基于交叉验证的高斯代理模型的CW型原表面换热通道优化设计

doi:10.3969/j.issn.1006-8805.2026.04.003

Petro-chemical Equipment Technology ›› 2026, Vol. 47 ›› Issue (4): 13-18，56.doi: 10.3969/j.issn.1006-8805.2026.04.003

• STATIC EQUIPMENT • Previous Articles Next Articles

Design Optimization of CW-Type Plain Surface Heat Transfer Channel Based on Cross-Validation Gaussian Surrogate Model

Wang Haibo¹, Ma Yiming¹, Sun Haisheng¹, Ma Jinwei¹, Zhan Yong², Song Hao², Guo Kaigang², Wei Liping²,³

1. Shanghai Lanbin Petrochemical Equipment Co., Ltd., Shanghai, 201500;
2. School of Chemical Engineering, Northwest University, Xi'an, Shaanxi, 710069;
3. Ministry of Education Engineering Research Center for Shaanbei Energy Advanced Chemical Utilization Technology, Northwest University, Xi'an, Shaanxi, 710069

Received:2025-02-27 Revised:2026-04-26 Accepted:2026-06-28 Online:2026-07-17 Published:2026-07-17
Contact: Wei Liping E-mail:wanghaibo@lanpec.com

Abstract

Abstract: Cross-wavy channel (CW-type) flow geometry optimization in plain surface heat exchangers plays a critical role in enhancing heat transfer performance while reducing flow resistance. However, traditional design methods struggle to comprehensively account for the integrated effects of high-dimensional structural and operational parameters; therefore, there is an urgent need to develop a novel optimization methodology. A comprehensive database was constructed, integrating the influences of structural and operational parameters, and a high-precision, cross-validation Gaussian surrogate model was developed to enable optimization design via a multi-objective optimization genetic algorithm. The method can effectively identify channel geometries and operational parameters featuring high heat transfer coefficients and low friction coefficients, providing a critical theoretical basis for the design and operation of CW-type plain surface heat exchangers.

Key words: Gaussian process regression (GPR), genetic algorithm, bi-objective optimization, plain surface heat exchanger, database

Wang Haibo, Ma Yiming, Sun Haisheng, Ma Jinwei, Zhan Yong, Song Hao, Guo Kaigang, Wei Liping. Design Optimization of CW-Type Plain Surface Heat Transfer Channel Based on Cross-Validation Gaussian Surrogate Model[J].Petro-chemical Equipment Technology, 2026, 47(4): 13-18，56.

References

［1］ XI W X, CAI J, HUAI X L. Numerical Investigation on Fluid-Solid Coupled Heat Transfer with Variable Properties in Cross-Wavy Channels Using Half-Wall Thickness Multi-Periodic Boundary Conditions[J]. International Journal of Heat and Mass Transfer, 2018,122:1040-1052.
［2］ MA T, DU L X, SUN N, et al. Experimental and Numerical Study on Heat Transfer and Pressure Drop Performance of Cross-Wavy Primary Surface Channel[J]. Energy Conversion and Management, 2016,125:80-90.
［3］徐之平,张磊,刘彩赢,等.微型燃气轮机圆筒原表面回热器的性能试验研究[J].动力工程, 2009,29(6):540-543,548.
［4］ DU L X, MA T, ZENG M, et al. Numerical Investigations on the Thermohydraulic Performance of Cross-Wavy Channels with Multi-Periodic Boundary Conditions[J]. Numerical Heat Transfer： Part A: Applications, 2014,65(8):732-749.
［5］史旭升. 微型燃气轮机回热器流动与换热特性研究[D]. 北京: 中国科学院大学（中国科学院工程热物理研究所）, 2020.
［6］ YANG Y Z, CHEN F, YU J Y, et al. Numerical Study on Heat Transfer Characteristics of Heat Exchange Cell in an Annular Cross-Wavy Primary Surface Recuperator (Annular CWPSR)[J]. Applied Thermal Engineering, 2022,216:119062.
［7］ DOO J H, HA M Y, MIN J K, et al. An Investigation of Cross-Corrugated Heat Exchanger Primary Surfaces for Advanced Intercooled-Cycle Aero Engines (Part-I: Novel Geometry of Primary Surface)[J]. International Journal of Heat and Mass Transfer, 2012,55(19-20):5256-5267.
［8］杨燕昭,汪思航,陈浮,等. 基于Kriging模型的CW型原表面换热单元体优化设计[J].工程热物理学报,2022,43(12):3244-3251.
［9］黄永奎. CW型原表面紧凑式换热器的流动换热机理与优化方法研究[D]. 哈尔滨 : 哈尔滨工业大学,2021.
［10］GALEAZZI A, DE FUSCO F, PRIFTI K, et al. Predicting the Performance of an Industrial Furnace Using Gaussian Process and Linear Regression: A Comparison[J]. Computers and Chemical Engineering, 2024,181:108513.
［11］ROHANI A, TAKI M, ABDOLLAHPOUR M. A Novel Soft Computing Model (Gaussian Process Regression with K-Fold Cross Validation) for Daily and Monthly Solar Radiation Forecasting (Part: I)[J]. Renewable Energy, 2018, 115:411-422.
［12］PRASAD N G N, RAO J N K. The Estimation of the Mean Squared Error of Small-Area Estimators[J]. Journal of the American statistical association, 1990,85:163-171.
［13］SHIELDS M D, ZHANG J X. The Generalization of Latin Hypercube Sampling[J]. Reliability Engineering & System Safety, 2016,148:96-108.
［14］YUSOFF Y, NGADIMAN M S, ZAIN A M. Overview of NSGA-II for Optimizing Machining Process Parameters[J]. Procedia Engineering, 2011,15:3978-3983.
［15］阴继翔, 李国君, 丰镇平. 交错波纹板原表面换热器通道内对流换热的数值研究[J]. 西安交通大学学报, 2005,39(1):36-40.
［16］UTRIAINEN E, SUNDÉN B. Numerical Analysis of a Primary Surface Trapezoidal Cross Wavy Duct[J]. International Journal of Numerical Methods for Heat & Fluid Flow, 2000,10(6):634-648.
［17］DU L X, ZENG M, WANG Q W. A Simplified CFD Model with Multi-Periodic Boundary Conditions for Cross Wavy Channels[C/OL]∥ASME 2011 Turbo Expo: Turbine Technical Conference and Exposition. https:∥asmedigitalcollection.asme.org/GT/proceedings-abstract/GT2011/54631/863/352049.
［18］WANG Q W, ZENG M, MA T, et al. Recent Development and Application of Several High-Efficiency Surface Heat Exchangers for Energy Conversion and Utilization[J]. Applied Energy, 2014,135:748-777.

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Design Optimization of CW-Type Plain Surface Heat Transfer Channel Based on Cross-Validation Gaussian Surrogate Model

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