Jove
Visualize
联系我们
JoVE
x logofacebook logolinkedin logoyoutube logo
关于 JoVE
概览领导团队博客JoVE 帮助中心
作者
出版流程编辑委员会范围与政策同行评审常见问题投稿
图书馆员
用户评价订阅访问资源图书馆顾问委员会常见问题
研究
JoVE JournalMethods CollectionsJoVE Encyclopedia of Experiments存档
教育
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab Manual教师资源中心教师网站
使用条款与条件
隐私政策
政策

相关概念视频

Batteries and Fuel Cells03:12

Batteries and Fuel Cells

31.0K
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...
31.0K
Metallic Solids02:37

Metallic Solids

20.6K
Metallic solids such as crystals of copper, aluminum, and iron are formed by metal atoms. The structure of metallic crystals is often described as a uniform distribution of atomic nuclei within a “sea” of delocalized electrons. The atoms within such a metallic solid are held together by a unique force known as metallic bonding that gives rise to many useful and varied bulk properties.
All metallic solids exhibit high thermal and electrical conductivity, metallic luster, and malleability....
20.6K
Structures of Solids02:22

Structures of Solids

17.7K
Solids in which the atoms, ions, or molecules are arranged in a definite repeating pattern are known as crystalline solids. Metals and ionic compounds typically form ordered, crystalline solids. A crystalline solid has a precise melting temperature because each atom or molecule of the same type is held in place with the same forces or energy. Amorphous solids or non-crystalline solids (or, sometimes, glasses) which lack an ordered internal structure and are randomly arranged. Substances that...
17.7K
DC Battery01:21

DC Battery

1.3K
A conductor needs to be a component of a path that creates a closed loop or full circuit to have a continuous current flowing through it. A current starts to flow if an electric field is created inside an isolated conductor that is not part of a full circuit. The conductor quickly develops a net positive charge at one end and a net negative charge at the other. These charges generate an electric field opposite the direction of the applied electric field, which reduces the current. Eventually,...
1.3K
Network Covalent Solids02:18

Network Covalent Solids

16.2K
Network covalent solids contain a three-dimensional network of covalently bonded atoms as found in the crystal structures of nonmetals like diamond, graphite, silicon, and some covalent compounds, such as silicon dioxide (sand) and silicon carbide (carborundum, the abrasive on sandpaper). Many minerals have networks of covalent bonds.
To break or to melt a covalent network solid, covalent bonds must be broken. Because covalent bonds are relatively strong, covalent network solids are typically...
16.2K
Machines01:19

Machines

579
Machines are complex structures consisting of movable, pin-connected multi-force members that work together to transmit forces. One example of a machine is the cutting plier, which is used to cut wires by applying forces to its handles. When equal and opposite forces are exerted on the handles of the cutting plier, they cause the cutting edges to come together and apply equal and opposite reaction forces on the wire, which are greater than the applied forces.
A free-body diagram of the...
579

您也可能阅读

相关文章

通过共同作者、期刊和引用图与本文相关的文章。

排序
Same author

Radiomics-based causal machine learning for exploratory treatment-effect estimation of neoadjuvant chemotherapy cycle intensity in osteosarcoma: a proof-of-concept study.

BMC medical imaging·2026
Same author

Multi-omics analysis of the role of muskmelon mitochondria in Si-induced resistance mechanisms.

Frontiers in plant science·2026
Same author

Interfacial Carrier Engineering of NiO/MS<sub>2</sub> Nanosheets for Electro-Oxidation of 5-Hydroxymethylfurfural with an Ampere-Level Current Density.

Journal of the American Chemical Society·2026
Same author

Coordination Asymmetry Stabilizes a Low-Iridium Cobalt Spinel Oxide Anode for Durable Proton-Exchange Membrane Water Electrolysis.

Journal of the American Chemical Society·2026
Same author

Buried-Interface Iodine Redox Regulation for Durable All-Perovskite Tandem Photovoltaics.

Angewandte Chemie (International ed. in English)·2026
Same author

Tumor cells-derived CXCL17 is associated with up-regulated neutrophil to monocyte ratio and predicts poor prognosis in oral squamous cell carcinoma.

