实验电催化剂的研究数据库:推进数据共享和可重复使用性
Ruchika Mahajan1,2, Ashton M Aleman1,2, Colin F Crago1,2
1SUNCAT Center for Interface Science and Catalysis, Department of Chemical Engineering, Stanford University, Stanford, California 94305, USA.
The Journal of chemical physics
|September 30, 2025
概括
高准确度的电催化数据对于机器学习在催化剂发现中至关重要. 我们开发了一个数据基础设施,以开放共享,提高可复制性和推进数据驱动的研究.
科学领域:
- 催化剂是一种催化剂.
- 材料科学 材料科学 材料科学
- 数据科学数据科学数据科学
背景情况:
- 高准确度的催化数据对于训练机器学习模型至关重要.
- 数据共享对于科学可比性和可重复性至关重要.
- 由于复杂的条件和不确定性,电催化在数据收集方面面临挑战.
研究的目的:
- 开发一种标准化的方法,用于电催化数据收集,元数据的包含和可访问性.
- 为策划和组织多式联通电催化数据创建基础设施.
- 使电催化数据集公开可用,以提高可复制性,并使可靠的模型开发.
主要方法:
- 开发了用于电催化物的广泛数据基础设施.
- 从241个实验条目中整理和组织了多式联运数据.
- 基于网络和机器可读格式的结构化数据,以提高可访问性.
主要成果:
- 创建了开放数据集,包含了有关反应条件,材料特性和性能指标的详细信息.
- 确保了电催化数据的透明度和互操作性.
- 通过结构化数据弥合了实验和计算研究之间的差距.
结论:
- 结构良好的,可访问的数据对于克服催化中的可重现性挑战至关重要.
- 开发的框架推动了机器学习在电催化学中的应用.
- 展示的基础设施为实验科学中的数据驱动研究提供了一个可扩展的模型.
更多相关视频
相关概念视频
Electrochemistry: Overview
3.5K
Electrochemistry is the branch of chemistry that studies the relationship between electrical quantities and chemical reactions, particularly oxidation and reduction. Oxidation is the loss of electrons from a substance, whereas reduction refers to the gain of electrons. A substance with a strong electron affinity is called an oxidizing agent (oxidant), and a reducing agent (reductant) is a species that donates electrons. Oxidation and reduction processes are pivotal to electrochemical reactions,...
3.5K
Interfacial Electrochemical Methods: Overview
807
Interfacial electrochemical methods focus on the phenomena occurring at the boundary between an electrode and a solution, as opposed to bulk methods that concentrate on the solution's overall properties. These interfacial methods are classified as either static or dynamic based on the presence of a nonzero current in the electrochemical cell and the consistency of analyte concentrations. Static methods, such as potentiometry, measure the cell's potential without any significant current...
807
Electrogravimetric Analysis: Overview
741
Electrogravimetric analysis measures the weight of an analyte deposited electrolytically onto a suitable working electrode. This method involves applying a potential to a pre-weighed electrode submerged in a solution, which results in the desired substance being deposited through reduction at the cathode or oxidation at the anode. The electrode's weight is recorded after deposition, and the difference in weight gives the analyte's weight in the solution.
To test the completeness of the...
To test the completeness of the...
741
Patch Clamp
6.4K
Many fundamental cell functions such as muscle contraction and nerve transmission rely on the electrical signals produced by the movement of positively and negatively charged ions across the cell membrane. One competent method to record current flowing across the whole cell or single ion channel is the patch-clamp technique.
In this method, a glass micropipette containing electrolyte solution is tightly sealed against a small portion of the cell membrane. As a result, a patch of the cell...
In this method, a glass micropipette containing electrolyte solution is tightly sealed against a small portion of the cell membrane. As a result, a patch of the cell...
6.4K
Thermal and Photochemical Electrocyclic Reactions: Overview
3.0K
Electrocyclic reactions are reversible reactions. They involve an intramolecular cyclization or ring-opening of a conjugated polyene. Shown below are two examples of electrocyclic reactions. In the first reaction, the formation of the cyclic product is favored. In contrast, in the second reaction, ring-opening is favored due to the high ring strain associated with cyclobutene formation.
3.0K
Electrodes: Overview
2.6K
Electrochemical measurements are conducted in an electrochemical cell composed of various components that control and measure the current and potential. One fundamental component is electrodes, conductive materials that enable electron transfer reactions at their surfaces.
There are two main types of electrodes in electrochemical cells. The first type, known as the working or indicator electrode, has a potential that is sensitive to the analyte's concentration and reacts to changes in...
There are two main types of electrodes in electrochemical cells. The first type, known as the working or indicator electrode, has a potential that is sensitive to the analyte's concentration and reacts to changes in...
2.6K


