Thermal properties and structural evolution of Na2SO4-MgSO4 eutectic molten salts for large-scale energy storage: Unveiling mechanisms through deep potential molecular dynamics

IF 6.3 2区 材料科学 Q2 ENERGY & FUELS Solar Energy Materials and Solar Cells Pub Date : 2025-06-15 Epub Date: 2025-02-20 DOI:10.1016/j.solmat.2025.113505
Xianqing Liu , Fochao Huang , Fei Liang , Wenshuo Liang , Shule Liu , Gechuanqi Pan , Jing Ding , Jianfeng Lu
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Abstract

The physical and transport properties of molten salts are critical for optimizing and ensuring the sustained efficient operation of large-scale molten salt energy storage systems. This study presents a deep potential (DP) model based on density functional theory (DFT) to investigate the thermophysical properties and microstructural evolution of Na2SO4-MgSO4 eutectic molten salts. The DP function has been further optimized through supplementary training with DP-GEN on complex microstructures, enabling it to capture the microstructural features with the accuracy of DFT. The findings indicate that the sulfate ion microstructure remains stable and unaffected by temperature, consistently retaining a tetrahedral configuration across the examined temperature range. Analysis of microstructural evolution reveals that increasing temperatures induce greater disorder within the Na2SO4-MgSO4 system, resulting in a more loosely packed microstructure and a reduction in coordination number. Furthermore, Mg ions encounter higher energy barriers compared to Na ions, which leads to more restricted mobility within the system, as evidenced by the significantly lower self-diffusion coefficient of Mg ions in contrast to that of Na ions. The thermophysical properties of the Na2SO4-MgSO4 eutectic molten salt exhibit a characteristic negative temperature dependence, with calculated density and specific heat demonstrating deviations from experimental data of 1.7 % and 3.2 %, respectively. This research aims to provide theoretical insights that will facilitate advancements in the application of sulfate molten salts for large-scale energy storage systems.
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大规模储能用Na2SO4-MgSO4共晶熔盐的热性能和结构演化:深层势能分子动力学揭示机理
熔盐的物理和输运特性对于优化和确保大型熔盐储能系统的持续高效运行至关重要。本文提出了基于密度泛函理论(DFT)的深势(DP)模型,研究了Na2SO4-MgSO4共晶熔盐的热物理性质和微观结构演变。通过DP- gen对复杂微结构的补充训练,进一步优化了DP函数,使其能够以DFT的精度捕获微结构特征。研究结果表明,硫酸盐离子的微观结构保持稳定,不受温度的影响,在整个温度范围内始终保持四面体结构。显微组织演化分析表明,温度升高会导致Na2SO4-MgSO4体系内部的无序性加剧,导致微观结构更加松散,配位数降低。此外,与Na离子相比,Mg离子遇到更高的能量势垒,这导致系统内的迁移受到更大的限制,这可以从Mg离子的自扩散系数明显低于Na离子的自扩散系数中得到证明。Na2SO4-MgSO4共晶熔盐的热物理性质表现出典型的负温度依赖性,计算密度和比热与实验数据的偏差分别为1.7%和3.2%。本研究旨在提供理论见解,以促进硫酸盐熔盐在大规模储能系统中的应用。
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来源期刊
Solar Energy Materials and Solar Cells
Solar Energy Materials and Solar Cells 工程技术-材料科学:综合
CiteScore
12.60
自引率
11.60%
发文量
513
审稿时长
47 days
期刊介绍: Solar Energy Materials & Solar Cells is intended as a vehicle for the dissemination of research results on materials science and technology related to photovoltaic, photothermal and photoelectrochemical solar energy conversion. Materials science is taken in the broadest possible sense and encompasses physics, chemistry, optics, materials fabrication and analysis for all types of materials.
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