131 citations · 1k across the 33 of their papers we have counts for
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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-…
On the use of Nonlinear Normal Modes for Nonlinear Reduced Order Modelling
Thomas Simpson, Nikolaos Dervilis, Eleni Chatzi
In many areas of engineering, nonlinear numerical analysis is playing an increasingly important role in supporting the design and monitoring of structures. Whilst increasing comput…
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…