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 , Fei Liang , Shule Liu , Gechuanqi Pan , Jing Ding , 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 , Fei Liang , Shule Liu , Gechuanqi Pan , Jing Ding , 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}
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.
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.