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Author

Jongsuk Ro

2 papers indexed here

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Sep 2026

Artificial neural network analysis of electroosmotic triple diffusion Ree-Eyring nanofluid transport in a complex ciliated channel.

Complex cilia waves have significant applications in biomedical engineering and physiological fluid transport, where they accurately model the coordinated motion of cilia in respiratory tracts, reproductive systems, and microfluidic devices. They also enhance mixing, pumping efficiency, and targeted transport in drug d...

A. Imran, Muna Elsadig, Jongsuk Ro · 0 citations
Open access Sep 2026

An intelligent machine learning paradigm for gyrotactic micro-organism-induced squeezing flow of Eyring–Powell hybrid nanofluids with entropy generation

The proposed ML-based framework offers a fast, reliable, and computationally economical surrogate for complex coupled boundary-value problems, ensuring rapid optimization and real-time prediction in investigated blood transport.

A. Imran, Muna Elsadig, Jongsuk Ro · 0 citations

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