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References from Predictive hydrodynamics in pressurized slurry bubble column reactor: A CFD-DNN framework for real-time phase distribution. Local targets link to admitted publications; unresolved targets remain external evidence.
Challenges and innovations in reaction engineering
10.1080/00986440802290045 · 2008 · External reference
Fischer-Tropsch synthesis in slurry bubble column reactors: experimental investigations and modeling - A review
10.1515/ijcre-2014-0146 · 2015 · External reference
Modelling of a bubble column slurry reactor for Fischer-Tropsch synthesis
10.1016/s0920-5861(99)00082-6 · 1999 · External reference
Enhancement of CO conversion in a novel slurry bubble column reactor for methanol synthesis
10.1016/j.jngse.2014.07.030 · 2014 · External reference
Slurry reactors for gas-to-liquid processes: a review
10.1021/ie070330t · 2007 · External reference
A scale up strategy for bubble column slurry reactors
10.1016/s0920-5861(00)00641-6 · 2001 · External reference
Scale-up strategy for bubble column slurry reactors using CFD simulations
10.1016/s0920-5861(03)00048-8 · 2003 · External reference
Flow mapping in bubble columns
10.1016/0009-2509(90)80107-p · 1990 · External reference
Liquid flow patterns in rectangular air-water bubble column investigated with radioactive particle tracking
10.1016/j.ces.2013.03.045 · 2013 · External reference
Fluid dynamic parameters in bubble columns with internals
10.1016/s0009-2509(99)00003-2 · 1999 · External reference
X-ray computed tomography in large bubble columns
10.1016/j.ces.2005.03.038 · 2005 · External reference
Gas holdup in bubble columns at elevated pressure via computed tomography
10.1016/s0301-9322(00)00037-9 · 2001 · External reference
Solids flow mapping in a high pressure slurry bubble column
10.1016/j.ces.2005.04.087 · 2005 · External reference
Application of a 4-point optical probe to a slurry bubble column reactor
10.1016/j.ces.2015.03.027 · 2015 · External reference
Bubble dynamics investigation in a slurry bubble column
10.1002/aic.11459 · 2008 · External reference
CFD modeling with experimental validation of the internal hydrodynamics in a pilot-scale slurry bubble column reactor
10.1515/ijcre-2015-0165 · 2016 · External reference
Effects of sparger and internals designs on the local hydrodynamics in slurry bubble column reactors operating under typical Fischer-Tropsch process conditions - I
2018 · External reference
Local hydrodynamics modeling of a gas-liquid-solid three-phase bubble column
10.1002/aic.11254 · 2007 · External reference
Computational modeling of the impact of solid particles on the gas hold-up in slurry bubble columns
2021 · External reference
Modeling and simulation of particle size distribution behavior in gas–liquid–solid polyethylene fluidized bed reactors
10.1016/j.powtec.2018.01.014 · 2018 · External reference
CFD modeling of slurry bubble column reactors for Fisher-Tropsch synthesis
10.1016/j.ces.2008.10.022 · 2009 · External reference
A comparative assessment of CFD based LSTM and GRU for hydrodynamic predictions of gas-solid fluidized bed
10.1016/j.powtec.2024.119836 · 2024 · External reference
CFD-Deep neural network (DNN) model of a slurry phase reactor for vacuum residue hydrocracking
10.1016/j.ijhydene.2025.150726 · 2025 · External reference
Unresolved reference
2006 · External reference
Review of machine learning for hydrodynamics, transport, and reactions in multiphase flows and reactors
10.1021/acs.iecr.2c01036 · 2022 · External reference
Predictive analysis of gas hold-up in bubble column using machine learning methods
10.1016/j.cherd.2022.06.007 · 2022 · External reference
Correlating interfacial area and volumetric mass transfer coefficient in bubble column with the help of machine learning methods
10.1021/acs.iecr.2c02820 · 2023 · External reference
Identification of flow regime in a bubble column reactor with a combination of optical probe data and machine learning technique
2019 · External reference
Support vector regression models for trickle bed reactors
10.1016/j.cej.2012.07.081 · 2012 · External reference
Annual review of fluid mechanics machine learning for fluid mechanics
10.1146/annurev-fluid-010719-060214 · 2020 · External reference
Bubble identification from images with machine learning methods
10.1016/j.ijmultiphaseflow.2022.104169 · 2022 · External reference
Measurement of gas and liquid flow rates in two-phase pipe flows by the application of machine learning techniques to differential pressure signals
