Research graph
References from Machine learning surrogate models for mixed convection heat transfer in a lid-driven cavity with two counter-rotating cylinders. Local targets link to admitted publications; unresolved targets remain external evidence.
Machine learning for fluid mechanics
10.1146/annurev-fluid-010719-060214 · 2020 · External reference
Mixed convection of ferrofluids in a lid driven cavity with two rotating cylinders
2015 · External reference
High-Re solutions for incompressible flow using the Navier-Stokes equations and a multigrid method
10.1016/0021-9991(82)90058-4 · 1982 · External reference
Natural convection of air in a square cavity: a bench mark numerical solution
10.1002/fld.1650030305 · 1983 · External reference
Prandtl number effects on laminar mixed convection heat transfer in a lid-driven cavity
10.1016/0017-9310(92)90191-t · 1992 · External 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 · 2007 · External reference
Mixed convection heat transfer in a differentially heated cavity with two rotating cylinders
10.1016/j.ijthermalsci.2018.07.020 · 2019 · External reference
Mixed convection heat transfer in a lid-driven cavity with a rotating circular cylinder
10.1016/j.icheatmasstransfer.2017.05.025 · 2017 · External reference
Conjugate pure mixed convection in a differentially heated lid-driven square cavity with two rotating cylinders
10.1063/5.0037523 · 2021 · External reference
Conjugate mixed convection in a differentially heated lid-driven square cavity with rotating cylinders
2020 · External reference
Magnetic-mixed convection in nanofluid-filled cavity containing baffles and rotating hollow-cylinders with roughness components
2022 · External reference
Impacts of double rotating cylinders on the forced convection of nanoencapsulated phase change material
10.1002/htj.23234 · 2024 · External reference
Heat transfer enhancement in lid-driven cavity with rotating cylinder: exploring NEPCMs and magnetic field effects
10.1016/j.icheatmasstransfer.2023.107095 · 2023 · External 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 · 2025 · External reference
Machine learning based surrogate models for microchannel heat sink optimization
10.1016/j.applthermaleng.2022.119917 · 2023 · External reference
A CFD-based surrogate model for predicting flow parameters in a ventilated room using sensor readings
10.1016/j.enbuild.2022.112146 · 2022 · External reference
CFD based neural network model framework for mixed convection in a lid-driven cavity with conductive cylinder
10.1016/j.heliyon.2025.e42637 · 2025 · External reference
Mixed convective heat transfer characteristic in vented cavity under dynamic flow modulation by CFD and neural network model approaches
10.1002/htj.23349 · 2025 · External reference
Machine learning for lid-driven cavity flow
2025 · External reference
Unresolved reference
2006 · External 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 · 2019 · External reference
Physics-informed machine learning
10.1038/s42254-021-00314-5 · 2021 · External reference
Physics-informed graph convolutional neural network for modeling fluid flow and heat convection
10.1063/5.0161114 · 2023 · External reference
Machine learning-based predictions of flow and heat transfer characteristics in a lid-driven cavity with a rotating cylinder
10.3390/en17205220 · 2024 · External reference
Flow and thermal prediction in a lid-driven cavity with a rotating cylinder using machine learning
2025 · External reference
XGBoost: A scalable tree boosting system
2016 · External reference
Procedure for estimation and reporting of uncertainty due to discretization in CFD applications
2008 · External reference
Natural convection in square enclosure with hot and cold cylinders at different vertical locations
10.1016/j.ijheatmasstransfer.2012.08.012 · 2012 · External reference
Scikit-learn: machine learning in Python
2011 · External reference
Natural convection of air in a square cavity: a bench mark numerical solution
10.1002/fld.1650030305 · ExternalCitation · doi-reference
Impacts of double rotating cylinders on the forced convection of nanoencapsulated phase change material
10.1002/htj.23234 · ExternalCitation · 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 · ExternalCitation · 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 · ExternalCitation · doi-reference
Prandtl number effects on laminar mixed convection heat transfer in a lid-driven cavity
10.1016/0017-9310(92)90191-t · ExternalCitation · doi-reference
High-Re solutions for incompressible flow using the Navier-Stokes equations and a multigrid method
10.1016/0021-9991(82)90058-4 · ExternalCitation · 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 · ExternalCitation · doi-reference
Machine learning based surrogate models for microchannel heat sink optimization
10.1016/j.applthermaleng.2022.119917 · ExternalCitation · doi-reference
A CFD-based surrogate model for predicting flow parameters in a ventilated room using sensor readings
10.1016/j.enbuild.2022.112146 · ExternalCitation · 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 · ExternalCitation · doi-reference
Mixed convection heat transfer in a lid-driven cavity with a rotating circular cylinder
10.1016/j.icheatmasstransfer.2017.05.025 · ExternalCitation · doi-reference
Heat transfer enhancement in lid-driven cavity with rotating cylinder: exploring NEPCMs and magnetic field effects
10.1016/j.icheatmasstransfer.2023.107095 · ExternalCitation · doi-reference
Natural convection in square enclosure with hot and cold cylinders at different vertical locations
10.1016/j.ijheatmasstransfer.2012.08.012 · ExternalCitation · doi-reference
Mixed convection heat transfer in a differentially heated cavity with two rotating cylinders
10.1016/j.ijthermalsci.2018.07.020 · ExternalCitation · 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 · ExternalCitation · doi-reference
Physics-informed machine learning
10.1038/s42254-021-00314-5 · ExternalCitation · doi-reference
Conjugate pure mixed convection in a differentially heated lid-driven square cavity with two rotating cylinders
10.1063/5.0037523 · ExternalCitation · doi-reference
Physics-informed graph convolutional neural network for modeling fluid flow and heat convection
10.1063/5.0161114 · ExternalCitation · doi-reference
Machine learning for fluid mechanics
10.1146/annurev-fluid-010719-060214 · ExternalCitation · doi-reference
Machine learning-based predictions of flow and heat transfer characteristics in a lid-driven cavity with a rotating cylinder
10.3390/en17205220 · ExternalCitation · doi-reference
