most citedModelling of physical systems with a Hopf bifurcation using mechanistic models and machine learning

17 citations · 17 across the 1 of their papers we have counts for

collaborators

2 papers

math.DS2022★ 17 cited

Modelling of physical systems with a Hopf bifurcation using mechanistic models and machine learning

K. H. Lee, D. A. W. Barton, L. Renson

We propose a new hybrid modelling approach that combines a mechanistic model with a machine-learnt model to predict the limit cycle oscillations of physical systems with a Hopf bif…

math.DS2020

Reduced-order modelling of flutter oscillations using normal forms and scientific machine learning

K. H. Lee, D. A. W. Barton, L. Renson

This paper introduces a machine learning approach to take a nonlinear differential-equation model that exhibits qualitative agreement with a physical experiment over a range of par…