Abstract
Hussein Kokash, Khalil Khanafer, Mihai Burzo
Abstract
Authors
Institutions
Provenance
crossref
Confidence 100%
ror
Confidence 99%
No local reference links have been materialized yet.
No local citing links have been materialized yet.
Machine learning for fluid mechanics
10.1146/annurev-fluid-010719-060214 · 2020
Mixed convection of ferrofluids in a lid driven cavity with two rotating cylinders
2015
High-Re solutions for incompressible flow using the Navier-Stokes equations and a multigrid method
10.1016/0021-9991(82)90058-4 · 1982
Natural convection of air in a square cavity: a bench mark numerical solution
10.1002/fld.1650030305 · 1983
Prandtl number effects on laminar mixed convection heat transfer in a lid-driven cavity
10.1016/0017-9310(92)90191-t · 1992
Laminar mixed convection in shallow inclined driven cavities with hot moving lid on top and cooled from bottom
10.1016/j.applthermaleng.2006.07.035 · 2007
Mixed convection heat transfer in a differentially heated cavity with two rotating cylinders
10.1016/j.ijthermalsci.2018.07.020 · 2019
Mixed convection heat transfer in a lid-driven cavity with a rotating circular cylinder
10.1016/j.icheatmasstransfer.2017.05.025 · 2017
Conjugate pure mixed convection in a differentially heated lid-driven square cavity with two rotating cylinders
10.1063/5.0037523 · 2021
openalex
Confidence 95%
datacite
Confidence 0%
Conjugate mixed convection in a differentially heated lid-driven square cavity with rotating cylinders
2020
Magnetic-mixed convection in nanofluid-filled cavity containing baffles and rotating hollow-cylinders with roughness components
2022
Impacts of double rotating cylinders on the forced convection of nanoencapsulated phase change material
10.1002/htj.23234 · 2024
Heat transfer enhancement in lid-driven cavity with rotating cylinder: exploring NEPCMs and magnetic field effects
10.1016/j.icheatmasstransfer.2023.107095 · 2023
Discretization of thermofluidic behavior of the combined effects of MHD conjugate mixed convection and joule heating in a lid-driven Z-shaped cavity containing double rotating cylinders
10.1002/htj.70085 · 2025
Machine learning based surrogate models for microchannel heat sink optimization
10.1016/j.applthermaleng.2022.119917 · 2023
A CFD-based surrogate model for predicting flow parameters in a ventilated room using sensor readings
10.1016/j.enbuild.2022.112146 · 2022
CFD based neural network model framework for mixed convection in a lid-driven cavity with conductive cylinder
10.1016/j.heliyon.2025.e42637 · 2025
Mixed convective heat transfer characteristic in vented cavity under dynamic flow modulation by CFD and neural network model approaches
10.1002/htj.23349 · 2025
Machine learning for lid-driven cavity flow
2025
Unresolved referenced work
2006
Physics-informed neural networks: a deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations
10.1016/j.jcp.2018.10.045 · 2019
Physics-informed machine learning
10.1038/s42254-021-00314-5 · 2021
Physics-informed graph convolutional neural network for modeling fluid flow and heat convection
10.1063/5.0161114 · 2023
Machine learning-based predictions of flow and heat transfer characteristics in a lid-driven cavity with a rotating cylinder
10.3390/en17205220 · 2024
Flow and thermal prediction in a lid-driven cavity with a rotating cylinder using machine learning
2025
XGBoost: A scalable tree boosting system
2016
Procedure for estimation and reporting of uncertainty due to discretization in CFD applications
2008
Natural convection in square enclosure with hot and cold cylinders at different vertical locations
10.1016/j.ijheatmasstransfer.2012.08.012 · 2012
Scikit-learn: machine learning in Python
2011
Natural convection in square enclosure with hot and cold cylinders at different vertical locations
10.1016/j.ijheatmasstransfer.2012.08.012 · doi-reference
Machine learning-based predictions of flow and heat transfer characteristics in a lid-driven cavity with a rotating cylinder
10.3390/en17205220 · doi-reference
Physics-informed graph convolutional neural network for modeling fluid flow and heat convection
10.1063/5.0161114 · doi-reference
Physics-informed machine learning
10.1038/s42254-021-00314-5 · doi-reference
Physics-informed neural networks: a deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations
10.1016/j.jcp.2018.10.045 · doi-reference
Mixed convective heat transfer characteristic in vented cavity under dynamic flow modulation by CFD and neural network model approaches
10.1002/htj.23349 · doi-reference
CFD based neural network model framework for mixed convection in a lid-driven cavity with conductive cylinder
10.1016/j.heliyon.2025.e42637 · doi-reference
A CFD-based surrogate model for predicting flow parameters in a ventilated room using sensor readings
10.1016/j.enbuild.2022.112146 · doi-reference
Machine learning based surrogate models for microchannel heat sink optimization
10.1016/j.applthermaleng.2022.119917 · doi-reference
Discretization of thermofluidic behavior of the combined effects of MHD conjugate mixed convection and joule heating in a lid-driven Z-shaped cavity containing double rotating cylinders
10.1002/htj.70085 · doi-reference
Heat transfer enhancement in lid-driven cavity with rotating cylinder: exploring NEPCMs and magnetic field effects
10.1016/j.icheatmasstransfer.2023.107095 · doi-reference
Impacts of double rotating cylinders on the forced convection of nanoencapsulated phase change material
10.1002/htj.23234 · doi-reference
Conjugate pure mixed convection in a differentially heated lid-driven square cavity with two rotating cylinders
10.1063/5.0037523 · doi-reference
Mixed convection heat transfer in a lid-driven cavity with a rotating circular cylinder
10.1016/j.icheatmasstransfer.2017.05.025 · doi-reference
Mixed convection heat transfer in a differentially heated cavity with two rotating cylinders
10.1016/j.ijthermalsci.2018.07.020 · doi-reference
Laminar mixed convection in shallow inclined driven cavities with hot moving lid on top and cooled from bottom
10.1016/j.applthermaleng.2006.07.035 · doi-reference
Prandtl number effects on laminar mixed convection heat transfer in a lid-driven cavity
10.1016/0017-9310(92)90191-t · doi-reference
Natural convection of air in a square cavity: a bench mark numerical solution
10.1002/fld.1650030305 · doi-reference
High-Re solutions for incompressible flow using the Navier-Stokes equations and a multigrid method
10.1016/0021-9991(82)90058-4 · doi-reference
Machine learning for fluid mechanics
10.1146/annurev-fluid-010719-060214 · doi-reference