Artificial neural network joined with lattice Boltzmann method to study the effects of MHD on the slip velocity of FMWNT/water nanofluid flow inside a microchannel

被引:17
|
作者
He, Xinlin [1 ]
Sidi, Maawiya Ould [2 ]
Ahammad, N. Ameer [3 ]
Elkotb, Mohamed Abdelghany [4 ,5 ]
Elattar, Samia [6 ]
Algelany, A. M. [7 ,8 ]
机构
[1] Xijing Univ, Xian 710123, Peoples R China
[2] Jouf Univ, Coll Sci, Math Dept, T M2A Lab, POB 2014, Sakaka, Saudi Arabia
[3] Univ Tabuk, Fac Sci, Dept Math, POB 741, Tabuk 71491, Saudi Arabia
[4] King Khalid Univ, Coll Engn, Mech Engn Dept, Abha 61421, Saudi Arabia
[5] Kafrelsheikh Univ, Coll Engn, Mech Engn Dept, Kafr El Shaikh 33516, Egypt
[6] Princess Nourah Bint Abdulrahman Univ, Coll Engn, Dept Ind & Syst Engn, POB 84428, Riyadh 11671, Saudi Arabia
[7] Prince Sattam Bin Abdulaziz Univ, Coll Sci & Humanities Al Kharj, Dept Math, Al Kharj 11942, Saudi Arabia
[8] Fayoum Univ, Fac Sci, Dept Math, Al Fayyum 63514, Egypt
关键词
Lattice Boltzmann method; Artificial neural network; Microchannel; Heat transfer; Micro flow; CONVECTION HEAT-TRANSFER; ENTROPY GENERATION; TEMPERATURE-JUMP; MAGNETIC-FIELD; FORCED-CONVECTION; DROPS; NANOPARTICLES; WATER; PERFORMANCE; DEVELOP;
D O I
10.1016/j.enganabound.2022.05.027
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Present research evaluates a wide range of methods to boost the performance of microchannel via ANN & lattice Boltzmann method (LBM). Hence Artificial Nueral Network method by Levenberg-Marquardt algorithm is applied to find all the data in the specific domain. LBM is developed to join with the artificial neural network (ANN) to study the effects of magneto hydro dynamic (MHD) on the slip velocity of FMWNT/water nanofluid flow inside a microchannel. Two methods are used to increase the efficiency of the cooling system. One is the effect of several fins (rectangular, triangular, and trapezoidal) and the second is the effect of magnetic field on thermo-hydraulic behavior. The magnetic field is caused to reduce the thermal boundary layer in the vicinity of the microchannels which means augmenting the performance by diminishing the vortexes. Finally, by rising the slip velocity coefficient from 0 to 0.1, the heat transfer saw a substantial enhancement of 6.1% and 5.4% in microchannel with rectangular at the lowest and highest amount of magnetic field, respectively. The original correlations regarding calculation of Nuave was obtained with R-square around 0.99.
引用
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页码:95 / 108
页数:14
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