Sensitivity Analysis and Modeling of Casson Non-Newtonian Ternary Hybrid Nanofluid Flow and Heat Transfer in a Rotating Annulus Using a Hybrid Physics-Informed Neural Network

Moh Yaseen

doi:10.1016/j.tca.2026.180377

Sensitivity Analysis and Modeling of Casson Non-Newtonian Ternary Hybrid Nanofluid Flow and Heat Transfer in a Rotating Annulus Using a Hybrid Physics-Informed Neural Network

2026-06-08

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Moh Yaseen *

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Sawan Kumar Rawat

DOI：10.1016/j.tca.2026.180377

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• Non-Newtonian Casson ternary hybrid nanofluid flow is studied inside an annulus. • MHD, thermal radiation, and irregular heat source/sink effects are considered. • Physics informed neural network is used to solve governing equations. • Sensitivity analysis is performed to check influence of parameters on Nusselt number.

Sensitivity Analysis and Modeling of Casson Non-Newtonian Ternary Hybrid Nanofluid Flow and Heat Transfer in a Rotating Annulus Using a Hybrid Physics-Informed Neural Network

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