A local basis approximation approach for nonlinear parametric model order reduction. - Konstantinos Vlachas; Konstantinos Tatsis; Konstantinos Agathos; Adam R. Brink; Eleni N. Chatzi (CoRR, 2020)

VpROM: A novel Variational AutoEncoder-boosted Reduced Order Model for the treatment of parametric dependencies in nonlinear systems. - Thomas Simpson; Konstantinos Vlachas; Anthony Garland; Nikolaos Dervilis; Eleni N. Chatzi (CoRR, 2023)

A Reduced Order Model conditioned on monitoring features for estimation and uncertainty quantification in engineered systems. - Konstantinos Vlachas; Thomas Simpson; Anthony Garland; D. Dane Quinn; Charbel Farhat; Eleni N. Chatzi (CoRR, 2024)

Beyond Static Models: Hypernetworks for Adaptive and Generalizable Forecasting in Complex Parametric Dynamical Systems. - Pantelis R. Vlachas; Konstantinos Vlachas; Eleni N. Chatzi (CoRR, 2025)