activity
20002022
most citedRobust learning from noisy, incomplete, high-dimensional experimental data via physically constrained symbolic regression

128 citations · 725 across the 30 of their papers we have counts for

collaborators

31 papers

physics.flu-dyn2022★ 9 cited

Observing a Dynamical Skeleton of Turbulence in Taylor-Couette Flow Experiments

Christopher J. Crowley, Joshua L. Pughe-Sanford, Wesley Toler +2

Recent work suggests unstable recurrent solutions of the equations governing fluid flow can play an important role in structuring the dynamics of turbulence. Here we present a meth…

physics.flu-dyn2021

Data-driven detection of drifting system parameters

Logan M. Kageorge, Roman O. Grigoriev, Michael F. Schatz

Data taken from observations of the natural world or laboratory measurements often depend on parameters which can vary in unexpected ways. In this paper we demonstrate how machine…

physics.flu-dyn2021★ 128 cited

Robust learning from noisy, incomplete, high-dimensional experimental data via physically constrained symbolic regression

Patrick A. K. Reinbold, Logan M. Kageorge, Michael F. Schatz +1

Machine learning offers an intriguing alternative to first-principles analysis for discovering new physics from experimental data. However, to date, purely data-driven methods have…

physics.flu-dyn2020★ 36 cited

Capturing Turbulent Dynamics and Statistics in Experiments with Unstable Periodic Orbits

Balachandra Suri, Logan Kageorge, Roman O. Grigoriev +1

In laboratory studies and numerical simulations, we observe clear signatures of unstable time-periodic solutions in a moderately turbulent quasi-two-dimensional flow. We validate t…

physics.flu-dyn2019★ 12 cited

A novel subcritical transition to turbulence in Taylor-Couette flow with counter-rotating cylinders

Christopher J. Crowley, Michael C. Krygier, Daniel Borrero-Echeverry +2

The transition to turbulence in Taylor-Couette flow often occurs via a sequence of supercritical bifurcations to progressively more complex, yet stable, flows. We describe a subcri…

physics.flu-dyn2019★ 17 cited

Heteroclinic and Homoclinic Connections in a Kolmogorov-Like Flow

Balachandra Suri, Ravi Kumar Pallantla, Michael F. Schatz +1

Recent studies suggest that unstable recurrent solutions of the Navier-Stokes equation provide new insights into dynamics of turbulent flows. In this study, we compute an extensive…