Bayesian regularization networks for micropolar ternary hybrid nanofluid flow of blood with homogeneous and heterogeneous reactions: Entropy generation optimization

被引:34
|
作者
Sharma, Bhupendra K. [1 ]
Sharma, Parikshit [1 ]
Mishra, Nidhish K. [2 ]
Noeiaghdam, Samad [3 ,4 ]
Fernandez-Gamiz, Unai [5 ]
机构
[1] Birla Inst Technol & Sci, Dept Math, Pilani, India
[2] Saudi Elect Univ, Coll Sci & Theoret Studies, Dept Basic Sci, Riyadh 11673, Saudi Arabia
[3] Irkutsk Natl Res Tech Univ, Baikal Sch BRICS, Ind Math Lab, Irkutsk 664074, Russia
[4] South Ural State Univ, Dept Appl Math & Programming, Lenin Prospect 76, Chelyabinsk 454080, Russia
[5] Univ Basque Country UPV EHU, Nucl Engn & Fluid Mech Dept, Nieves Cano 12, Vitoria 01006, Spain
关键词
Ternary hybrid nanofluid; Curved artery; Bayesian regularization backpropagation algorithm; Homogeneous and heteroge-neous chemical reactions; HEAT-TRANSFER; FLUID;
D O I
10.1016/j.aej.2023.06.080
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This study aims to analyze a Bayesian regularization backpropagation algorithm for micropolar ternary hybrid nanofluid flow over curved surfaces with homogeneous and heterogeneous reactions, Joule heating and viscous dissipation. The ternary hybrid nanofluid consists of nanoparticles of titanium oxide (TiO2), copper oxide (CuO), and silicon oxide (SiO2), with blood as the base fluid. The governing partial differential equations for the fluid flow are converted into ordinary differential equations using a group of self-similar transformations. The ordinary differential equations are solved using an appropriate shooting algorithm in MATLAB. The effects of physand homogeneous and heterogeneous chemical reaction parameters are analyzed for velocity, micro rotational, temperature, and concentration profile. Physical quantities of engineering interest like heat transfer rate, mass transfer rate, skin friction coefficient, couple stress coefficient, and entropy generation are also discussed in this study. A Bayesian regularization backpropagation algorithm is
引用
收藏
页码:127 / 148
页数:22
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