东北大学学报(自然科学版)2024,Vol.45Issue(7) :992-1001.DOI:10.12068/j.issn.1005-3026.2024.07.011

基于Kriging模型的螺旋波纹管流动换热特性及结构优化

Flow and Heat Transfer Characteristics and Structure Optimization of Helically Corrugated Tubes Based on Kriging Model

郑智群 黄贤振 姜智元 苗兴琳
东北大学学报(自然科学版)2024,Vol.45Issue(7) :992-1001.DOI:10.12068/j.issn.1005-3026.2024.07.011

基于Kriging模型的螺旋波纹管流动换热特性及结构优化

Flow and Heat Transfer Characteristics and Structure Optimization of Helically Corrugated Tubes Based on Kriging Model

郑智群 1黄贤振 1姜智元 1苗兴琳1
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作者信息

  • 1. 东北大学 机械工程与自动化学院,辽宁 沈阳 110819
  • 折叠

摘要

在螺旋管式换热器的基础上结合波纹结构,设计出一种新型的螺旋波纹管换热器.通过数值计算研究了不同波纹深度和波纹节距对其流动换热的影响.以数值计算结果训练Kriging模型,训练后的Kriging模型可预测大量不同螺旋波纹结构特征样本的流动换热特性.通过筛选摩擦系数较低且换热效率较高的结构参数以实现螺旋波纹管换热特性优化.结果表明,波纹结构产生的流速突变和螺旋结构产生的二次流提高了换热效率和流动阻力.通过与数值计算结果的对比,Kriging模型预测换热特性具有较高的效率和精度.在所选定的参数范围内,当波纹深度、波纹节距、螺旋中径、螺旋节距分别为1.32,27.99,86.49,57.85 mm时,螺旋波纹管具有较低的摩擦系数和较高的换热效率.

Abstract

Building on the helical tube heat exchanger integrated with a corrugated structure,a novel type of helically corrugated tube heat exchanger is designed.Numerical simulations are conducted to investigate the effects of varying corrugation depths and pitches on flow and heat transfer performance.After the Kriging model is trained with numerical computation results,it can then predict the flow and heat transfer characteristics of a larger number of helically corrugated tube samples with different structure features.The structural parameter with a lower friction coefficient and a higher heat transfer efficiency are screened to optimize the heat transfer characteristics.The results indicate that the sudden change in the flow velocity generated by the corrugated structure and the secondary flow generated by the helical structure improve both heat transfer efficiency and flow resistance.The Kriging model has higher accuracy and efficiency in predicting the heat transfer characteristics.In the selected range of structural parameters,the helically corrugated tubes have a lower friction coefficient and a higher heat transfer efficiency when the corrugation depth,corrugation pitch,helical diameter,and helical pitch are 1.32,27.99,86.49,57.85 mm,respectively.

关键词

螺旋波纹管/数值模拟/换热/Kriging模型/优化设计

Key words

helically corrugated tube/numerical simulation/heat transfer/Kriging model/optimal design

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基金项目

国家自然科学基金资助项目(51975110)

国家自然科学基金资助项目(U22B2087)

中央高校基本科研业务费专项资金资助项目(N21003005)

出版年

2024
东北大学学报(自然科学版)
东北大学

东北大学学报(自然科学版)

CSTPCDCSCD北大核心
影响因子:0.507
ISSN:1005-3026
参考文献量3
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