87 citations · 404 across the 23 of their papers we have counts for
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cs.CE2022
Nonlinear Reduced Order Modelling of Soil Structure Interaction Effects via LSTM and Autoencoder Neural Networks
Thomas Simpson, Nikolaos Dervilis, Philippe Couturier +2
In the field of structural health monitoring (SHM), inverse problems which require repeated analyses are common. With the increase in the use of nonlinear models, the development o…
cs.CE2021★ 68 cited
Machine Learning Approach to Model Order Reduction of Nonlinear Systems via Autoencoder and LSTM Networks
Thomas Simpson, Nikolaos Dervilis, Eleni Chatzi
In analyzing and assessing the condition of dynamical systems, it is necessary to account for nonlinearity. Recent advances in computation have rendered previously computationally…