activity
20042023
most citedTransfer learning for nonlinear dynamics and its application to fluid turbulence

42 citations · 210 across the 14 of their papers we have counts for

collaborators

14 papers

physics.flu-dyn2023★ 1 cited

Space-local Navier--Stokes turbulence

Ryo Araki, Wouter J. T. Bos, Susumu Goto

We investigate the physical-space locality of interactions in three-dimensional incompressible turbulent flow. To that, we modify the nonlinear terms of the vorticity equation such…

physics.flu-dyn2023★ 11 cited

Characterizing Data Assimilation in Navier-Stokes Turbulence with Transverse Lyapunov Exponents

Masanobu Inubushi, Yoshitaka Saiki, Miki U. Kobayashi +1

Data assimilation (DA) reconstructing small-scale turbulent structures is crucial for forecasting and understanding turbulence. This study proposes a theoretical framework for DA b…

physics.flu-dyn2022★ 10 cited

Correlation function and linear response function of homogeneous isotropic turbulence in the Eulerian and Lagrangian coordinates

Takeshi Matsumoto, Michio Otsuki, Takeshi Ooshida +1

We study the correlation function and mean linear response function of the velocity Fourier mode of statistically steady-state, homogeneous and isotropic turbulence in the Eulerian…

physics.flu-dyn2022★ 17 cited

Attenuation of turbulence in a periodic cube by finite-size spherical solid particles

Sunao Oka, Susumu Goto

To investigate the attenuation of turbulence in a periodic cube due to the addition of spherical solid particles, we conduct direct numerical simulations using an immersed boundary…

physics.flu-dyn2021★ 4 cited

Minimal model of quasi-cyclic behaviour in turbulence driven by Taylor--Green forcing

Ryo Araki, Wouter J. T. Bos, Susumu Goto

We attempt to formulate the simplest possible model mimicking turbulent dynamics, such as quasi-cyclic behaviour (QCB), using only three variables. To this end, we first conduct di…

physics.flu-dyn2021★ 14 cited

Self-similar hierarchy of coherent tubular vortices in turbulence

Tomonori Tsuruhashi, Susumu Goto, Sunao Oka +1

Energy transfers from larger to smaller scales in turbulence. This energy cascade is a process of the creation of smaller-scale coherent vortices by larger ones. In our recent stud…

physics.flu-dyn2021★ 17 cited

Mathematical reformulation of the Kolmogorov-Richardson energy cascade in terms of vortex stretching

Tsuyoshi Yoneda, Susumu Goto, Tomonori Tsuruhashi

In this paper, with the aid of direct numerical simulations (DNS) of forced turbulence in a periodic domain, we mathematically reformulate the Kolmogorov-Richardson energy cascade…

physics.flu-dyn2020★ 42 cited

Transfer learning for nonlinear dynamics and its application to fluid turbulence

Masanobu Inubushi, Susumu Goto

We introduce transfer learning for nonlinear dynamics, which enables efficient predictions of chaotic dynamics by utilizing a small amount of data. For the Lorenz chaos, by optimiz…

cond-mat.stat-mech2016★ 13 cited

Calculation of displacement correlation tensor indicating vortical cooperative motion in two-dimensional colloidal liquids

T. Ooshida, S. Goto, T. Matsumoto +1

As an indicator of cooperative motion in a system of Brownian particles that models two-dimensional colloidal liquids, displacement correlation tensor is calculated analytically an…

physics.flu-dyn2015★ 14 cited

Sub critical transition to turbulence in three-dimensional Kolmogorov flow

Lennaert van Veen, Susumu Goto

We study Kolmogorov flow on a three dimensional, periodic domain with aspect ratios fixed to unity. Using an energy method, we give a concise proof of the linear stability of the l…

cond-mat.soft2015★ 13 cited

Insights from Single-File Diffusion into Cooperativity in Higher Dimensions

Takeshi Ooshida, Susumu Goto, Takeshi Matsumoto +1

Diffusion in colloidal suspensions can be very slow due to the cage effect, which confines each particle within a short radius on one hand, and involves large-scale cooperative mot…

nlin.CD2014★ 9 cited

Response function of turbulence computed via fluctuation-response relation of a Langevin system with vanishing noise

Takeshi Matsumoto, Michio Otsuki, Ooshida Takeshi +2

For a shell model of the fully developed turbulence and the incompressible Navier-Stokes equations in the Fourier space, when a Gaussian white noise is artificially added to the eq…

cond-mat.stat-mech2012★ 13 cited

Analytical Calculation of Four-Point Correlations for a Simple Model of Cages Involving Numerous Particles

T. Ooshida, S. Goto, T. Matsumoto +2

Dynamics of a one-dimensional system of Brownian particles with short-range repulsive interaction (diameter sigma) is studied with a liquid-theoretical approach. The mean square di…

nlin.CD2004★ 32 cited

Acceleration Statistics as Measures of Statistical Persistence of Streamlines in Isotropic Turbulence

S. Goto, D. R. Osborne, J. C. Vassilicos +1

We introduce the velocity (Vs) of stagnation points as a means to characterise and measure statistical persistence of streamlines. Using theoretical arguments, Direct Numerical Sim…