相关实验视频

Updated: Sep 19, 2025

Screening of Coatings for an All-Solid-State Battery Using In Situ Transmission Electron Microscopy

Screening of Coatings for an All-Solid-State Battery Using In Situ Transmission Electron Microscopy

Published on: January 20, 2023

人工智能赋能固态电池用于材料选和性能评估

Sheng Wang^1,2, Jincheng Liu³, Xiaopan Song⁴

¹School of Future Science and Engineering, Soochow University, Suzhou, 215222, People's Republic of China. shengwang@suda.edu.cn.

Nano-micro letters

|June 6, 2025

概括

机器学习 (ML) 通过有效选材料和预测性能来加速固态电池的开发. 本综述探讨了ML的应用,用于发现新的电池组件和优化电池管理系统.

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
计算机科学计算机科学

背景情况:

与传统电池相比,固态电池提供更高的能量密度和安全性.
复杂的化学环境和性能预测挑战阻碍了固态电池的工业化.
人工智能 (AI) 和机器学习 (ML) 可以显著加速开发.

研究的目的:

审查ML算法在发现固态电池新材料 (阴极,阳极,电解质) 的应用.
讨论使用ML来预测固态电池管理系统中的关键性能指标.
确定当前的挑战,并提出未来的研究方向在ML固态电池.

主要方法:

在固态电池研究中对ML应用的最新文献进行系统审查.
对材料数据库挖掘和财产预测的ML技术的分析.
检查ML模型的充电状态,健康状况和剩余使用寿命估计.

主要成果:

ML算法有效地加速了高性能阴极,阳极和电解质材料的发现.
ML可以准确预测关键电池性能指标,帮助电池管理.
确定的挑战包括数据质量和代码可移植性,并提出解决方案.

结论:

机器学习是推进固态电池技术和促进工业化的强大工具.
解决数据质量和代码标准化对于更广泛的ML采用至关重要.
未来的研究应该专注于为固态电池开发强大的和便携式ML解决方案.

关键词:

人工智能的人工智能是人工智能.深度学习是一种深度学习.材料选材料选材料选绩效评价绩效评价绩效评价绩效评价绩效评价固态电池是一种固态电池.

更多相关视频

Focused Ion Beam Fabrication of LiPON-based Solid-state Lithium-ion Nanobatteries for In Situ Testing

Focused Ion Beam Fabrication of LiPON-based Solid-state Lithium-ion Nanobatteries for In Situ Testing

Published on: March 7, 2018

Rapid in-silico Battery Electrolyte Electrochemical Reaction Generation using 3T-VASP Multi-Scale Energy Minimization

Rapid in-silico Battery Electrolyte Electrochemical Reaction Generation using 3T-VASP Multi-Scale Energy Minimization

Published on: August 22, 2025

相关概念视频

Non-equilibrium in the Cell

Non-equilibrium in the Cell

An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...

Batteries and Fuel Cells

Batteries and Fuel Cells

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...