Artificial neural network of thermal buoyancy and Fourier flux impact on suction/injection-based Darcy medium surface filled with hybrid and ternary nanoparticles

DOI10.1002/zamm.202300618zbMath1540.762MaRDI QIDQ6549741

Essam R. El-Zahar, Chakravarthula Siva Krishnam Raju, Maddina Dinesh Kumar, Se-Jin Yook, Nehad Ali Shah

Publication date: 4 June 2024

Published in: ZAMM. Zeitschrift für Angewandte Mathematik und Mechanik (Search for Journal in Brave)

zbMATH Keywords

heat transfer rate shear stress velocity distribution machine learning method Lie group transform

Mathematics Subject Classification ID

Artificial neural networks and deep learning (68T07) Flows in porous media; filtration; seepage (76S05) Suspensions (76T20) Free convection (76R10) Basic methods in fluid mechanics (76M99) Symmetry analysis, Lie group and Lie algebra methods applied to problems in fluid mechanics (76M60) Diffusive and convective heat and mass transfer, heat flow (80A19)

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