计算方法激发了二次电池固态电解质的进步:从第一原则到机器学习
Zhuoyuan Zheng1, Jie Zhou1, Yusong Zhu1
1School of Energy Science and Engineering, Nanjing Tech University, Nanjing, Jiangsu Province 211816, China. zhuoyuan@njtech.edu.cn.
Chemical Society reviews
|February 20, 2024
概括
计算方法,特别是机器学习,对于在全固态电池 (ASSB) 中推进固态电解质 (SSEs) 是至关重要的. 这些工具有助于克服诸如界面电阻和状物生长等挑战,用于下一代能源储存系统.
科学领域:
- 材料科学 材料科学 材料科学
- 电化学 电化学 电化学
- 计算机建模 计算建模
背景情况:
- 对于先进的储能系统 (EES) 的需求增加超过了当前的离子电池 (LIB) 能力.
- 固态电解质 (SSEs) 是下一代全固态电池 (ASSB) 的关键,提供更高的安全性和能量密度.
- 由于界面耐药性和树生长问题,ASSBs的商业化受到阻碍.
研究的目的:
- 审查理解固态电解质 (SSE) 行为的数值方法.
- 突出计算方法,特别是机器学习在加速社会安全教育发展中的作用.
- 为SSE在储能方面的进步提供洞察力和未来前景.
主要方法:
- 计算方法的审查,包括第一原则计算,分子动力学和多物理模型.
- 专注于支持机器学习的方法来分析SSE中的多物理合.
- 在各种空间和时间尺度上进行分析.
主要成果:
- 计算方法揭示了SSE及其接口的基本机制.
- 机器学习加速SSE属性和界面稳定性的预测.
- 这些模型有助于理解复杂的化学-电化学-机械相互作用.
结论:
- 计算机建模对于克服固态电解质开发的关键挑战至关重要.
- 机器学习为优化SSE材料和电池设计提供了强大的工具.
- 本综述为未来在固态电池和计算材料科学方面的研究提供了路线图.
更多相关视频
相关概念视频
Batteries and Fuel Cells
27.4K
A battery is a galvanic cell that is used as a source of electrical power for specific applications. Modern batteries exist in a multitude of forms to accommodate various applications, from tiny button batteries such as those that power wristwatches to the very large batteries used to supply backup energy to municipal power grids. Some batteries are designed for single-use applications and cannot be recharged (primary cells), while others are based on conveniently reversible cell reactions that...
27.4K
Trends in Lattice Energy: Ion Size and Charge
23.9K
An ionic compound is stable because of the electrostatic attraction between its positive and negative ions. The lattice energy of a compound is a measure of the strength of this attraction. The lattice energy (ΔHlattice) of an ionic compound is defined as the energy required to separate one mole of the solid into its component gaseous ions. For the ionic solid sodium chloride, the lattice energy is the enthalpy change of the process:
23.9K
Molecular and Ionic Solids
17.1K
Crystalline solids are divided into four types: molecular, ionic, metallic, and covalent network based on the type of constituent units and their interparticle interactions.
Molecular Solids
Molecular crystalline solids, such as ice, sucrose (table sugar), and iodine, are solids that are composed of neutral molecules as their constituent units. These molecules are held together by weak intermolecular forces such as London dispersion forces, dipole-dipole interactions, or hydrogen bonds, which...
Molecular Solids
Molecular crystalline solids, such as ice, sucrose (table sugar), and iodine, are solids that are composed of neutral molecules as their constituent units. These molecules are held together by weak intermolecular forces such as London dispersion forces, dipole-dipole interactions, or hydrogen bonds, which...
17.1K


