Physics-informed neural network analysis of kerosene-based penta-hybrid nanofluid flow and heat transfer.

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Bibliographic Details
Title: Physics-informed neural network analysis of kerosene-based penta-hybrid nanofluid flow and heat transfer.
Authors: Makhdoum, Basim M.1, Zahir, Hina2, Katbar, Nek Muhammad3, Jamshed, Wasim4, Guedri, Kamel1, Bayram, Mustafa5, Hussain, Syed M.6, Batool, Sawera7, sawerabatool20@gmail.com, Ahmad, Hijaz8,9,10,11,12
Source: Discover Nano; 6/29/2026, Vol. 21 Issue 1, p1-23, 23p
Database: Applied Science & Technology Source
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ISSN:27319229
DOI:10.1186/s11671-026-04765-6