Levenberg–Marquardt neural network analysis of MHD bio-convective MgO–Ag hybrid nanofluid flow over a Riga plate with slip and thermophoretic effects

Artificial Neural Network-Based Modeling of Transient Bio-Convective Williamson Tri-Hybrid Nanofluid Flow with Gyrotactic Microorganisms over a Stretching Sheet

In this paper, we study the unsteady magnetohydrodynamic (MHD) flow and the heat and mass transfer of a Williamson tri-hybrid nanofluid (THNF) composed of water and Al$_2$O$_3$, TiO$_2$ and Cu nanoparticles over a stretching sheet. The model incorporates thermal radiation, activation energy, chemical reaction, a heat s...

Levenberg–marquardt based ANN solution for MHD nanofluid flow and heat transportation over a thin needle with thermophoresis effects

Artificial neural network (ANN) techniques have emerged as powerful data-driven tools for their effectiveness in analysis, modeling, and simulation. These supervised learning approaches are designed to reduce the error between predicted and observed data, providing accurate approximations of complex physical systems. T...

Machine learning-assisted computational analysis of radiated viscoelastic tri-hybrid nanofluid flow past a Riga plate with Cattaneo-Christov model

Machine learning-based analysis of heat and mass transfer in casson hybrid nanofluid flow over a variable porous riga plate

This study uses an artificial neural network (ANN) architecture in combination with the Levenberg-Marquardt backpropagation (LMBP) method to investigate the impact of heat radiation on the hybrid nanofluid flow through a variable porous medium beneath a stretchy Riga plate. The purpose of this work is driven by the inc...

ANN-driven prediction for 3D bioconvection flow of radiative Carreau ternary hybrid nanofluids across a porous stretching sheet with Buongiorno model

FEM-ANN-GNN modeling of MHD Darcy–Forchheimer Boger nanofluid flow with coupled heat–mass transfer in a Y-shaped hourglass cavity

This study aims to numerically investigate steady two-dimensional MHD Darcy–Forchheimer mixed convection flow of a Boger nanofluid (Cu/H2O) with coupled heat and mass transfer inside a Y-shaped hourglass cavity containing a cylindrical obstacle, incorporating thermal radiation, Cattaneo–Christov heat flux, Soret ef...