Predicting rate constants of hydroxyl radical reactions with alkenes and aromatics

被引:7
|
作者
Yu, Xinliang [1 ,2 ]
Deng, Jiyong [1 ]
Yi, Bing [1 ]
Liu, Wanqiang [3 ]
机构
[1] Hunan Inst Engn, Coll Chem & Chem Engn, Xiangtan 411104, Hunan, Peoples R China
[2] Hunan Univ, Coll Chem & Chem Engn, Changsha 410082, Hunan, Peoples R China
[3] Hunan Univ Sci & Technol, Sch Chem & Chem Engn, Xiangtan 411201, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
Density functional theory; Genetic algorithm; Hydroxyl radical; Structure-activity relationships; Rate constant; Support vector machine; ORGANIC-COMPOUNDS; DEGRADABILITY; QSAR; APPLICABILITY; VALIDATION; DOMAIN;
D O I
10.1007/s10874-015-9310-8
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The radicals obtained from the additions of alkenes with the hydroxyl radical ((OH)-O-aEuro cent) and from the H-atom abstraction of aromatics initiated by the OH radical were, respectively, used to calculate quantum chemical descriptors for quantitative structure-activity relationship (QSAR) models for the rate constants (k (OH)) of the reactions of alkenes and aromatics with the OH radical in the troposphere. Quantum chemical descriptors used as the inputs for the support vector machine (SVM) models were calculated with the unrestricted hybrid density functional theory (DFT), at the UB3LYP level of theory with 6-31G(d) basis set. The average root-mean-square errors (RMSE) for 70 alkenes and 80 aromatics are 0.101 and 0.236 log units, respectively, which show the SVM models in this paper are accuracy and acceptable. To develop QSAR models for k (OH), calculating quantum chemical descriptors from the reaction radicals of alkenes and from aromatic radicals formed by the H-atom abstraction is feasible.
引用
收藏
页码:129 / 141
页数:13
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