Physics-informed neural network analysis of kerosene-based penta-hybrid nanofluid flow and heat transfer.
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| Title: | Physics-informed neural network analysis of kerosene-based penta-hybrid nanofluid flow and heat transfer. |
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| 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 |
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| DOI: | 10.1186/s11671-026-04765-6 |