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Comprehensive study and scientific process to increase the accuracy in estimating the thermal conductivity of nanofluids containing SWCNTs and CuO nanoparticles using an artificial neural network

Abstract This investigation aimed to evaluate the thermal conductivity ratio (TCR) of SWCNT-CuO/Water nanofluid (NF) using experimental data in the T range of 28–50 ℃ and solid volume fraction range of SVF = 0.03 to 1.15% by an artificial neural network (ANN). MLP network with Lundberg-Marquardt alg...

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Principais autores: Mohammad Hemmat Esfe, Fatemeh Amoozad, Hossein Hatami, Davood Toghraie
Formato: Artigo
Idioma:Inglês
Publicado: SpringerOpen 2024-01-01
Series:Micro and Nano Systems Letters
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Acceso en liña:https://doi.org/10.1186/s40486-023-00195-6
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