催化剂设计和特征工程,以提高两个同时交叉合反应的选择性和反应性
Kohei Motojima1, Abhijit Sen2, Yoichi M A Yamada2
1Department of Applied Chemistry, School of Science and Technology, Meiji University, 1-1-1 Higashi-Mita, Tama-ku, Kawasaki, Kanagawa 214-8571, Japan.
Journal of chemical information and modeling
|September 1, 2023
概括
机器学习加速了同时进行布丘瓦尔德-哈特维格 (BHCC) 和木-米亚乌拉 (SMCC) 交叉合反应的催化剂设计. 这种方法优化了实验条件,并使新的催化剂开发能够提高选择性和产量.
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
- 计算化学计算化学
背景情况:
- 高活性催化剂对于工业过程至关重要,推动了对高效催化剂设计的需求.
- 机器学习 (ML) 为减少催化剂发现的成本和开发时间提供了一个有希望的途径.
- 同时交叉合反应,如BHCC和SMCC,对预测建模提出了复杂的挑战.
研究的目的:
- 开发一种ML模型,预测同时发生BHCC和SMCC反应的产品产量.
- 确定涵盖所有实验条件的关键解释变量 (x).
- 设计具有增强选择性和目标产量的新型催化剂和反应.
主要方法:
- 利用机器学习用于催化剂设计和预测.
- 集成贝叶斯优化与已确定的解释变量 (x).
- 专注于一个反应系统,同时使用布丘瓦尔德-哈特维格类型交叉合 (BHCC) 和木-米亚拉类型交叉合 (SMCC).
主要成果:
- 使用ML和贝叶斯优化成功设计了催化剂.
- 实现了增强的反应选择性和优化产品产量.
- 在以前没有反应的系统中,利用Cu,Rh和Pt催化剂开创了新的反应.
结论:
- ML驱动的催化剂设计对于复杂的反应系统是有效的.
- 贝叶斯优化有助于发现新的催化剂和反应途径.
- 扩大了过渡金属催化剂用于同时交叉合反应的范围.
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