CFD-driven machine learning prediction of heat transfer enhancement of ternary hybrid nanofluids in turbulent mixed convection channel flow

Turbulent mixed convection in vertical channels plays a critical role in the thermal management of compact heat exchange systems, electronic cooling and energy transport devices. However, the coupled influence of buoyancy-driven turbulence and ternary hybrid nanofluids remains insufficiently explore...

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Bibliografiske detaljer

Principais autores:	M. Gopika, R. Harish, N. Vishnu Ganesh
Format:	Artigo
Sprog:	Inglês
Udgivet:	Elsevier 2026-07-01
Serier:	South African Journal of Chemical Engineering
Fag:	Turbulent mixed convection Ternary hybrid nanofluids Vertical channel CFD–ML coupling Nusselt number prediction
Online adgang:	http://www.sciencedirect.com/science/article/pii/S1026918526001034
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