Effect of interfacial forces and turbulence models on predicting flow pattern inside the bubble column

M Pourtousi, JN Sahu, P Ganesan - Chemical Engineering and Processing …, 2014 - Elsevier
The numerical approaches have been used in many studies to predict the flow pattern inside
the bubble column reactors because of the difficulties that are still found in designing and …

Predicting standardized streamflow index for hydrological drought using machine learning models

S Shamshirband, S Hashemi, H Salimi… - Engineering …, 2020 - Taylor & Francis
Hydrological droughts are characterized based on their duration, severity, and magnitude.
Among the most critical factors, precipitation, evapotranspiration, and runoff are essential in …

Euler–Euler multiphase CFD-simulation with full Reynolds stress model and anisotropic bubble-induced turbulence

J Parekh, R Rzehak - International Journal of Multiphase Flow, 2018 - Elsevier
In the present work, Euler–Euler modeling of bubbly flows is combined with a full Reynolds
stress model for the turbulence in the liquid carrier phase. Reynolds stress models have only …

A combination of computational fluid dynamics (CFD) and adaptive neuro-fuzzy system (ANFIS) for prediction of the bubble column hydrodynamics

M Pourtousi, JN Sahu, P Ganesan, S Shamshirband… - Powder Technology, 2015 - Elsevier
This paper shows a combination of computational fluid dynamics (CFD) and adaptive neuro-
fuzzy inference system (ANFIS) to propose a new viewpoint for multiphase flow modeling …

Functional input and membership characteristics in the accuracy of machine learning approach for estimation of multiphase flow

M Babanezhad, A Taghvaie Nakhjiri, M Rezakazemi… - Scientific reports, 2020 - nature.com
In the current study, Artificial Intelligence (AI) approach was used for the learning of a
physical system. We applied four inputs and one output in the learning process of AI. In the …

Euler-Euler large eddy simulations of the gas–liquid flow in a cylindrical bubble column

MG Fard, Y Stiriba, B Gourich, C Vial… - Nuclear Engineering and …, 2020 - Elsevier
Abstract In this work Euler-Euler Large Eddy Simulations (LES) of dispersed turbulent gas–
liquid flows in a cylindrical bubble column are presented. Besides, predictions are compared …

CFD-PBM approach with modified drag model for the gas–liquid flow in a bubble column

XF Liang, H Pan, YH Su, ZH Luo - Chemical Engineering Research and …, 2016 - Elsevier
In this work, numerical simulations of cylindrical bubble column are performed using the
Euler–Euler approach incorporated with a population balance model (PBM). First, three drag …

Changes in the number of membership functions for predicting the gas volume fraction in two-phase flow using grid partition clustering of the ANFIS method

M Babanezhad, AT Nakhjiri, S Shirazian - ACS omega, 2020 - ACS Publications
A 2D-bubble column reactor (BCR) including gas and liquid phases is simulated, and fluid
characteristics such as gas-phase volume fraction and gas-phase turbulence are extracted …

[HTML][HTML] Computational fluid dynamics simulation of the heterogeneous regime in a large-scale bubble column

N Varallo, G Besagni, R Mereu - Chemical Engineering Science, 2023 - Elsevier
Bubble columns are used in many industrial applications, but the complex fluid dynamics
phenomena has limited their design and optimization processes. Computational Fluid …

CFD simulation of hydrodynamics of gas–liquid–solid three-phase bubble column

W Li, W Zhong - Powder Technology, 2015 - Elsevier
A 3D time dependent numerical study was performed to study the gas–liquid–solid three-
phase flow dynamics in bubble columns by employing the Eulerian–Eulerian–Eulerian three …