Prediction of photolysis half-lives of dihydroindolizines by genetic algorithm-multiple linear regression (GA-MLR)

被引:4
作者
Beiknejad, Davoud [1 ]
Chaichi, Mohammad Javad [1 ]
Fatemi, Mohammad Hossein [1 ]
机构
[1] Univ Mazandaran, Fac Chem, Babol Sar, Iran
关键词
dihydroindolizine; modeling; photolysis half-life; QSPR; FUZZY INFERENCE SYSTEM; PHOTOPHYSICAL PROPERTIES; PHOTOCHROMISM; QSAR; PHOTODEGRADATION; CYCLOREVERSION; COMBINATION; POLLUTANTS; MOLECULES; MATRIX;
D O I
10.1002/poc.3540
中图分类号
O62 [有机化学];
学科分类号
070303 ; 081704 ;
摘要
Quantitative structure-property relationship study was carried out for the prediction of photolysis half-lives of dihydroindolizines. Genetic algorithm variable selection was used in the multiple linear regression modeling. Four descriptors including topological (AAC), 2D-Autocorrelations (GATS7m), 3D-MoRSE (Mor19p), and GETAWAY (HATS3p) descriptors were selected by the algorithm, revealing that a hybrid of topologic, geometric, and electronic features of the molecule affects photolysis half-life of studied photochromic compounds. The results showed that the developed model provides statistically significant predictions of photolysis half-lives of dihydroindolizines. Copyright (C) 2016 John Wiley & Sons, Ltd.
引用
收藏
页码:312 / 320
页数:9
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