Structural optimization design of sinusoidal wavy plate fin heat sink with crosscut by Bayesian optimization

被引:16
|
作者
Chen, Yu [1 ]
Chen, Haoran [1 ]
Zeng, Hao [2 ]
Zhu, Jianjun [3 ]
Chen, Kai [4 ]
Cui, Zhenyu [1 ]
Wang, Jianli [1 ,5 ]
机构
[1] Southeast Univ, Dept Mech Engn, Jiangsu Key Lab Design & Manufacture Micronano Bio, Nanjing 210096, Peoples R China
[2] Sinopec Petr Explorat & Prod Res Inst, Beijing 100083, Peoples R China
[3] China Univ Petr, Coll Mech & Transportat Engn, Beijing 102249, Peoples R China
[4] South China Univ Technol, Sch Chem & Chem Engn, Key Lab Enhanced Heat Transfer & Energy Conservat, Minist Educ, Guangzhou 510640, Guangdong, Peoples R China
[5] Southeast Univ, Engn Res Ctr New Light Sources Technol & Equipment, Minist Educ, Nanjing 210096, Peoples R China
基金
中国国家自然科学基金;
关键词
Structure design; Bayesian optimization; Heat sink; Intelligent optimization; Thermal performance factor; PIN-FIN; FLOW; UNCERTAINTY; CHANNEL;
D O I
10.1016/j.applthermaleng.2022.118755
中图分类号
O414.1 [热力学];
学科分类号
摘要
The optimal structure of a sinusoidal wavy plate fin heat sink with crosscut (SWHS-WC) is determined by an efficient intelligent optimization method based on Bayesian Optimization (BO) algorithm. The comprehensive thermal performance factor (TPF) is the objective function, which is associated with the heat transfer and the pressure drop. The parametric modeling, meshing, and numerical calculation are integrated to optimize three structural parameters, including the fin amplitude, period, and phase shift angle of the heat sink, in an iterative and automated way. The result shows that the TPF of the SWHS-WC with the optimized structure is increased by 17.6%, due to the significant reduction in the pressure drop penalty, and the corresponding synergy angle between the pressure gradient and the velocity decreases by about 6.2. Compared to the evolutionary algorithms, the BO algorithm demonstrates a great advantage in calculation efficiency, which can be used to find the global optimum design at a much smaller computational cost.
引用
收藏
页数:13
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