基于改进NSGA-II算法的气相旋转管壳式换热器壳侧实验研究及运动参数优化

IF 2.6 3区 工程技术 Q2 ENGINEERING, MECHANICAL
Shuo Wang , Lin Wan , Gang Che , Tingbo Du , Hongchao Wang , Xianqi Diao
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引用次数: 0

摘要

在食品干燥过程中,换热器普遍面临着传热效率低、能量性能差的问题。本文以一种新型气相旋转管壳式换热器为研究对象,通过一系列单变量实验,分析了操作参数(壳侧转速和热风速度)对其壳侧换热性能和压降损失的影响。在此基础上,提出了一种改进的NSGA-II算法,该算法结合了自适应运算机制和自适应模糊惩罚机制。该方法结合极值熵权法和理想解接近度加权和法,对Pareto前解进行过滤,确定最优运行参数组合。通过实验试验和数值模拟相结合,验证了优化参数组合的有效性和准确性,并基于热工压降比定量评价了壳侧能效比。结果表明,在壳侧转速一定的情况下,努塞尔数随热风速度的增大而增大。压降损失也随着热风速度的增加而增加,呈现近似指数增长的趋势。当热风速度在2 m·s−1 ~ 10 m·s−1范围内时,实验结果与模拟结果吻合,努塞尔数的平均错误率为2.13%,压降的平均错误率为3.46%,证实了数值模型的可靠性。为了验证改进NSGA-II算法得到的最优参数组合(壳侧转速22.77 r·min−1,热风速度7.91 m·s−1)的准确性,将实验结果与仿真结果进行了比较。三个结果之间的差异很小,平均错误率为3.26%,表明新算法具有出色的预测精度和优化性能。综合性能分析优化结果,热性能压降比约为2.86,说明在该参数组合下,壳侧换热效率和能效比较高。研究结果为气相旋转管壳式换热器的设计与优化提供了理论依据和数据支持。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Experimental study and motion parameter optimization of the shell side of a gas-phase rotating shell-and-tube heat exchanger based on an improved NSGA-II algorithm
In the process of food drying, heat exchangers commonly face issues of low heat transfer efficiency and poor energy performance. This study focuses on a novel gas-phase rotary shell-and-tube heat exchanger, analyzing the effects of operational parameters (shell-side rotational speed and hot air velocity) on its shell-side heat transfer performance and pressure drop losses through a series of univariate experiments. Furthermore, an improved NSGA-II algorithm is proposed, incorporating adaptive operational mechanisms and an adaptive fuzzy penalty mechanism. This method, combined with extreme-value entropy weighting and the weighted sum method of ideal solution proximity, is used to filter the Pareto front solutions and determine the optimal operational parameter combination. The validity and accuracy of the optimal parameter combination were verified through a combination of experimental tests and numerical simulations, with the shell-side energy efficiency quantitatively assessed based on the thermal performance-to-pressure drop ratio. The results indicate that, under constant shell-side rotational speed, the Nusselt number increases with increasing hot air velocity. Pressure drop losses also rise with increasing hot air velocity, exhibiting an approximately exponential growth trend. When the hot air velocity is within the range of 2 m·s−1 to 10 m·s−1, the trends observed in both experimental and simulation results are consistent, with average error rates of 2.13 % for the Nusselt number and 3.46 % for the pressure drop, confirming the reliability of the numerical model. To validate the accuracy of the optimal parameter combination (shell-side rotational speed of 22.77 r·min−1 and hot air velocity of 7.91 m·s−1) obtained using the improved NSGA-II algorithm, the experimental and simulation results were compared. The differences between the three results were minimal, with an average error rate of 3.26 %, demonstrating the exceptional prediction accuracy and optimization performance of the new algorithm. Based on the comprehensive performance analysis of the optimization results, the thermal performance-to-pressure drop ratio is approximately 2.86, indicating that the heat transfer and energy efficiency of the shell-side are highly effective under this parameter combination. The findings provide a theoretical basis and data support for the design and optimization of gas-phase rotary shell-and-tube heat exchangers.
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来源期刊
International Journal of Heat and Fluid Flow
International Journal of Heat and Fluid Flow 工程技术-工程:机械
CiteScore
5.00
自引率
7.70%
发文量
131
审稿时长
33 days
期刊介绍: The International Journal of Heat and Fluid Flow welcomes high-quality original contributions on experimental, computational, and physical aspects of convective heat transfer and fluid dynamics relevant to engineering or the environment, including multiphase and microscale flows. Papers reporting the application of these disciplines to design and development, with emphasis on new technological fields, are also welcomed. Some of these new fields include microscale electronic and mechanical systems; medical and biological systems; and thermal and flow control in both the internal and external environment.
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