10.1016/j.ijmultiphaseflow.2014.08.012 · 2014 · External reference
The application of ultrasonic measurement and machine learning technique to identify flow regime in a bubble column reactor
10.1016/j.sintl.2024.100294 · 2025 · External reference
Prediction of multi-inputs bubble column reactor using a novel hybrid model of computational fluid dynamics and machine learning
2019 · External reference
Fuzzy neural network for mapping CFD data of air-water flow in chemical reactors: computational simulation
10.1016/j.molliq.2023.122262 · 2023 · External reference
Computational Fluid dynamics (CFD)- Deep neural network (DNN) model to predict hydrodynamic parameters in rectangular and cylindrical bubble columns
2024 · External reference
Computational Fluid dynamics-Deep neural network (CFD-DNN) surrogate model with graphical User interface (GUI) for predicting hydrodynamic parameters in three-phase bubble column reactors
10.1021/acs.iecr.4c00669 · 2024 · External reference
Drag coefficient and relative velocity in bubbly, droplet or particulate flows
10.1002/aic.690250513 · 1979 · External reference
CFD-based scale-up of hydrodynamics and mixing in bubble columns
10.1016/j.cherd.2018.06.026 · 2018 · External reference
Hydrodynamics and simulation of air–water homogeneous bubble column under elevated pressure
10.1002/aic.16685 · 2019 · External reference
CFD simulation of hydrodynamics in a high-pressure bubble column using three optimized drag models of bubble swarm
10.1016/j.ces.2019.01.019 · 2019 · External reference
A bubbling fluidization model using kinetic theory of granular flow
10.1002/aic.690360404 · 1990 · External reference
A drag coefficient correlation
1933 · External reference
CFD study on hydrodynamics in three-phase fluidized beds-application of turbulence models and experimental validation
10.1016/j.ces.2012.05.016 · 2012 · External reference
Transverse migration of single bubble in simple shear flows
10.1016/s0009-2509(02)00085-4 · 2002 · External reference
Modeling the effects of solid particles in CFD-PBM simulation of slurry bubble columns
10.1016/j.ces.2020.115743 · 2020 · External reference
CFD analysis of solid particles properties effect in three-phase flotation column
10.1016/j.seppur.2017.04.042 · 2017 · External reference
Bubble swarm characteristics in bubble columns
10.1002/cjce.5450540525 · 1976 · External reference
Unresolved reference
External reference
The expressive power of neural networks: a view from the width
2017 · External reference
10.1561/2200000006 · 2009 · Admitted local publication
Deep learning in neural networks: an overview
10.1016/j.neunet.2014.09.003 · 2015 · External reference
Unresolved reference
2018 · External reference
Activation functions in neural networks
2020 · External reference
On early stopping in gradient descent learning
10.1007/s00365-006-0663-2 · 2007 · External reference
Unresolved reference
2017 · External reference
Array programming with NumPy
10.1038/s41586-020-2649-2 · 2020 · External reference
Matplotlib: a 2D graphics environment
10.1109/mcse.2007.55 · 2007 · External reference
Data structures for statistical computing in Python
2010 · External reference
Unresolved reference
External reference
Phase distribution in Fischer-Tropsch mimicked slurry bubble column via computed tomography
10.1016/j.ces.2020.116278 · 2021 · External reference
Gas holdup and bubble size behavior in a large-scale slurry bubble column reactor operating with an organic liquid under elevated pressures and temperatures
10.1016/j.cej.2006.10.016 · 2007 · External reference
Effect of operating variables on the gas holdup in a large-scale slurry bubble column reactor operating with an organic liquid mixture
10.1021/ie980384q · 1999 · External reference
Maximum stable bubble size and gas holdup in high-pressure slurry bubble columns
10.1002/aic.690450402 · 1999 · External reference
CFD simulation of hydrodynamics of gas-liquid-solid three-phase bubble column
10.1016/j.powtec.2015.09.028 · 2015 · External reference
CFD simulations of a bubble column with and without internals by using OpenFOAM
10.1016/j.cej.2017.01.128 · 2017 · External reference
Phase distribution in a high pressure slurry bubble column via a single source computed tomography
10.1002/cjce.5450830118 · 2008 · External reference
Phases distribution in slurry bubble columns: insights from single-source computed tomography and gas holdup measurements
10.1016/j.flowmeasinst.2023.102441 · 2023 · External reference
