甲选择性转换的知识图:重新审视和预测产品选择性和甲转换
Boyu Xu1, Gaoyang Li2, Bohan Wang3
1Department of Information and Computing Sciences, Utrecht University, Princetonplein 5, Utrecht, 3584 CC, The Netherlands.
Advanced science (Weinheim, Baden-Wurttemberg, Germany)
|October 6, 2025
概括
本研究使用知识图来分析甲转化,识别工业甲醇生产的有效催化剂. 这些发现指导了可扩展化学合成的催化剂开发.
科学领域:
- 化学工程是化学工程的重要组成部分.
- 催化科学 催化科学
- 数据科学在化学中的数据科学
背景情况:
- 选择性地将甲转化为有价值的碳基化合物至关重要,但面临着可扩展性挑战.
- 了解产品选择性和甲转化率之间的复杂相互作用是过程优化的关键.
- 现有的文献包含了大量关于不同催化剂和条件的甲转化数据,但缺乏综合分析.
研究的目的:
- 使用大型语言模型构建用于甲转换的综合知识图 (KG).
- 分析KG以确定最佳的催化过程,反应条件和发展趋势.
- 为有针对性的催化剂设计和甲转化技术的工业应用提供见解.
主要方法:
- 关于甲转换的文献数据被系统地收集和处理.
- 建立了一个知识图,其中包含11个实体类型和32个关系类型.
- 对构建的知识图进行了深度神经网络分析.
主要成果:
- 知识图有效地结构和分析甲转化方面的进展.
- 具有金属活性位点和多功能支的催化剂被确定为甲醇生产的高度有效.
- 突出了适合工业规模应用的最佳反应条件.
结论:
- 开发的知识图为了解和推进甲转化过程提供了一个强大的工具.
- 特定的催化剂设计 (金属活性点,多功能支) 对工业甲醇合成有显著的前景.
- 这种方法促进了有针对性的催化剂开发,并加速了向可扩展的甲转化技术的过渡.
相关概念视频
Regioselectivity of Electrophilic Additions to Alkenes: Markovnikov's Rule
16.2K
If a set of reactants can yield multiple constitutional isomers, but one of the isomers is obtained as the major product, the reaction is said to be regioselective. In such reactions, bond formation or breaking is favored at one reaction site over others.
The hydrohalogenation of an unsymmetrical alkene can yield two haloalkane products, depending on which vinylic carbon takes up the halogen. However, one product usually predominates, where hydrogen adds to the vinylic carbon bearing the...
The hydrohalogenation of an unsymmetrical alkene can yield two haloalkane products, depending on which vinylic carbon takes up the halogen. However, one product usually predominates, where hydrogen adds to the vinylic carbon bearing the...
16.2K
Limiting Reactant
69.3K
The relative amounts of reactants and products represented in a balanced chemical equation are often referred to as stoichiometric amounts. However, in reality, the reactants are not always present in the stoichiometric amounts indicated by the balanced equation.
69.3K
Reduction of Alkenes: Asymmetric Catalytic Hydrogenation
3.8K
Catalytic hydrogenation of alkenes is a transition-metal catalyzed reduction of the double bond using molecular hydrogen to give alkanes. The mode of hydrogen addition follows syn stereochemistry.
The metal catalyst used can be either heterogeneous or homogeneous. When hydrogenation of an alkene generates a chiral center, a pair of enantiomeric products is expected to form. However, an enantiomeric excess of one of the products can be facilitated using an enantioselective reaction or an...
The metal catalyst used can be either heterogeneous or homogeneous. When hydrogenation of an alkene generates a chiral center, a pair of enantiomeric products is expected to form. However, an enantiomeric excess of one of the products can be facilitated using an enantioselective reaction or an...
3.8K
Reduction of Alkenes: Catalytic Hydrogenation
13.9K
Alkenes undergo reduction by the addition of molecular hydrogen to give alkanes. Because the process generally occurs in the presence of a transition-metal catalyst, the reaction is called catalytic hydrogenation.
Metals like palladium, platinum, and nickel are commonly used in their solid forms — fine powder on an inert surface. As these catalysts remain insoluble in the reaction mixture, they are referred to as heterogeneous catalysts.
The hydrogenation process takes place on the...
Metals like palladium, platinum, and nickel are commonly used in their solid forms — fine powder on an inert surface. As these catalysts remain insoluble in the reaction mixture, they are referred to as heterogeneous catalysts.
The hydrogenation process takes place on the...
13.9K
Reduction of Alkynes to cis-Alkenes: Catalytic Hydrogenation
8.9K
Introduction
Like alkenes, alkynes can be reduced to alkanes in the presence of transition metal catalysts such as Pt, Pd, or Ni. The reaction involves two sequential syn additions of hydrogen via a cis-alkene intermediate.
Like alkenes, alkynes can be reduced to alkanes in the presence of transition metal catalysts such as Pt, Pd, or Ni. The reaction involves two sequential syn additions of hydrogen via a cis-alkene intermediate.
8.9K
Regioselectivity and Stereochemistry of Hydroboration
9.4K
A significant aspect of hydroboration–oxidation is the regio- and stereochemical outcome of the reaction.
Hydroboration proceeds in a concerted fashion with the attack of borane on the π bond, giving a cyclic four-centered transition state. The –BH2 group is bonded to the less substituted carbon and –H to the more substituted carbon. The concerted nature requires the simultaneous addition of –H and –BH2 across the same face of the alkene giving syn stereochemistry.
Hydroboration proceeds in a concerted fashion with the attack of borane on the π bond, giving a cyclic four-centered transition state. The –BH2 group is bonded to the less substituted carbon and –H to the more substituted carbon. The concerted nature requires the simultaneous addition of –H and –BH2 across the same face of the alkene giving syn stereochemistry.
9.4K


