181 citations · 390 across the 10 of their papers we have counts for
4 papers · 1 filter
Interpreting neural operators: how nonlinear waves propagate in non-reciprocal solids
Jonathan Colen, Alexis Poncet, Denis Bartolo +1
We present a data-driven pipeline for model building that combines interpretable machine learning, hydrodynamic theories, and microscopic models. The goal is to uncover the underly…
Sociohydrodynamics: data-driven modelling of social behavior
Daniel S. Seara, Jonathan Colen, Michel Fruchart +3
Living systems display complex behaviors driven by physical forces as well as decision-making. Hydrodynamic theories hold promise for simplified universal descriptions of socially-…
Motor crosslinking augments elasticity in active nematics
Steven A. Redford, Jonathan Colen, Jordan L. Shivers +8
In active materials, uncoordinated internal stresses lead to emergent long-range flows. An understanding of how the behavior of active materials depends on mesoscopic (hydrodynamic…
Machine learning active-nematic hydrodynamics
Jonathan Colen, Ming Han, Rui Zhang +10
Hydrodynamic theories effectively describe many-body systems out of equilibrium in terms of a few macroscopic parameters. However, such hydrodynamic parameters are difficult to der…