… artificial neural network of nanoparticle diameter and solid–fluid interfacial layer on single‐walled carbon nanotubes/ethylene glycol nanofluid flow on thin slendering …

A Shafiq, AB Çolak… - International Journal for …, 2021 - Wiley Online Library
neural network (ANN) has been developed to predict the boundary layer flow of a single-walled
carbon nanotubes nanofluid … thermal conductivity model of nanofluid in which ethylene …

Artificial neural network modeling of nanofluid flow in a microchannel heat sink using experimental data

MM Tafarroj, O Mahian, A Kasaeian… - … Communications in Heat …, 2017 - Elsevier
neural network modeling (ANN) of heat transfer coefficient and Nusselt number in TiO 2 /water
nanofluid flow … Therefore, the inputs that are introduced to the neural network are volume …

A design of neural networks to study mhd and heat transfer in two phase model of nano-fluid flow in the presence of thermal radiation

A Akbar, H Ullah, MAZ Raja, KS Nisar… - Waves in Random …, 2022 - Taylor & Francis
… scheme with artificial neural networks ie BLMS-ANN for the analyses of the MHD effects
on thermal radiation in a two phase model (MHD-TRTM) of nano-fluid flow with heat transfer …

Multi-objective optimization of nanofluid flow in flat tubes using CFD, Artificial Neural Networks and genetic algorithms

H Safikhani, A Abbassi, A Khalkhali, M Kalteh - Advanced Powder …, 2014 - Elsevier
neural network models, which were obtained in this section for prediction of h and ΔP of
nanofluid flow in … section for the multi-objective optimization of nanofluid parameters in flat tubes. …

… of machine learning algorithm for assessment of heat transfer of ternary hybrid nanofluid flow towards three different geometries: case of artificial neural network

A Mishra, SK Rawat, M Yaseen, M Pant - Heliyon, 2023 - cell.com
The focus of this paper revolves around the examination of flow of ternary hybrid nanofluid,
specifically the Al 2 O 3 –Cu-CNT/water mixture, with buoyancy effect, across three distinct …

[HTML][HTML] Supervised neural networks learning algorithm for three dimensional hybrid nanofluid flow with radiative heat and mass fluxes

MAZ Raja, M Shoaib, Z Khan, S Zuhra… - Ain Shams Engineering …, 2022 - Elsevier
… This article constructed the 3D steady hybrid nanofluid flow model over porous medium and
biaxial stretching shrinking sheet under the effect of thermal radiation (3D-HNF-RHF model). …

Artificial neural network approach for prediction of thermal behavior of nanofluids flowing through circular tubes

B Vaferi, F Samimi, E Pakgohar, D Mowla - Powder technology, 2014 - Elsevier
… This paper presents the best artificial neural network (ANN) model for the estimation of the …
) of nanofluids flowing through a circular tube with various wall conditions under different flow

Prediction of thermal conductivity of various nanofluids using artificial neural network

E Ahmadloo, S Azizi - International Communications in Heat and Mass …, 2016 - Elsevier
neural network (ANN) model for the prediction of the thermal conductivity ratio of nanofluids
to the base fluid (k nf /k f ) of various nanofluids … The studied nanofluids are Al 2 O 3 –Water, …

Modeling of Soret and Dufour's convective heat transfer in nanofluid flow through a moving needle with artificial neural network

A Shafiq, AB Çolak, TN Sindhu - Arabian Journal for Science and …, 2023 - Springer
In this study, forced convective heat and mass transfer of a nanofluid using the Buongiorno
model and moving radially through a thin needle has been analyzed using the Runge–Kutta …

Heat transfer impacts on Maxwell nanofluid flow over a vertical moving surface with MHD using stochastic numerical technique via artificial neural networks

M Shoaib, RA Khan, H Ullah, KS Nisar, MAZ Raja… - Coatings, 2021 - mdpi.com
… With boundary coating flow assumptions, Bachok et al. [37] explained the Nano fluid flow
, we show the flow of magneto hydrodynamics Maxwell Nano fluid across an upright moving …