Using the Taguchi method and grey relational analysis to optimize the parameter design of flat-plate collectors with nanofluids, and phase change materials in an integrated solar water heating system

IF 7.6 Q1 ENERGY & FUELS Energy Conversion and Management-X Pub Date : 2025-04-01 Epub Date: 2025-02-06 DOI:10.1016/j.ecmx.2025.100910
Guan-Rong Chen , Ting-Wei Liao , Chien-Chun Hsieh , Jagadish Barman , Chao-Yang Huang , Chung-Feng Jeffrey Kuo
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Abstract

Solar water heating systems play a critical role in renewable energy applications, with their global market experiencing continuous growth due to increasing recognition and demand. Despite this, such systems face dual challenges in practical use: low thermal storage efficiency and insufficient heat retention. This study introduces an innovative integration of nanofluids and phase change materials (PCMs) with flat-plate collectors, representing a novel approach to addressing these challenges. Unlike prior studies that focused on individual technologies, this research combines advanced materials with multi-objective optimization to significantly enhance system performance. The Taguchi method was employed to plan the experiments, with nine control factors selected: PCM material, PCM volume, number of PCM tubes, working fluid, mass flow rate, number of collector tubes, collector tube material, tilt angle, and azimuth angle. A total of 36 experiments were designed using the Taguchi orthogonal array and simulated through TRNSYS software. Data from these experiments were analyzed using Signal-to-Noise (S/N) ratios, main effects analysis, and analysis of variance to identify optimal parameter combinations. Finally, grey relational analysis was utilized for multi-quality optimization, enabling the simultaneous enhancement of thermal storage efficiency and heat retention time. The results demonstrate that the optimized configuration achieved a thermal storage efficiency of 94.2 % and a heat retention time of 31.7 h. The optimal parameters included the use of PCM material, 20 % PCM volume, 14 PCM tubes, CuO nanofluid as the working fluid, a mass flow rate of 0.02 kg/s, 9 collector tubes, copper collector plates, a tilt angle of 22.4°, and an azimuth angle of 0° facing south. Compared to the non-optimized system, these optimizations increased thermal storage efficiency by 28 % and extended heat retention time by 14.6 h. The innovative integration and optimization framework presented in this study not only bridges the gap between theoretical research and practical applications but also provides a scalable solution for improving the efficiency of renewable energy systems.
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采用田口法和灰色关联分析对集成太阳能热水系统中纳米流体和相变材料平板集热器的参数设计进行优化
太阳能热水系统在可再生能源应用中发挥着至关重要的作用,由于越来越多的认识和需求,其全球市场正在持续增长。尽管如此,这种系统在实际使用中面临双重挑战:低储热效率和保热不足。本研究介绍了一种创新的集成纳米流体和相变材料(PCMs)与平板集热器,代表了解决这些挑战的新方法。与以往专注于单个技术的研究不同,本研究将先进材料与多目标优化相结合,显著提高了系统性能。采用田口法进行实验规划,选取PCM材料、PCM体积、PCM管数、工作流体、质量流量、集热器管数、集热器管材料、倾角、方位角9个控制因素。采用田口正交阵列设计了36个实验,并通过TRNSYS软件进行了模拟。通过信噪比(S/N)、主效应分析和方差分析对实验数据进行分析,以确定最佳参数组合。最后,利用灰色关联分析进行多品质优化,使储热效率和保温时间同时得到提高。结果表明,优化构型的蓄热效率为94.2%,蓄热时间为31.7 h。优化参数为:PCM材料,PCM体积为20%,14根PCM管,CuO纳米流体为工作流体,质量流量为0.02 kg/s, 9根集热器管,铜集热器板,倾角为22.4°,南向方位角为0°。与未优化的系统相比,这些优化提高了28%的储热效率,延长了14.6 h的保温时间。本研究提出的创新集成和优化框架不仅弥合了理论研究与实际应用之间的差距,而且为提高可再生能源系统的效率提供了可扩展的解决方案。
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来源期刊
CiteScore
8.80
自引率
3.20%
发文量
180
审稿时长
58 days
期刊介绍: Energy Conversion and Management: X is the open access extension of the reputable journal Energy Conversion and Management, serving as a platform for interdisciplinary research on a wide array of critical energy subjects. The journal is dedicated to publishing original contributions and in-depth technical review articles that present groundbreaking research on topics spanning energy generation, utilization, conversion, storage, transmission, conservation, management, and sustainability. The scope of Energy Conversion and Management: X encompasses various forms of energy, including mechanical, thermal, nuclear, chemical, electromagnetic, magnetic, and electric energy. It addresses all known energy resources, highlighting both conventional sources like fossil fuels and nuclear power, as well as renewable resources such as solar, biomass, hydro, wind, geothermal, and ocean energy.
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