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Comparative analysis of MHD HFE-7100, HFE-7200 and HFE-7500 based nanofluids with Soret and Dufour effects using artificial neural network

Abstract Nimonic 80A/HFE-7100, HFE-7300, and HFE-7500 nanofluids with Marangoni convection, Joule heating, and thermal-solutal gradients are compared using the Xue thermal conductivity model and the computational capability of supervised neural networks with Levenberg Marquardt algorithm (SNN-LMA)....

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Autori principali: Munawar Abbas, Muhammad Azhar Iqbal, Saba Liaqat, Abdulbasit A. Darem, Durdana Rustamova Farkhad, Farkhod Rakhmonov, Zuhair Jastaneyah, Hakim AL Garalleh
Natura: Artigo
Lingua:Inglês
Pubblicazione: Springer 2026-07-01
Serie:Discover Mechanical Engineering
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Accesso online:https://doi.org/10.1007/s44245-026-00296-7
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