用于高温储热的 NaCl-KCl-CaCl2 熔盐:实验和深度学习分子动力学模拟研究

IF 6.3 2区 材料科学 Q2 ENERGY & FUELS Solar Energy Materials and Solar Cells Pub Date : 2024-11-14 DOI:10.1016/j.solmat.2024.113275
Xianqing Liu , Fei Liang , Shule Liu , Gechuanqi Pan , Jing Ding , Jianfeng Lu
{"title":"用于高温储热的 NaCl-KCl-CaCl2 熔盐:实验和深度学习分子动力学模拟研究","authors":"Xianqing Liu ,&nbsp;Fei Liang ,&nbsp;Shule Liu ,&nbsp;Gechuanqi Pan ,&nbsp;Jing Ding ,&nbsp;Jianfeng Lu","doi":"10.1016/j.solmat.2024.113275","DOIUrl":null,"url":null,"abstract":"<div><div>The thermal energy storage system based on molten salts plays a crucial role in renewable energy utilization and power grid regulation system. This article investigates NaCl-KCl-CaCl<sub>2</sub> molten salts for high temperature heat storage by experimental measurement and deep learning molecular dynamics simulations. The phase transition, thermal stability, and thermophysical properties of NaCl-KCl-CaCl<sub>2</sub> were experimental analyzed, and the results indicate that it has high enthalpy of 251.37 J/g, with observable evaporation at temperatures above 1103 K. An accurate deep potential model was further trained based on ab initio molecular dynamics data, achieving a root mean square error of 0.50 meV/atom for energy and 15.31 meV/Å for force, and the experimental and computational results for density and viscosity have discrepancies of less than 5 %. Based on experimental and simulation data, correlation equations for thermophysical properties of NaCl-KCl-CaCl<sub>2</sub> were conducted, and thermal performance changes with temperature were further explained from the perspective of structural changes. As the temperature rises, all ionic pairs transfer to lower coordination numbers and disperse into smaller clusters, which results in the decreases of density, thermal conductivity and viscosity, and the stability of molten salt gradually decreases as the energy barriers for ion pairs dropping.</div></div>","PeriodicalId":429,"journal":{"name":"Solar Energy Materials and Solar Cells","volume":"280 ","pages":"Article 113275"},"PeriodicalIF":6.3000,"publicationDate":"2024-11-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"NaCl-KCl-CaCl2 molten salts for high temperature heat storage: Experimental and deep learning molecular dynamics simulation study\",\"authors\":\"Xianqing Liu ,&nbsp;Fei Liang ,&nbsp;Shule Liu ,&nbsp;Gechuanqi Pan ,&nbsp;Jing Ding ,&nbsp;Jianfeng Lu\",\"doi\":\"10.1016/j.solmat.2024.113275\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>The thermal energy storage system based on molten salts plays a crucial role in renewable energy utilization and power grid regulation system. This article investigates NaCl-KCl-CaCl<sub>2</sub> molten salts for high temperature heat storage by experimental measurement and deep learning molecular dynamics simulations. The phase transition, thermal stability, and thermophysical properties of NaCl-KCl-CaCl<sub>2</sub> were experimental analyzed, and the results indicate that it has high enthalpy of 251.37 J/g, with observable evaporation at temperatures above 1103 K. An accurate deep potential model was further trained based on ab initio molecular dynamics data, achieving a root mean square error of 0.50 meV/atom for energy and 15.31 meV/Å for force, and the experimental and computational results for density and viscosity have discrepancies of less than 5 %. Based on experimental and simulation data, correlation equations for thermophysical properties of NaCl-KCl-CaCl<sub>2</sub> were conducted, and thermal performance changes with temperature were further explained from the perspective of structural changes. As the temperature rises, all ionic pairs transfer to lower coordination numbers and disperse into smaller clusters, which results in the decreases of density, thermal conductivity and viscosity, and the stability of molten salt gradually decreases as the energy barriers for ion pairs dropping.</div></div>\",\"PeriodicalId\":429,\"journal\":{\"name\":\"Solar Energy Materials and Solar Cells\",\"volume\":\"280 \",\"pages\":\"Article 113275\"},\"PeriodicalIF\":6.3000,\"publicationDate\":\"2024-11-14\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Solar Energy Materials and Solar Cells\",\"FirstCategoryId\":\"88\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0927024824005877\",\"RegionNum\":2,\"RegionCategory\":\"材料科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"ENERGY & FUELS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Solar Energy Materials and Solar Cells","FirstCategoryId":"88","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0927024824005877","RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENERGY & FUELS","Score":null,"Total":0}
引用次数: 0

摘要

基于熔盐的热能存储系统在可再生能源利用和电网调节系统中发挥着重要作用。本文通过实验测量和深度学习分子动力学模拟,研究了用于高温储热的NaCl-KCl-CaCl2熔盐。实验分析了NaCl-KCl-CaCl2的相变、热稳定性和热物理性质,结果表明其热焓高达251.37 J/g,在1103 K以上温度可观察到蒸发现象。基于ab initio分子动力学数据进一步训练了精确的深度势能模型,实现了能量均方根误差为0.50 meV/原子,力均方根误差为15.31 meV/Å,密度和粘度的实验和计算结果差异小于5%。根据实验和模拟数据,建立了 NaCl-KCl-CaCl2 热物理性质的相关方程,并从结构变化的角度进一步解释了热性能随温度的变化。随着温度的升高,所有离子对都向低配位数转移并分散成更小的离子团,从而导致密度、热导率和粘度下降,熔盐的稳定性也随着离子对能量障碍的降低而逐渐降低。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
NaCl-KCl-CaCl2 molten salts for high temperature heat storage: Experimental and deep learning molecular dynamics simulation study
The thermal energy storage system based on molten salts plays a crucial role in renewable energy utilization and power grid regulation system. This article investigates NaCl-KCl-CaCl2 molten salts for high temperature heat storage by experimental measurement and deep learning molecular dynamics simulations. The phase transition, thermal stability, and thermophysical properties of NaCl-KCl-CaCl2 were experimental analyzed, and the results indicate that it has high enthalpy of 251.37 J/g, with observable evaporation at temperatures above 1103 K. An accurate deep potential model was further trained based on ab initio molecular dynamics data, achieving a root mean square error of 0.50 meV/atom for energy and 15.31 meV/Å for force, and the experimental and computational results for density and viscosity have discrepancies of less than 5 %. Based on experimental and simulation data, correlation equations for thermophysical properties of NaCl-KCl-CaCl2 were conducted, and thermal performance changes with temperature were further explained from the perspective of structural changes. As the temperature rises, all ionic pairs transfer to lower coordination numbers and disperse into smaller clusters, which results in the decreases of density, thermal conductivity and viscosity, and the stability of molten salt gradually decreases as the energy barriers for ion pairs dropping.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
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.
期刊最新文献
Oxide-nitride nanolayer stacks for enhanced passivation of p-type surfaces in silicon solar cells Accurately quantifying the recombination pathways unique in back contact solar cells Analyzing the effectiveness of various coatings to mitigate photovoltaic modules soiling in desert climate Solar energy harvester based on polarization insensitive and wide angle stable UWB absorber for UV, visible and IR frequency range Experimental evaluation of photovoltaic thermal (PVT) system using a modular heat collector with flat back shape fins, pipe, nanofluids and phase change material
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1