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Author

Munawar Abbas

2 papers indexed here

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Open access Aug 2026

Machine learning analysis for two phase flow of manganese zinc ferrite and nickel zinc ferrite in dusty hybrid nanofluid applications of melting heat

This study employs a neural network based on the back-propagated Levenberg–Marquardt algorithm to explore the impacts of melting heat on gyrotactic bacteria in the two-phase flow of a MnZnFe2O4-NiZnFe2O4/Water-based dusty hybrid nanofluid across a sheet, taking Soret and Dufour importance into consideration. The effici...

Abdulbasit A. Darem, Saba Liaqat, Asma A. Alhashmi et al. · 0 citations
Open access Aug 2026

Comparative evaluation of three thermal conductivity model for AA7072-AA7075-ethylene glycol–water viscoelastic hybrid nanofluid with porous medium using Levenberg Marquardt technique

The purpose of this investigation is to assess the outcome of Soret and Dufour effects on viscoelastic hybrid nanofluid flow across a sheet with convective conditions. The Levenberg–Marquardt technique is notable for its novel approach and convergent stability in the field of artificial neural networks. Using regressio...

Muhammad Azhar Iqbal, Saba Liaqat, Munawar Abbas et al. · 0 citations

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