二维环形聚合物分子动力学:Δ-Machine学习势能表面上mno++ h2 / d2反应速率的测定

IF 2.9 3区 化学 Q3 CHEMISTRY, PHYSICAL
Yang Liu, Chen Li, Milan Ončák, Hua Guo
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引用次数: 0

摘要

在这项工作中,我们研究了核量子效应对MnO + + h2反应动力学的影响,MnO + + h2反应是过渡金属氧化物离子气相h2活化的一个原型系统。基于DFT的自旋态势能面(PESs)研究[J]。理论物理。化学。A, 2025, 129, 6306-6314]使用delta-machine learning (Δ-ML)方法对2953个新计算的CCSD(T)/AVDZ点进行改进。为了检验核量子效应,使用环-聚合物分子动力学(RPMD)计算速率系数。由于反应机理的复杂性,需要两个反应坐标来绘制自由能面,并提出了扩展的RPMD速率理论。在新PES上计算的RPMD速率系数与实验数据吻合较好。计算得到的动力学同位素效应(KIEs)在1.6 ~ 1.8之间,与实验值吻合较好。此外,在研究的温度范围内,收敛的RPMD速率系数比经典的RPMD速率系数高2.3 ~ 3.1倍,表明该反应存在适度的核量子效应。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Two-Dimensional Ring Polymer Molecular Dynamics Determination of the MnO + + H 2 /D 2 Reaction Rates on a Δ-Machine Learned Potential Energy Surface
In this work, we investigate the impact of nuclear quantum effects in the kinetics of the MnO + + H 2 reaction, a prototypical system for gas-phase H 2 activation by transition metal oxide ions. The DFT based potential energy surfaces (PESs) for the lowest-lying quintet and septet spin states reported in our previous work [J. Phys. Chem. A, 2025, 129, 6306-6314] are improved by 2,953 newly calculated CCSD(T)/AVDZ points using a delta-machine learning (Δ-ML) method. To examine nuclear quantum effects, the rate coefficients are computed using ring-polymer molecular dynamics (RPMD). Due to mechanistic complexity of the reaction, two reaction coordinates are necessary to map out the free-energy surface and an extended RPMD rate theory is developed. The calculated RPMD rate coefficients on the new PES are in better agreement with experimental data.The calculated kinetic isotope effects (KIEs) range from 1.6 to 1.8, also in good agreement with the experimental values. In addition, the converged RPMD rate coefficients are 2.3 to 3.1 times higher than their classical counterparts across the studied temperature range, suggesting the presence of moderate nuclear quantum effects in this reaction.
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来源期刊
Physical Chemistry Chemical Physics
Physical Chemistry Chemical Physics 化学-物理:原子、分子和化学物理
CiteScore
5.50
自引率
9.10%
发文量
2675
审稿时长
2.0 months
期刊介绍: Physical Chemistry Chemical Physics (PCCP) is an international journal co-owned by 19 physical chemistry and physics societies from around the world. This journal publishes original, cutting-edge research in physical chemistry, chemical physics and biophysical chemistry. To be suitable for publication in PCCP, articles must include significant innovation and/or insight into physical chemistry; this is the most important criterion that reviewers and Editors will judge against when evaluating submissions. The journal has a broad scope and welcomes contributions spanning experiment, theory, computation and data science. Topical coverage includes spectroscopy, dynamics, kinetics, statistical mechanics, thermodynamics, electrochemistry, catalysis, surface science, quantum mechanics, quantum computing and machine learning. Interdisciplinary research areas such as polymers and soft matter, materials, nanoscience, energy, surfaces/interfaces, and biophysical chemistry are welcomed if they demonstrate significant innovation and/or insight into physical chemistry. Joined experimental/theoretical studies are particularly appreciated when complementary and based on up-to-date approaches.
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