Optimization of plate-fin heat exchanger performance for heat dissipation of thermoelectric cooler

被引:6
|
作者
He, Zixuan [1 ]
Yu, Qinghua [1 ,2 ]
Ye, Jiedong [1 ,2 ]
Yan, Fuwu [1 ,2 ]
Li, Yongliang [3 ]
机构
[1] Wuhan Univ Technol, Sch Automot Engn, Wuhan 430070, Peoples R China
[2] Wuhan Univ Technol, Hubei Key Lab Adv Technol Automot Components, Wuhan 430070, Peoples R China
[3] Univ Birmingham, Birmingham Ctr Energy Storage, Sch Chem Engn, Birmingham B15 2TT, England
关键词
Fin design; Heat transfer; Numerical analysis; Artificial neural network; THERMAL PERFORMANCE; NATURAL-CONVECTION;
D O I
10.1016/j.csite.2023.103953
中图分类号
O414.1 [热力学];
学科分类号
摘要
A plate-fin heat sink is usually used for the hot side of thermoelectric coolers. The plate-fin heat sink should be optimized to improve its heat dissipation capability and eventually elevate the thermoelectric cooler performance. In this paper, a heat dissipation model of the thermoelectric cooler hot side with a plate-fin sink is established, to explore the performances of the plate-fin sink with two types of fins (rectangular and V-type), two convective conditions (lateral and verti-cal) and three arrangements (single-row, double-row aligned, and double-row staggered). The re-sults show that under vertical jet conditions, double-row aligned rectangular fins have the best heat dissipation capability for the thermoelectric cooler hot side. In order to optimize the fin geometry and maximize its overall performance, a multi-objective optimization of the fins was performed using a machine learning approach based on artificial neural networks (ANN) and non-dominated sorting genetic algorithm (NSGA-CYRILLIC CAPITAL LETTER BYELORUSSIAN-UKRAINIAN ICYRILLIC CAPITAL LETTER BYELORUSSIAN-UKRAINIAN I). The corresponding Pareto front is obtained and the technique for order preference by similarity to ideal solution (TOPSIS) method is applied to take the point. Compared with the base case at the same mass flow rate, the fins designed by this method resulted in a 23.3 % reduction in the mean temperature of the hot side.
引用
收藏
页数:15
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