乌托邦点贝叶斯优化发现N-甲基凝的条件依赖选择性
Derek M Dalton1, Richard C Walroth1, Caroline Rouget-Virbel2
1Department of Synthetic Molecule Process Chemistry, Genentech, Inc., South San Francisco, California 94080, United States.
Journal of the American Chemical Society
|May 28, 2024
概括
乌托邦点贝叶斯优化 (UPBO) 确定了选择性N1和N2-甲基火合成的条件. 这种方法有效地探索了诺尔凝结的化学空间,揭示了关键的中间平衡.
科学领域:
- 有机化学
- 计算化学
背景情况:
- 诺尔凝通常是酸催化.
- 在Pyrazole合成中控制区域选择性可能具有挑战性.
研究的目的:
- 确定高度选择性的N1和N2-甲基-3-醇异构体的反应条件.
- 在基本条件下探索广泛的化学空间以优化Knorr pyrazole凝结.
主要方法:
- 乌托邦点贝叶斯优化 (UPBO) 被用来导航广的反应参数空间.
- 研究了反应中间体的条件依赖平衡.
主要成果:
- UPBO成功地确定了N1和N2异构体的选择性合成条件.
- 发现选择性源于脱水前的中间平衡.
- 一种可逆形成的半氨基中间体是N2同位素通路的关键.
结论:
- 在不需要高性能计算的情况下,UPBO能够有效地优化转换和选择性.
- 这项研究提供了一种新方法来控制pyrazole合成中的区域选择性.
- 了解中间平衡对于指导反应结果至关重要.
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