Using an encoder-decoder convolutional neural network to predict the solid holdup patterns in a pseudo-2d fluidized bed

Modeling of the filtered drag force in gas–solid flows via a deep learning approach

(2020) Yu Zhang et al.   CHEMICAL ENGINEERING SCIENCE

CFD-DEM model study of gas-solid flow in a spout fluidized bed with an umbrella-like baffle

(2020) Yuanhe Yue et al.   CHEMICAL ENGINEERING SCIENCE

Computationally efficient CFD prediction of bubbly flow using physics-guided deep learning

(2020) Han Bao et al.   INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

Development of a deep learning-based image processing technique for bubble pattern recognition and shape reconstruction in dense bubbly flows

(2020) Rafael F.L. Cerqueira et al.   CHEMICAL ENGINEERING SCIENCE

Machine learning methods for turbulence modeling in subsonic flows around airfoils

(2019) Linyang Zhu et al.   PHYSICS OF FLUIDS

Machine Learning for Fluid Mechanics

(2019) Steven L. Brunton et al.   Annual Review of Fluid Mechanics

Bubble patterns recognition using neural networks: Application to the analysis of a two-phase bubbly jet

(2019) Igor Poletaev et al.   INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

A CFD-DEM study of hydrodynamics with heat transfer in a gas-solid fluidized bed reactor for solar thermal applications

(2018) Selvan Bellan et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Effect of flow pulsation on fluidization degree of gas-solid fluidized beds by using coupled CFD-DEM

(2018) Reza Namdarkedenji et al.   ADVANCED POWDER TECHNOLOGY

PIV-DCNN: cascaded deep convolutional neural networks for particle image velocimetry

(2017) Yong Lee et al.   EXPERIMENTS IN FLUIDS

Bubble-induced particle mixing in a 2-D gas-solid fluidized bed with different bed aspect ratios: A CFD-DPM study

(2017) Zahra Amiri et al.   POWDER TECHNOLOGY

Reynolds averaged turbulence modelling using deep neural networks with embedded invariance

(2016) Julia Ling et al.   JOURNAL OF FLUID MECHANICS

Simulation of 3D freely bubbling gas–solid fluidized beds using various drag models: TFM approach

(2015) Hossein Askaripour et al.   CHEMICAL ENGINEERING RESEARCH & DESIGN

An investigation on the mechanics of homogeneous expansion in gas-fluidized beds

(2015) Oyebanjo Oke et al.   CHEMICAL ENGINEERING SCIENCE

Numerical investigation on the solid flow pattern in bubbling gas–solid fluidized beds: Effects of particle size and time averaging

(2014) Maryam Askarishahi et al.   POWDER TECHNOLOGY

The generality of the standard 2D TFM approach in predicting bubbling fluidized bed hydrodynamics

(2012) Schalk Cloete et al.   POWDER TECHNOLOGY