基于NSGA-II和熵权TOPSIS方法的CPV/T系统多目标优化与性能分析

IF 5.8 2区 工程技术 Q1 ENGINEERING, MECHANICAL
Qingfan Liu , Zilong Zeng , Dong Yang , Wenchuan Liu , Xinlong Lu , Liwu Zhou , Dengwei Jing
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引用次数: 0

摘要

本研究提出了一种新型的聚光光伏/热(CPV/T)系统,该系统集成了同轴交叉Kenics混合器以提高性能。采用蒙特卡罗光线追踪方法对太阳能聚光过程进行了建模,并采用计算流体动力学仿真和响应面方法分析了进口速度、接收管与混合器之间的间隙、混合器间距和接收管直径四个关键设计变量对聚光过程的影响。将电效率、热效率和性能评价标准定义为响应指标,并分别建立了预测模型。将NSGA-II算法与熵加权TOPSIS方法相结合,建立了热力优化框架,确定了系统的最优配置。光学模拟结果表明,太阳能电池表面能量通量分布均匀。当太阳跟踪误差角从0.0°增加到2.0°时,系统的光学效率从99.98%下降到47.31%。基于响应面方法的预测模型在捕获系统行为方面具有较高的准确性。在设计变量中,接收管直径对电效率和热效率的影响最为显著,而混频器间距对性能评价标准的影响最为强烈。在入口速度为0.136 m s−1、接收管与混合器间隙为0.75 mm、混合器间距为15.01 mm、接收管直径为12.00 mm时,系统的综合性能达到最高。与没有优化混合器的系统相比,电效率从13.37%提高到14.55%,热效率从58.03%提高到61.14%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Multi-objective optimization and performance analysis of a CPV/T system based on NSGA-II and entropy weight TOPSIS method
This study presents a novel concentrating photovoltaic/thermal (CPV/T) system integrated with coaxial cross Kenics mixers to enhance performance. The solar concentration process was modeled using the Monte Carlo Ray Tracing method, while Computational Fluid Dynamics simulations and Response Surface Methodology were applied to analyze the effects of four key design variables: inlet velocity, gap between the receiver tube and the mixer, mixer pitch, and receiver tube diameter. Electrical efficiency, thermal efficiency, and performance evaluation criterion were defined as response indicators, and predictive models for each were developed. A thermodynamic optimization framework combining the NSGA-II algorithm with the entropy weighted TOPSIS method was used to identify the optimal system configuration. Optical simulation results show a uniform energy flux distribution on the solar cell surface. The system's optical efficiency decreases from 99.98 % to 47.31 % as the solar tracking error angle increases from 0.0° to 2.0°. The Response Surface Methodology based predictive models demonstrated high accuracy in capturing system behavior. Among the design variables, the receiver tube diameter had the most significant impact on electrical and thermal efficiencies, while the mixer pitch most strongly affected the performance evaluation criterion. Under an inlet velocity of 0.136 m s−1, a gap between the receiver tube and the mixer of 0.75 mm, a mixer pitch of 15.01 mm, and a receiver tube diameter of 12.00 mm, the system achieves its highest overall performance. Compared to a system without the optimized mixers, electrical efficiency improved from 13.37 % to 14.55 %, and thermal efficiency increased from 58.03 % to 61.14 %.
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来源期刊
CiteScore
10.30
自引率
13.50%
发文量
1319
审稿时长
41 days
期刊介绍: International Journal of Heat and Mass Transfer is the vehicle for the exchange of basic ideas in heat and mass transfer between research workers and engineers throughout the world. It focuses on both analytical and experimental research, with an emphasis on contributions which increase the basic understanding of transfer processes and their application to engineering problems. Topics include: -New methods of measuring and/or correlating transport-property data -Energy engineering -Environmental applications of heat and/or mass transfer
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