洞察 CaCl2-NaCl-KCl 熔盐:揭示结构和特性的机器学习方法

IF 8.9 2区 工程技术 Q1 ENERGY & FUELS Journal of energy storage Pub Date : 2024-10-16 DOI:10.1016/j.est.2024.114156
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引用次数: 0

摘要

CaCl2-NaCl-KCl 熔盐在成本、性能和环境影响方面具有独特的优势,使其成为聚光太阳能(CSP)系统中极具吸引力的选择。本研究利用机器学习(ML)潜能,重点研究了不同 CaCl2 浓度下 CaCl2-NaCl-KCl 熔盐的微观结构和物理化学特性。氯离子与阳离子的相互作用强度为 Ca2+ > Na+ > K+。围绕着 Ca2+、Na+ 和 K+ 离子的第一配位层与 Cl- 的几何结构都是扭曲的八面体结构,而且这种扭曲随着 CaCl2 含量的增加而更加严重。随着体系中 CaCl2 含量的增加,由于从低配位结构过渡到高配位结构,结构变得更加紧凑。此外,还得到了不同 CaCl2 摩尔分数下的模拟密度、自扩散系数、剪切粘度和导电率。对 CaCl2-NaCl-KCl 熔盐中不同成分的探索有望推动 CSP 系统的设计和实施,提高效率、成本效益和环境可持续性。此外,它还有助于从科学角度理解 CaCl2-NaCl-KCl 熔盐作为传热和储能介质的作用。
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Insights into CaCl2-NaCl-KCl molten salt: A machine learning approach to unraveling structure and properties
The CaCl2-NaCl-KCl molten salt exhibits unique advantages in cost, performance, and environmental impact, making it an exceptionally attractive option for Concentrated Solar Power (CSP) systems. This study focuses on investigating the microstructure and physicochemical properties of CaCl2-NaCl-KCl molten salt at varying CaCl2 concentrations using the machine learning (ML) potential. The strength of chloride ions and cation interactions is Ca2+ > Na+ > K+. The geometries of the first coordination shells surrounding Ca2+, Na+, and K+ ions with Cl are all distorted octahedral structures, and this distortion is more severe with increasing CaCl2 content. As more CaCl2 is present in the system, the structure becomes more compact due to the transition from a low coordination structure to high coordination structure. In addition, the simulated density, self-diffusion coefficient, shear viscosity and electrical conductivity were obtained under different CaCl2 molar fraction. The exploration of diverse composition in CaCl2-NaCl-KCl molten salt holds the potential to advance the design and execution of CSP systems, fostering enhanced efficiency, cost-effectiveness, and environmental sustainability. Furthermore, it can contribute to the scientific understanding of CaCl2-NaCl-KCl molten salt as a heat transfer and energy storage medium.
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来源期刊
Journal of energy storage
Journal of energy storage Energy-Renewable Energy, Sustainability and the Environment
CiteScore
11.80
自引率
24.50%
发文量
2262
审稿时长
69 days
期刊介绍: Journal of energy storage focusses on all aspects of energy storage, in particular systems integration, electric grid integration, modelling and analysis, novel energy storage technologies, sizing and management strategies, business models for operation of storage systems and energy storage developments worldwide.
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