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基于非线性降维寻找反应坐标(英文)

Reaction Coordinates by Nonlinear Dimensionality Reduction

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【作者】 张珍雷曜坤张骏高毅勤

【Author】 Zhen Zhang;Yao Kun Lei;Jun Zhang;Yi Qin Gao;Tangshan Key Laboratory of Optoelectronic Materials, School of Physics and Technology, Tang Shan Normal University;Institute of Theoretical and Computational Chemistry, College of Chemistry and Molecular Engineering, Peking University;Biodynamic Optical Imaging Center, Peking University;

【通讯作者】 高毅勤;

【机构】 唐山师范学院物理科学与技术学院,唐山市光电转换材料重点实验室北京大学化学与分子工程学院理论与计算化学研究所北京大学生物动态成像中心

【摘要】 寻找表征化学反应的反应坐标通常是一项困难的任务.作者在之前发表的一篇文章[ACS Cent.Sci.3,407 (2017)]中,通过贝叶斯学习算法优化水中(反向)克莱森重排反应的反应坐标,发现成键键长与断键键长的线性组合是所有测试中最好的.本文考虑了过渡态的非线性特性,提出了一种基于等距特征映射和局部线性嵌入的方法来获得由几个集合变量组成的反应坐标.利用这种方法,作者找到了一个更合理的一维反应坐标,从而可以很好地描述反应进程.为了探索反应机理,本文分析了分子内禀性和溶剂和溶质相互作用相关的物理量对所获得的非线性反应坐标的贡献.此外,还发现第二维坐标能够表征反应机制的异质性.

【Abstract】 Deriving reaction coordinates for the characterization of chemical reactions has long been a demanding task. In our previous work [ACS Cent.Sci. 3, 407(2017)], the reaction coordinate of a(retro-) Claisen rearrangement in aqueous solution optimized through a Bayesian measure,a linear combination of bond lengths formation and breakage, was judged to be optimal among all trails. Here, considering the nonlinearity of the transition state, we use isometric mapping and locally linear embedding to obtain one reaction coordinate which is composed of a few collective variables. With these methods, we find a more reasonable and powerful one-dimensional reaction coordinate, which can well describe the reaction progression. To explore the reaction mechanism, we analyze the contribution of intrinsic molecular properties and the solventsolute interactions to the nonlinear reaction coordinate. Furthermore, another coordinate is identified to characterize the heterogeneity of reaction mechanisms.

【基金】 supported by the National Nature Science Foundation of China (No.21927901 and No.92053202 to Yi Qin Gao);Zhen Zhang is supported by the Education Department of Hebei Province (QN2018308);Post-doctoral Foundation Project of Tangshan Normal University (2018A03);the Nature Science Foundation of Hebei Province of China (E2019105073)
  • 【文献出处】 Chinese Journal of Chemical Physics ,化学物理学报(英文版) , 编辑部邮箱 ,2022年06期
  • 【分类号】O643.12
  • 【下载频次】2
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