对二元碳酸盐相变材料的热性质和结构演变的理论研究:机器学习增强的采样策略
Heqing Tian1, Wenguang Zhang1, Chaxiu Guo1
1School of Mechanical and Power Engineering, Zhengzhou University, Zhengzhou 450001, China.
The Journal of chemical physics
|October 8, 2024
概括
这项研究使用先进的模拟开发了Na2CO3-K2CO3盐的潜在能量功能. 结果表明,Na+离子可能会增强这些热能储存材料中的热储存潜力.
科学领域:
- 材料科学 材料科学 材料科学
- 化学工程是化学工程的重要组成部分.
- 计算化学计算化学
背景情况:
- 可再生能源的间歇性需要高效的热能储能解决方案.
- 盐是热能储存 (TES) 的有希望的相变材料,因为它们的能量密度很高.
- 了解盐的热物理性质和离子行为对于TES优化至关重要.
研究的目的:
- 为二进制Na2CO3-K2CO3溶盐构建一个潜在能量函数.
- 为了研究这个融盐系统的热特性和结构演变.
- 评估Na2CO3-K2CO3作为热能存储相变材料的潜力.
主要方法:
- 利用深潜能发电机 (DPGEN) 增强的采样方法来构建潜在能量函数.
- 进行深度潜在分子动力学模拟,以计算热性质和结构演变.
- 分析了粘度,导热率,扩散系数,能量屏障和离子特性.
主要成果:
- 粘度和导热性随着温度的增加而降低 (10731273 K).
- 与K+相比,对Na+观察到较小的离子半径和更高的扩散系数.
- +离子对库伦力具有更高的能量障碍,这表明储热潜力更大.
结论:
- 该DPGEN方法为融盐的热性能提供了准确的预测.
- 二元 Na2CO3-K2CO3 融盐在热能存储应用中显示出前景.
- 含有Na+的盐可能为可再生能源系统提供优越的储热能力.
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