59 citations · 95 across the 6 of their papers we have counts for
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physics.data-an2020★ 1 cited
Cluster-based network modeling -- automated robust modeling of complex dynamical systems
Daniel Fernex, Bernd R. Noack, Richard Semaan
We propose a universal method for data-driven modeling of complex nonlinear dynamics from time-resolved snapshot data without prior knowledge. Complex nonlinear dynamics govern man…
physics.flu-dyn2020★ 59 cited
Cluster-based network model
Hao Li, Daniel Fernex, Richard Semaan +3
We propose an automatable data-driven methodology for robust nonlinear reduced-order modelling from time-resolved snapshot data. In the kinematical coarse-graining, the snapshots a…