OPTIMIZATION OF MICRO-CHANNEL HEAT SINK BASED ON GENETIC ALGORITHM AND BACK PROPAGATION NEURAL NETWORK

被引:7
作者
Jiang, Meixia [1 ,2 ]
Pan, Zhongliang [1 ]
机构
[1] South China Normal Univ, Sch Phys & Telecommun Engn, Guangzhou, Peoples R China
[2] Guangzhou City Polytech, Sch Informat Engn, Guangzhou, Peoples R China
来源
THERMAL SCIENCE | 2023年 / 27卷 / 01期
关键词
micro-channel heat sink; pumping power; thermal resistance; Latin hypercube sampling; GA-BP neural network; genetic algorithm; FLUID-FLOW; TRIANGULAR RIBS; ENHANCEMENT; PREDICTION; SIMULATION; CHANNEL;
D O I
10.2298/TSCI220307121J
中图分类号
O414.1 [热力学];
学科分类号
摘要
In order to efficiently solve the problem of optimization of the micro-channel heat sink, an optimization strategy combining intelligent algorithms and CFD was proposed. The micro-channel heat sink with the trapezoidal cavity and sol-id/slotted oval pins was proposed to enhance heat transfer. The aspect ratio, dis-tance from the center of the oval pin to the center of the cavity, and slot thickness were design variables. The thermal resistance and pumping power of the micro -channel heat sink were objective functions. Within the selected range of design variables, thirty groups of uniformly sampled sample points were obtained by the Latin hypercube experiment. The 3-D model was established by SOLIDWORKS software, and the numerical simulation was carried out by using FLUENT soft-ware. The genetic algorithm optimized back propagation neural network to con-struct the prediction model, and the simulated data of Latin hypercube sampling were trained to obtain the non-linear mapping relationship between design vari-ables and objective functions. The optimal combination of structural parameters of the micro-channel heat sink was obtained by optimization of the genetic algo-rithm, which was verified by numerical simulation. The results show that the op-timization scheme was suitable for getting the optimal value of the structural pa-rameters of the micro-channel heat sink, which provided a reference for the op-timal design of the micro-channel heat sink.
引用
收藏
页码:179 / 193
页数:15
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