Frontiers in oncology·2026
Same journal

Vertically Stacked Indium Gallium Zinc Oxide-Based Three-Dimensional Integrated Circuits.

ACS nano·2026
Same journal

Tunable Nanoparticle Thin-Film Reveals Distance Dependence of Auger-Mediated Radiation Enhancement in Diffuse Midline Glioma.

ACS nano·2026
Same journal

G-Quadruplex Network Engineering in Ionogels: Realizing Robust Biosensing Interfaces for Plant Electrophysiology.

ACS nano·2026
Same journal

Announcing the 2026 <i>ACS Nano</i> Lectureship and <i>ACS Nano</i> Impact Award Laureates.

ACS nano·2026
Same journal

Ultrafast Self-Assembly of Zeolitic Imidazolate Framework-8 Enables Antibody Orientation for Ultrasensitive Lateral Flow Immunoassays.

ACS nano·2026
Same journal

Interfacial Salt Engineering with Alkali and Ammonium Additives for Stable Pure-Blue Perovskite Light-Emitting Diodes and Micropatterned Displays.

ACS nano·2026
查看所有相关文章

相关实验视频

Updated: Feb 4, 2026

Solid-state Graft Copolymer Electrolytes for Lithium Battery Applications
05:33

Solid-state Graft Copolymer Electrolytes for Lithium Battery Applications

Published on: August 12, 2013

22.3K

对于固态电池的可解释机器学习

Xinyu Ye1, Yaxin Cheng1,2, Xuexia Lan1

  • 1Institute of Technology for Carbon Neutrality, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China.

ACS nano
|February 2, 2026
PubMed
概括
此摘要是机器生成的。

本研究介绍了在固态电池 (SSB) 研究中可解释机器学习 (ML) 的框架. 它的目的是增强ML.

关键词:
有关因果推理的推理.反事实分析对事实进行反事实分析重要的特征 重要的特征 重要的特征可以解释的机器学习.固态电池是一种固态电池.

更多相关视频

Screening of Coatings for an All-Solid-State Battery Using In Situ Transmission Electron Microscopy
07:20

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

Published on: January 20, 2023

3.4K
Constructing and Visualizing Models using Mime-based Machine-learning Framework
06:19

Constructing and Visualizing Models using Mime-based Machine-learning Framework

Published on: July 22, 2025

2.5K

相关实验视频

Last Updated: Feb 4, 2026

Solid-state Graft Copolymer Electrolytes for Lithium Battery Applications
05:33

Solid-state Graft Copolymer Electrolytes for Lithium Battery Applications

Published on: August 12, 2013

22.3K
Screening of Coatings for an All-Solid-State Battery Using In Situ Transmission Electron Microscopy
07:20

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

Published on: January 20, 2023

3.4K
Constructing and Visualizing Models using Mime-based Machine-learning Framework
06:19

Constructing and Visualizing Models using Mime-based Machine-learning Framework

Published on: July 22, 2025

2.5K

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
  • 计算科学 计算科学

背景情况:

  • 固态电池 (SSB) 为下一代储能提供高能量密度和安全性.
  • 机器学习 (ML) 加快了电池材料的发现和性能预测.
  • 当前ML模型的"黑盒子"性质限制了它们在电池研究中的解释性和可信性.

研究的目的:

  • 为推进固态电池研究提出一个结构化,可解释的ML框架.
  • 为了解决当前ML模型在理解电池机制方面的局限性.
  • 为了促进从"黑子"预测到SSB的机制驱动设计的过渡.

主要方法:

  • 为五个关键SSB组件开发可解释的ML方法:固体电解质设计,材料表征,电极/电解质接口优化,电池寿命预测和树抑制.
  • 确定每个组件的特定要求并推适合的ML方法.
  • 总结当前的挑战并提出解决方案,包括开源工具链.

主要成果:

  • 一个全面的框架,将可解释的ML集成到整个SSB研究管道中.
  • 针对SSB开发的关键方面量身定制的特定ML策略.
  • 一个路线图,以提高ML在电池科学中的科学可信度和实际应用.

结论:

  • 可解释的ML对于加速高性能固态电池的开发至关重要.
  • 使用可解释的ML的结构化,机制驱动的方法将克服当前的研究瓶.
  • 拟议的框架和工具链将促进储能技术的创新.