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Vlachas Konstantinos

ETH Zürich

Zurich

Switzerland

SCHOLARLY PAPERS

3

DOWNLOADS

216

TOTAL CITATIONS

1

Scholarly Papers (3)

1.

Utility-Driven Adaptive Model Selection for Digital Twinning

Number of pages: 26 Posted: 30 Oct 2025
Vlachas Konstantinos, Antonios Kamariotis and Eleni Chatzi
ETH Zürich, affiliation not provided to SSRN and ETH Zürich
Downloads 91 (747,755)

Abstract:

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Digital Twinning, Reduced Order Models (ROMs), Bayesian Model Updating, Bayesian Inference, uncertainty quantification

2.

A Structure-Preserving Machine Learning Framework for Accurate Prediction of Structural Dynamics for Systems with Isolated Nonlinearities

Number of pages: 27 Posted: 15 Sep 2023
affiliation not provided to SSRN, University of Akron, Sandia National Laboratories - Materials, Physical, and Chemical Sciences Center, ETH Zürich, ETH Zürich and affiliation not provided to SSRN
Downloads 75 (844,901)
Citation 1

Abstract:

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Structural Dynamics, nonlinear systems, Machine learning

3.

Beyond Static Models: Hypernetworks for Adaptive and Generalizable Forecasting in Complex Parametric Dynamical Systems

Number of pages: 35 Posted: 03 Oct 2025
Pantelis Rafail Vlachas, Vlachas Konstantinos and Eleni Chatzi
ETH Zürich, ETH Zürich and ETH Zürich
Downloads 50 (1,074,648)

Abstract:

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parametric dynamical systems, hypernetworks, Forecasting, neural networks, Nonlinear systems