Local structure elucidation and properties prediction on KCl-CaCl2 molten salt: A deep potential molecular dynamics study

被引:39
作者
Bu, Min [1 ,2 ]
Liang, Wenshuo [1 ,2 ]
Lu, Guimin [1 ,2 ]
Yu, Jianguo [1 ,2 ]
机构
[1] East China Univ Sci & Technol, Sch Resources & Environm Engn, Shanghai 200237, Peoples R China
[2] East China Univ Sci & Technol, Engn Res Ctr Resources Proc Engn, Minist Educ Resource, Shanghai 200237, Peoples R China
基金
中国国家自然科学基金;
关键词
Concentrated solar power (CSP); KCl-CaCl2 molten salt; Deep potential; Network structure; Thermophysical properties; TOTAL-ENERGY CALCULATIONS; THERMAL-CONDUCTIVITY; CHLORIDES;
D O I
10.1016/j.solmat.2021.111346
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
KCl-CaCl2 molten salt has emerged as a potential candidate which can be used for heat transfer and thermal energy storage in the next concentrating solar power generation. In this work, deep potential molecular dynamics (DPMD) simulations, based on a many-body potential and interatomic forces generated by a deep neural network trained with the first-principles simulation results, were carried out to predict the local structure and thermophysical properties of KCl-CaCl2 molten salt at 1100 K. It was found that the steric hindrance effect became more and more intense as the network structure forming and growing with the addition of CaCl2, but the increase of CaCl2 made the coordination shell of Ca2+ more dynamic and active, and the two reactions constantly compete. Afterwards, thermophysical properties like shear viscosity, heat capacity and thermal conductivity were calculated from DPMD simulations. DPMD simulations could balance the proper description of complex atomic interactions to overcome the challenge of missing potential parameters in classical molecular simulations and become more efficient than first-principles molecular dynamics simulations. Our work based on deep potentials development will provide a promising alternative way to explore more molten eutectic salts for the next concentrating solar power generation.
引用
收藏
页数:11
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