机器学习驱动的优化连续流光反胺合成的光反胺合成.
Perman Jorayev1,2, Sebastian Soritz1,3, Simon Sung2
1Department of Chemical Engineering and Biotechnology, University of Cambridge, Cambridge CB3 0AS, United Kingdom.
概括
机器学习优化了光电还原催化技术,用于合成三级胺. 与传统的批量方法相比,这种方法显著提高了反应效率和吞吐量,使得药物发现速度更快.
科学领域:
- 有机化学 有机化学
- 催化剂是一种催化剂.
- 化学工程是化学工程的重要组成部分.
背景情况:
- 光电氧催化对于合成具有药学意义的C- ((sp3) 丰富的三级胺来说至关重要.
- 优化这些反应是具有挑战性的,因为复杂的机械模型和巨大的反应空间.
研究的目的:
- 为了证明光氧三级胺合成的机器学习驱动优化.
- 为了确定关键的反应参数,并在连续流设置中提高工艺稳定性.
主要方法:
- 使用半自动连续流设置,有六个连续变量和一个离散变量.
- 采用先验知识生成 (例如,可溶性预测) 和贝叶斯优化算法 (NEMO).
- 分析结果使用换特征重要性和部分依赖图.
主要成果:
- 确定了影响产量和成本的关键参数,包括催化剂负载,停留时间和溶剂选择.
- 发现了催化剂负荷,停留时间和吸收光子等价性之间的相关性.
- 实现的吞吐量大约是批量反应的25倍,达到~12g/day.
结论:
- 机器学习,特别是NEMO,有效地优化复杂的光反反应.
- 连续流合成为三级氨基合成提供了相对于批量工艺的显著生产力提升.
- 开发的工作流加速了发现和优化有价值的制药中间体.
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