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Author

Umar Farooq

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Sep 2026

Numerical and ANN modeling of mixed-convection nanofluid cooling in a straight elliptical robotic-actuator channel

This study aims to investigate mixed-convection heat transfer of an Al2O3 – water nanofluid in a fixed straight elliptical cooling channel representative of an actuator-integrated cooling passage and develops an artificial neural network (ANN) surrogate for rapid prediction of thermal-hydraulic performance....

Umar Farooq, Tao Liu, Umer Farooq et al. · 0 citations

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