2.9k citations · 5.6k across the 52 of their papers we have counts for
3 papers · 2 filters
Metric for attractor overlap
Rishabh Ishar, Eurika Kaiser, Marek Morzynski +6
We present the first general metric for attractor overlap (MAO) facilitating an unsupervised comparison of flow data sets. The starting point is two or more attractors, i.e., ensem…
Sparse reduced-order modeling : Sensor-based dynamics to full-state estimation
Jean-Christophe Loiseau, Bernd R. Noack, Steven L. Brunton
We propose a general dynamic reduced-order modeling framework for typical experimental data: time-resolved sensor data and optional non-time-resolved PIV snapshots. This framework…
Linear genetic programming control for strongly nonlinear dynamics with frequency crosstalk
Ruiying Li, Bernd R. Noack, Laurent Cordier +3
We advance Machine Learning Control (MLC), a recently proposed model-free control framework which explores and exploits strongly nonlinear dynamics in an unsupervised manner. The a…