QSAR modeling for reaction rate constants of eaq-with diverse organic compounds in water

被引:0
作者
Zheng, Shanshan [1 ,2 ,3 ]
Li, Chao [2 ]
Wei, Gaoliang [1 ]
机构
[1] Jilin Univ, Coll New Energy & Environm, Minist Educ, Key Lab Groundwater Resources & Environm, Changchun 130021, Peoples R China
[2] Northeast Normal Univ, Sch Environm, Changchun 130117, Peoples R China
[3] Harbin Inst Technol, State Key Lab Urban Water Resource & Environm, Harbin 150090, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
HYDRATED ELECTRON; HYDROXYL RADICALS; WASTE-WATER; CONTAMINANTS; DEGRADATION; REDUCTION; PERFLUOROOCTANESULFONATE; DECOMPOSITION; REACTIVITIES; PREDICTION;
D O I
10.1039/d0ew00244e
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The hydrated electron (e(aq)(-))-based advanced reduction processes (ARPs) are recognized as a reliable and feasible approach for decontamination of water pollutants. The reaction rate constant (keaq(-)) of e(aq)(-)with organic pollutants is a crucial parameter for assessing their removal efficacy and designing the ARPs. In this work, quantitative structure-activity relationship (QSAR) models for predicting thek eaq(-)values of structurally diverse compounds were developed using both multiple linear regression (MLR) and support vector machine (SVM) methods. The developed models covered a larger dataset (>600 compounds) and exhibited wider applicability domains than existing models, as well as possessing adequate goodness-of-fit (MLR:R-tr(2)= 0.712; SVM:R-tr(2)= 0.805) and predictability (MLR:R-ext(2)= 0.816,Q(ext)(2)= 0.724; SVM:R-ext(2)= 0.830,Q(ext)(2)= 0.769). Mechanistic analysis revealed that the reactivity of compounds towards e(aq)(-)was highly related to energy of the lowest unoccupied molecular orbital (E-LUMO), percentage of halogen atoms (X%), the most negative charge on Br atom (q(min,Br)) and hardness (eta). Additionally, the functional group analysis indicated that the compounds with electron withdrawing groups tended to have increased reactivity towards e(aq)(-)compared to those with electron donating groups. The developed QSAR models may serve as a valuable strategy for assessing the removal efficiency and understanding the fate of various pollutants in e(aq)(-)-based ARPs.
引用
收藏
页码:1931 / 1938
页数:8
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