机器学习光动力学揭示了跨系统交叉驱动的梯子,其中一个环开放
Zhendong Li1, Haijun Fu1,2, Steven A Lopez3
1Hoffmann Institute of Advanced Materials, Shenzhen Polytechnic University 7098 Liuxian Blvd, Nanshan District Shenzhen 518055 People's Republic of China lijingbai@szpu.edu.cn.
Chemical science
|June 23, 2025
概括
接近可见的光触发了环开放反应,以有效合成循环环烯 (COT). 机器学习模拟预测了一种高效的光化学反应,具有89%的量子产量.
科学领域:
- 摄影化学的使用.
- 计算化学计算化学
- 有机合成 有机合成
背景情况:
- 光化学环开反应对于温和和原子经济的化学合成至关重要.
- 开发高效的光化学反应需要理解激发状态动态.
研究的目的:
- 提出和研究一种近可见光诱导的碳基功能化三环八二烯的电循环环开放反应.
- 利用机器学习加速光动力学模拟来预测反应效率.
主要方法:
- 密度函数理论 (DFT) 计算 (CAM-B3LYP/cc-pVDZ) 来确定兴奋状态能量.
- 多配置CASSCF计算分析能源缺口.
- 使用1000个FSSH轨迹的机器学习加速光动力学模拟.
主要成果:
- 碳基组显著降低基板的S1能量至3.65 eV (340 nm),使近可见光吸收.
- 在S1最低点附近观察到小的S1和T1能量差距.
- 模拟显示了从S1开始逐步打开环的机制,S1/T1在20 psi的范围内快速交叉.
结论:
- 拟议的反应效率很高,预测碳基功能化环氧甲烯 (COT) 的量子产量为89%.
- 这项研究证明了机器学习-光动力学在设计光化学反应方面的预测能力.
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