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20192022
most citedMulti-agent reinforcement learning for wall modeling in LES of flow over periodic hills

4 citations · 4 across the 5 of their papers we have counts for

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physics.flu-dyn2022

A sparsity-promoting resolvent analysis for the identification of spatiotemporally-localized amplification mechanisms

Barbara Lopez-Doriga, Eric Ballouz, H. Jane Bae +1

This work introduces a variant of resolvent analysis that identifies forcing and response modes that are sparse in both space and time. This is achieved through the use of a sparse…

physics.flu-dyn2022

Wavelet-based resolvent analysis for statistically-stationary and temporally-evolving flows

Eric Ballouz, Barbara Lopez-Doriga, Scott T. M. Dawson +1

This work introduces a formulation of resolvent analysis that uses wavelet transforms rather than Fourier transforms in time. This allows resolvent analysis to be extended to turbu…

physics.flu-dyn20224 cited

Multi-agent reinforcement learning for wall modeling in LES of flow over periodic hills

Di Zhou, Michael P. Whitmore, Kevin P. Griffin +1

We develop a wall model for large-eddy simulation (LES) that takes into account various pressure-gradient effects using multi-agent reinforcement learning (MARL). The model is trai…

physics.flu-dyn2022

Investigating nonlinearity in wall turbulence: regenerative versus parametric mechanisms

B. F. Farrell, E. Kim, H. J. Bae +2

Both linear growth processes associated with non-normality of the mean flow and nonlinear interaction transferring energy among fluctuations contribute to maintaining turbulence. H…

physics.flu-dyn2021

Life-cycle of streaks in the buffer layer of wall-bounded turbulence

H. Jane Bae, Myoungkyu Lee

Streaks in the buffer layer of wall-bounded turbulence are tracked in time to study their life-cycle. Spatially and temporally resolved direct numerical simulation data is used to…

physics.flu-dyn2021

Resolvent analysis of stratification effects on wall-bounded shear flows

M. A. Ahmed, H. J. Bae, A. F. Thompson +1

The interaction between shear driven turbulence and stratification is a key process in a wide array of geophysical flows with spatio-temporal scales that span many orders of magnit…