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Significance of oscillatory TiO2-water nanofluid and heat transfer performance over vertical magnetized flat plate using artificial neural network

2026Open access

Abstract

) at fewer epochs (636) are observed for magnetic number Mf = 3.0. The steady behavior of heat and mass rate increases as Schmidt number and thermal radiation are enhanced. The amplitude of oscillatory heat and mass transfer intensifies as magnetic number and Richardson number are increased. The increasing skin friction rate is observed at each value of Maxwell parameter and Eckert number.

Research topics

  • Nanofluid Flow and Heat Transfer
  • Solar Thermal and Photovoltaic Systems
  • Power Transformer Diagnostics and Insulation

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DOI: 10.1186/s11671-026-04707-2

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