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Predicting Rate Constants of Alkane Cracking Reactions Using Machine Learning

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成果类型:
期刊论文
作者:
Zhang, Yu;Xia, Min;Song, Hongwei*;Yang, Minghui
通讯作者:
Song, Hongwei;Yang, MH
作者机构:
[Yang, Minghui; Song, Hongwei; Zhang, Yu; Yang, MH; Xia, Min] Chinese Acad Sci, Wuhan Inst Phys & Math, Innovat Acad Precis Measurement Sci & Technol, Natl Ctr Magnet Resonance Wuhan,State Key Lab Magn, Wuhan 430071, Peoples R China.
[Zhang, Yu; Xia, Min] Cent China Normal Univ, Coll Phys Sci & Technol, Wuhan 430079, Peoples R China.
[Yang, Minghui; Yang, MH] Huazhong Univ Sci & Technol, Wuhan Natl Lab Optoelect, Wuhan 430074, Peoples R China.
通讯机构:
[Song, HW; Yang, MH ] C
Chinese Acad Sci, Wuhan Inst Phys & Math, Innovat Acad Precis Measurement Sci & Technol, Natl Ctr Magnet Resonance Wuhan,State Key Lab Magn, Wuhan 430071, Peoples R China.
Huazhong Univ Sci & Technol, Wuhan Natl Lab Optoelect, Wuhan 430074, Peoples R China.
语种:
英文
关键词:
Abstracting;C (programming language);Combustion;Forecasting;Hydrogen;Machine learning;Open systems;Paraffins;Rate constants;Alkane cracking;Combustion reactions;Cracking reactions;Data-driven methods;Hydrogen abstraction reaction;Machine learning models;Machine-learning;Molecular descriptors;Theoretical chemistry;Thermal rate constant;Open source software;alkane;hydrogen;article;combustion;feature selection;machine learning;pharmaceutics;prediction;rate constant
期刊:
JOURNAL OF PHYSICAL CHEMISTRY A
ISSN:
1089-5639
年:
2024
卷:
128
期:
12
页码:
2383-2392
基金类别:
This work was supported by the National Natural Science Foundation of China (Grant Nos. 21973109 to H.S.; Grant Nos. 22373111, 22373112, 21973108, and 21921004 to M.Y.).
机构署名:
本校为其他机构
院系归属:
物理科学与技术学院
摘要:
Calculating the thermal rate constants of elementary combustion reactions is of great importance in theoretical chemistry. Machine learning has become a powerful, data-driven method for predicting rate constants nowadays. Recently, the molecular similarity combined with the topological indices were proposed to represent the hydrogen abstraction reactions of alkane [J. Chem. Inf. Model. 2023, 63, 5097-5106], which are, however, not applicable to alkane cracking reactions, another important class of combustion reactions, due to the cleavage of th...

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