43 citations · 43 across the 4 of their papers we have counts for
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math.NA2023
VpROM: A novel Variational AutoEncoder-boosted Reduced Order Model for the treatment of parametric dependencies in nonlinear systems
Thomas Simpson, Konstantinos Vlachas, Anthony Garland +2
Reduced Order Models (ROMs) are of considerable importance in many areas of engineering in which computational time presents difficulties. Established approaches employ projection-…
math.NA2020★ 43 cited
A local basis approximation approach for nonlinear parametric model order reduction
Konstantinos Vlachas, Konstantinos Tatsis, Konstantinos Agathos +2
The efficient condition assessment of engineered systems requires the coupling of high fidelity models with data extracted from the state of the system `as-is'. In enabling this ta…