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20202025
most citedInterpreted machine learning in fluid dynamics: Explaining relaminarisation events in wall-bounded shear flows

31 citations · 72 across the 8 of their papers we have counts for

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physics.flu-dyn2025

Narwhals and their blessings: exact coherent structures of elastic turbulence in channel flows

Alexander Morozov, Martin Lellep, Damiano Capocci +1

Solutions of long, flexible polymer molecules are complex fluids that simultaneously exhibit fluid-like and solid-like behaviour. When subjected to external flows, dilute polymer s…

physics.flu-dyn2023

Purely elastic turbulence in pressure-driven channel flows

Martin Lellep, Moritz Linkmann, Alexander Morozov

Solutions of long, flexible polymer molecules are complex fluids that simultaneously exhibit fluid-like and solid-like behaviour. When subjected to an external flow, dilute polymer…

physics.flu-dyn2023

Effects of anisotropy on the geometry of tracer particle trajectories in turbulent flows

Yasmin Hengster, Martin Lellep, Julian Weigel +9

Using curvature and torsion to describe Lagrangian trajectories gives a full description of these as well as an insight into small and large time scales as temporal derivatives up…

physics.flu-dyn2023★ 1 cited

Identifying regions of importance in wall-bounded turbulence through explainable deep learning

Andres Cremades, Sergio Hoyas, Rahul Deshpande +8

Despite its great scientific and technological importance, wall-bounded turbulence is an unresolved problem in classical physics that requires new perspectives to be tackled. One o…

physics.flu-dyn2022★ 12 cited

Linear stability analysis of purely elastic travelling wave solutions in pressure driven channel flows

Martin Lellep, Moritz Linkmann, Alexander Morozov

Recent studies of pressure-driven flows of dilute polymer solutions in straight channels demonstrated the existence of two-dimensional coherent structures that are disconnected fro…

physics.flu-dyn2021

Purely elastic linear instabilities in parallel shear flows with free-slip boundary conditions

Martin Lellep, Moritz Linkmann, Bruno Eckhardt +1

We perform a linear stability analysis of viscoelastic plane Couette and plane Poiseuille flows with free-slip boundary conditions. The fluid is described by the Oldroyd-B constitu…

physics.flu-dyn2021★ 31 cited

Interpreted machine learning in fluid dynamics: Explaining relaminarisation events in wall-bounded shear flows

Martin Lellep, Jonathan Prexl, Bruno Eckhardt +1

Machine Learning (ML) is becoming increasingly popular in fluid dynamics. Powerful ML algorithms such as neural networks or ensemble methods are notoriously difficult to interpret.…