journal article·2025-04-01Open access

Radiative heat and mass transfer significance through a permeable vertical plate with rotational effects: An artificial approach using the Levenberg–Marquardt algorithm

R. Kavitha, Kavikumar Jacob, Ahmad Haji Zadeh, Nagarajan Deivanayagampillai

AIP Advances· Volume 15· Issue 4

Abstract

We examine a heat-absorbing viscous fluid’s electrically conducting boundary layer flow over a semi-infinite permeable plate in a porous medium inclined at an angle α. Nonlinear partial differential equations are solved using perturbation methods, and graphical analysis is used to determine how parameters impact concentration, temperature, and velocity profiles. Buoyancy forces increase fluid velocity with the increased Grashof number. However, the presence of magnetic (Lorentz) and rotational (Coriolis) effects introduces resistance, leading to a reduction in velocity. A direct relationship is observed between the Grashof number and skin friction, while the radiation parameter inversely affects the Nusselt number. An increased Schmidt number lowers the Sherwood number. We also investigate the impact of rotation on unsteady magnetohydrodynamic slip flow using an Artificial Neural Network (ANN) model employing Levenberg–Marquardt Backpropagation. The ANN accurately predicts flow dynamics and heat transfer using numerical simulation data. Model accuracy is validated through mean squared error graphs, regression analysis, and error histograms, demonstrating reliable fluid dynamics predictions under varying conditions.
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Research context

OpenAlex topics: Radiative Heat Transfer Studies · Nanofluid Flow and Heat Transfer · Thermal Radiation and Cooling Technologies

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Mathematics and Statistics, Faculty of Science and Humanities, SRM Institute of Science and Technology, Kattankulathur Campus 1 , Chengulpattu,

Department of Mathematics and Statistics, Faculty of Applied Sciences and Technology, Universiti Tun Hussein Onn Malaysia, Pagoh Campus 2 , 84600 Pagoh,

Laboratory Technology Development, College of Technological Studies, Public Authority for Applied Education and Training (PAAET) 3 , Shuwaikh,

Department of Mathematics, Rajalakshmi Institute of Technology 4 , Chennai,

Funding

SRM Institute of Science and Technology

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