Analysis of a convolutional neural network for predicting unsteady volume wake flow fields

Deep learning methods for super-resolution reconstruction of turbulent flows

(2020) Bo Liu et al.   PHYSICS OF FLUIDS

Deep unsupervised learning of turbulence for inflow generation at various Reynolds numbers

(2020) Junhyuk Kim et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Machine-learning-based reduced-order modeling for unsteady flows around bluff bodies of various shapes

(2020) Kazuto Hasegawa et al.   THEORETICAL AND COMPUTATIONAL FLUID DYNAMICS

Machine Learning in Tropical Cyclone Forecast Modeling: A Review

(2020) Rui Chen et al.   Atmosphere

Active control for drag reduction of turbulent channel flow based on convolutional neural networks

(2020) Bing-Zheng Han et al.   PHYSICS OF FLUIDS

Convolutional neural network based hierarchical autoencoder for nonlinear mode decomposition of fluid field data

(2020) Kai Fukami et al.   PHYSICS OF FLUIDS

Probabilistic neural networks for fluid flow surrogate modeling and data recovery

(2020) Romit Maulik et al.   Physical Review Fluids

Unsteady reduced-order model of flow over cylinders based on convolutional and deconvolutional neural network structure

(2020) Jiang-Zhou Peng et al.   PHYSICS OF FLUIDS

Super-resolution reconstruction of turbulent flows with machine learning

(2019) Kai Fukami et al.   JOURNAL OF FLUID MECHANICS

Prediction of a typhoon track using a generative adversarial network and satellite images

(2019) Mario Rüttgers et al.   Scientific Reports

Data-driven prediction of unsteady flow over a circular cylinder using deep learning

(2019) Sangseung Lee et al.   JOURNAL OF FLUID MECHANICS

Prediction of turbulent heat transfer using convolutional neural networks

(2019) Junhyuk Kim et al.   JOURNAL OF FLUID MECHANICS

Tracking coherent structures in massively-separated and turbulent flows

(2018) Matthew Rockwood et al.   Physical Review Fluids

Two-point coherence of wave packets in turbulent jets

(2017) V. Jaunet et al.   Physical Review Fluids

Spectral–Spatial Feature Extraction for Hyperspectral Image Classification: A Dimension Reduction and Deep Learning Approach

(2016) Wenzhi Zhao et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Coherent Structures and Extreme Events in Rotating Multiphase Turbulent Flows

(2016) L. Biferale et al.   Physical Review X

Deconvolution of reacting-flow dynamics using proper orthogonal and dynamic mode decompositions

(2015) Sukesh Roy et al.   PHYSICAL REVIEW E

Condensation of Coherent Structures in Turbulent Flows

(2015) Kai Leong Chong et al.   PHYSICAL REVIEW LETTERS

Three-Dimensional Fluid Motion in Faraday Waves: Creation of Vorticity and Generation of Two-Dimensional Turbulence

(2014) N. Francois et al.   Physical Review X

Analysis of Fluid Flows via Spectral Properties of the Koopman Operator

(2012) Igor Mezić   Annual Review of Fluid Mechanics

Large eddy simulation of the flow around single and two side-by-side cylinders at subcritical Reynolds numbers

(2011) I. Afgan et al.   PHYSICS OF FLUIDS

Dynamic mode decomposition of numerical and experimental data

(2010) PETER J. SCHMID   JOURNAL OF FLUID MECHANICS

Direct numerical simulation of turbulence in a nominally zero-pressure-gradient flat-plate boundary layer

(2009) XIAOHUA WU et al.   JOURNAL OF FLUID MECHANICS

Experimental and numerical studies of the flow over a circular cylinder at Reynolds number 3900

(2008) Philippe Parnaudeau et al.   PHYSICS OF FLUIDS

DNS of a plane mixing layer for the investigation of sound generation mechanisms

(2007) Andreas Babucke et al.   COMPUTERS & FLUIDS