期刊
RENEWABLE ENERGY
卷 177, 期 -, 页码 1045-1062出版社
PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.renene.2021.06.049
关键词
Concentrating solar power; Parabolic trough collector; Nanofluid; Molten salt; Support vector machines; Particle swarm optimization
This study investigated and optimized the performance of parabolic trough concentrators (PTCs) using molten salt-based nanofluids (MSNEs) as heat transfer media at high temperatures. The research utilized complex frameworks and techniques to analyze and improve thermal, hydraulic, energetic, and exergetic performances, leading to the discovery of optimal conditions for energy and exergy efficiency combinations.
Molten salts are typically used as energy storage media in concentrating solar power systems for their lower costs and environmental impact. This study aims to map and optimize the performance of parabolic trough concentrators (PTCs) working with molten salt-based nanofluids (MSNEs) as heat transfer media at high temperatures. The thermal, hydraulic, energetic, and exergetic performances were analyzed and optimized using a unique framework of Monte Carlo optical simulations, computational fluid dynamics, data-drive support vector regression, particle swarm optimization, and decision-making techniques. Three molten salts (Solar Salt, Hitec, and Hitec XL) and three nanoparticle types (Al2O3, CuO, and SiO2) were investigated in a broad range of volumetric concentrations (0.0-4.0%), operating Reynolds numbers (4 x 10(3) to 40 x 10(3)), and temperatures (535-805 K). The results showed a maximum energy efficiency of 69.1%, achieved when using SiO2-Hitec nanofluid (1.0%) at a Reynolds number of 40 x 10(4) and temperature of 535 K. The maximum achieved exergy efficiency was 70.48%, obtained using pure Hitec at a Reynolds number of 40 x 10(4) and temperature of 535 K. The maximum possible enhancements in energy and exergy efficiencies in the covered range are 17.0 and 42.0%, respectively. The optimal combination of energy and exergy efficiencies are similar to 73.1 and 69.0%, obtained using CuO-Hitec nanofluid at temperature, Reynolds number, and concentration of 535 K, 39912.98, and 0.019%, respectively. The optimum combination of percentage enhancements in energy and exergy efficiencies are 0.465 and 7.182%, respectively, which corresponds to CuO-Hitec nanofluid operating at 805 K, 32025.4, and 0.092%, respectively. (C) 2021 Elsevier Ltd. All rights reserved.
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