binding Modes and Free Energy Landscape of Drug/Target Interactions: a Case Study
Chemistry – A European Journal
2023

Kaltenbach, Sebastian;Perdikaris, Paris;Koutsourelakis, Phaedon-Stelios
Semi-supervised invertible neural operators for Bayesian inverse problems
Computational Mechanics
2023
72
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451-470

Siddiqui, Gohar;Stebani, Julia;Wragg, Darren;Koutsourelakis, Phaedon-Stelios;Casini, Angela;Gagliardi, Alessio
Application of Machine Learning Algorithms to Metadynamics for the Elucidation of the Binding Modes and Free Energy Landscape of Drug/Target Interactions: a Case Study
Chemistry – A European Journal
2023