activity
19982022
most citedSearching for turbulence models by artificial neural network

254 citations · 345 across the 9 of their papers we have counts for

collaborators

9 papers

physics.flu-dyn2022

A Lagrange multiplier-based optimal control technique for streak attenuation in high-speed boundary layers

Omar Es-Sahli, Adrian Sescu, M. Z. A. Koshuriyan +2

High-amplitude free stream turbulence and surface roughness elements can excite a laminar boundary layer flow sufficiently to cause streamwise oriented vortices to develop. These v…

physics.flu-dyn2022★ 11 cited

Investigation of Görtler vortices in high-speed boundary layers via an efficient numerical solution to the non-linear boundary region equations

Omar Es-Sahli, Adrian Sescu, Mohammed Afsar +1

Streamwise vortices and the associated streaks evolve in boundary layers over flat or concave surfaces due to disturbances initiated upstream or triggered by the wall surface. Foll…

physics.flu-dyn2020★ 6 cited

Improving accuracy of turbulence models by neural network

Satoshi Miyazaki, Yuji Hattori

Neural networks of simple structures are used to construct a turbulence model for large-eddy simulation (LES). Data obtained by direct numerical simulation (DNS) of homogeneous iso…

physics.flu-dyn2016★ 254 cited

Searching for turbulence models by artificial neural network

Masataka Gamahara, Yuji Hattori

Artificial neural network (ANN) is tested as a tool for finding a new subgrid model of the subgrid-scale (SGS) stress in large-eddy simulation. ANN is used to establish a functiona…

physics.plasm-ph2015★ 14 cited

Explosive magnetic reconnection caused by an X-shaped current-vortex layer in a collisionless plasma

Makoto Hirota, Yuji Hattori, Philip J. Morrison

A mechanism for explosive magnetic reconnection is investigated by analyzing the nonlinear evolution of a collisionless tearing mode in a two-fluid model that includes the effects…

physics.flu-dyn2013

Variational Approach to Necessary and Sufficient Stability Conditions for Inviscid Shear Flow

Makoto Hirota, Philip J. Morrison, Yuji Hattori

A necessary and sufficient condition for linear stability of inviscid parallel shear flow is formulated by a novel variational method, where the velocity profile is assumed to be m…

physics.comp-ph2012★ 5 cited

New Approach for Error Reduction in the Volume Penalization Method

Wakana Iwakami, Yuzuru Yatagai, Nozomu Hatakeyama +1

A new approach for reducing error of the volume penalization method is proposed. The mask function is modified by shifting the interface between solid and fluid by (νη)^0.5 toward…

cond-mat.soft2001★ 48 cited

Reconnection and acoustic emission of quantized vortices in superfluid by the numerical analysis of the Gross-Pitaevskii equation

S. Ogawa, M. Tsubota, Y. Hattori

We study numerically the reconnection of quantized vortices and the concurrent acoustic emission by the analysis of the Gross-Pitaevskii equation. Two quantized vortices reconnect…

chao-dyn1998★ 7 cited

Large Coherent Structure Formation by Magnetic Stretching Term in Two-Dimensional MHD Turbulence

Akihiro Ishizawa, Yuji Hattori

Using EDQNM approximation, it is shown that the magnetic stretching term is responsible for turning the small-scale turbulent structures into the large coherent magnetic structures…