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November 18, 2025SymmetryOpen Access

Hybrid Nanofluid Flow and Heat Transfer in Inclined Porous Cylinders: A Coupled ANN and Numerical Investigation of MHD and Radiation Effects

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Authors

MMMuhammad Fawad MalikRAReem Abdullah AljethiSSSyed Asif Ali Shah

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Overview

Numerical investigation reveals enhanced heat transfer in hybrid nanofluids, suggesting applications in energy storage systems and engineering.

Key Points

  • Heat transfer increased by 23.6% with SWCNT−TiO2 compared to MWCNT−Cu/kerosene hybrid nanofluid under observational conditions.
  • Inclusion of a magnetic field reduced velocity magnitudes by nearly 15%, while thermal radiation improved the temperature field by about 12%.
  • Analysis of the system utilized coupled ordinary differential equations related to conservation of mass and energy, executed using MATLAB's bvp4c solver.
  • These findings highlight the potential efficiencies in energy storage systems and thermal management stemming from optimized nanofluid applications.

Cite This Study

Malik et al. (2025) studied this question.

synapsesocial.com/papers/6924feebc0ce034ddc351883https://doi.org/10.3390/sym17111998
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Hybrid Nanofluid Flow Through Porous Media With Nonlinear Thermal Radiations and MHD Considerations: A Parametric Computational Analysis2026
  2. 2Thermal inspection of hybrid nanofluid flows over a stretched cylinder at an oblique stagnation point with variable characteristics2024 · 10 citations
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  4. 4Electromagnetically Controlled Unsteady Flow and Heat Transfer of a (SWCNT, TiO<sub>2</sub>)-H<sub>2</sub>O Hybrid Nanofluid2025
  5. 5Mass-Based Hybrid Nanofluid Model for Thermal Radiation Analysis of MHD Flow over a Wedge Embedded in Porous Medium2024 · 20 citations