人工智能方法与过渡金属复合物的同质催化
Lucía Morán-González1,2, Arron L Burnage1, Ainara Nova1,2
1Hylleraas Centre for Quantum Molecular Sciences, Department of Chemistry, University of Oslo, P.O. Box 1033, Blindern, 0315 Oslo, Norway.
概括
人工智能 (AI) 正在彻底改变同质催化研究. 人工智能工具现在可以实现新型催化剂的反向设计和人工智能驱动的自动化工作流程,推进过渡金属催化.
科学领域:
- 化学 化学 化学
- 催化剂是一种催化剂.
- 人工智能的人工智能
背景情况:
- 人工智能 (AI) 越来越多地融入化学研究.
- 人工智能在同质催化剂的应用,特别是过渡金属的应用,在过去15年中呈指数级增长.
- 制定指导方针对于这个新兴的跨学科领域至关重要.
研究的目的:
- 在同质金属催化反应中提供当前人工智能应用的关键概述.
- 要突出人工智能工具的演变及其对催化研究的影响.
- 确定这个领域的未来机遇和挑战.
主要方法:
- 对应用人工智能对同质金属催化反应的精选研究进行审查.
- 对人工智能组件的分析:数据集,表示,算法和实验/计算设施.
- 检查AI从反应机制预测到逆催化剂设计的进展.
主要成果:
- 人工智能模型已经从预测反应机制发展到利用实验数据优化条件和产量.
- 生成型人工智能和深度学习促进了具有特定属性的新型催化剂的反向设计.
- 最近的进展通过改进的实验数据采集,使人工智能驱动的自动化工作流成为可能.
结论:
- 人工智能是一种强大的战略,可以改变同质催化研究.
- 人工智能的催化能力与数据,算法和基础设施的质量密切相关.
- 该领域正在迅速发展,在催化剂发现和优化方面的未来创新有很大的潜力.
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