用光谱描述器生成人工智能的催化结构设计
Tongtong Yang1,2, Donglai Zhou1, Sheng Ye3
1Key Laboratory of Precision and Intelligent Chemistry, School of Chemistry and Materials Science, University of Science and Technology of China, Hefei, Anhui 230026, China.
Journal of the American Chemical Society
|November 29, 2023
概括
现在可以使用光谱数据连续设计催化剂. 这种方法可以实时监控和定制催化过程以提高性能.
科学领域:
- 催化剂
- 计算化学
- 光谱学
背景情况:
- 生成型人工智能 (AI) 显示出对按需化学设计的希望.
- 目前的人工智能方法与离散的化学描述符相斗争,限制了财产控制.
- 开发连续,可调节的描述符对于先进的AI驱动化学设计至关重要.
研究的目的:
- 确定金属单原子催化剂上吸附的分子的定量光谱结构属性关系.
- 实现以人工智能驱动的具有连续吸附状态的催化结构设计.
- 促进实时监测和定制催化性能.
主要方法:
- 使用光谱描述器和机器学习来建模结构属性关系.
- 开发了可跨不同催化系统转移的通用预测模型.
- 使用基于人工智能的连续光谱描述器.
主要成果:
- 成功地逆转了吸附分子的完整空间相对坐标.
- 包括吸附能量和电荷转移在内的量化催化性能.
- 实现了用于人工智能设计的光谱描述器的连续可调性.
结论:
- 光谱描述器和机器学习使得以人工智能驱动的催化剂持续设计成为可能.
- 这种方法可以实时监控和定制催化过程.
- 这些发现为催化研究和开发带来了深刻的变化.
相关概念视频
Structure and Physical Properties of Alkynes
10.7K
Introduction:
In nature, compounds containing both carbon and hydrogen are known as "hydrocarbons". Aliphatic hydrocarbons are compounds whose molecules contain saturated single bonds (i.e., alkanes) or unsaturated double or triple bonds. Alkenes contain carbon–carbon double bonds and have a structural formula CnH2n. Unsaturated hydrocarbons containing carbon–carbon triple bonds are called "alkynes" and are structurally represented by the formula CnH2n-2.
The...
In nature, compounds containing both carbon and hydrogen are known as "hydrocarbons". Aliphatic hydrocarbons are compounds whose molecules contain saturated single bonds (i.e., alkanes) or unsaturated double or triple bonds. Alkenes contain carbon–carbon double bonds and have a structural formula CnH2n. Unsaturated hydrocarbons containing carbon–carbon triple bonds are called "alkynes" and are structurally represented by the formula CnH2n-2.
The...
10.7K
Aromatic Hydrocarbon Anions: Structural Overview
2.8K
Neutral hydrocarbons like cyclopentadiene with an odd number of carbon atoms and one intervening CH2 group in the ring are not aromatic. Cyclopentadiene with 4 π electrons does not satisfy the 4n + 2 π electron rule. Additionally, the intervening CH2 group is sp3 hybridized and lacks a vacant p orbital, thereby interrupting the overlap of p orbitals in a continuous manner and preventing the delocalization of π electrons throughout the ring.
Due to the absence of continuous...
Due to the absence of continuous...
2.8K
IR and UV–Vis Spectroscopy of Aldehydes and Ketones
5.7K
Infrared spectroscopy, also known as vibrational spectroscopy, is mainly used to determine the types of bonds and functional groups in molecules. In aldehydes and ketones, the carbonyl (C=O) bond shows an absorption around 1710 cm-1. The C=O bond vibration of an aldehyde occurs at lower frequencies than that of a ketone. In addition to the C=O absorption in an aldehyde, the aldehydic C–H bond also gives two peaks in the 2700–2800 cm-1 range. This absorption, coupled with the...
5.7K
UV–Vis Spectroscopy: Woodward–Fieser Rules
24.5K
UV–Visible absorption spectra of conjugated dienes arise from the lowest energy π → π* transitions. The light-absorbing part of the molecule is called the chromophore, and the substituents directly attached to the chromophore are called auxochromes. A strong correlation exists between the absorption maxima, λmax, and the structure of a conjugated π system. The Woodward–Fieser rules predict the value of λmax for a given...
24.5K
Aromatic Hydrocarbon Cations: Structural Overview
2.8K
Cycloheptatriene is a neutral monocyclic unsaturated hydrocarbon that consists of an odd number of carbon atoms and an intervening sp3 carbon in the ring. The three double bonds in the ring correspond to 6 π electrons, which is a Huckel number, and therefore satisfies the criteria of 4n + 2 π electrons. However, the intervening sp3 carbon disrupts the continuous overlap of p orbitals. As a result, cycloheptatriene is not aromatic.
Removing one hydrogen from the intervening CH2 group...
Removing one hydrogen from the intervening CH2 group...
2.8K
Applications of IR Spectroscopy: Overview
751
The non-destructive nature and ability to provide valuable chemical information make IR spectroscopy a versatile technique with broad applications in various scientific and industrial fields. IR spectroscopy is commonly used to identify and characterize organic and inorganic compounds. It provides information about the functional groups present in a molecule and the bonding between atoms. This helps in the structural elucidation of compounds during organic synthesis, pharmaceutical research,...
751


