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首页> 外文期刊>Química Nova >PREDICTING THE BOILING POINT OF PCDD/Fs BY THE QSPR METHOD BASED ON THE MOLECULAR DISTANCE-EDGE VECTOR INDEX
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PREDICTING THE BOILING POINT OF PCDD/Fs BY THE QSPR METHOD BASED ON THE MOLECULAR DISTANCE-EDGE VECTOR INDEX

机译:基于分子距离边矢量指数的QSPR方法预测PCDD / Fs的沸点

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摘要

The quantitative structure property relationship (QSPR) for the boiling point (Tb) of polychlorinated dibenzo-p-dioxins and polychlorinated dibenzofurans (PCDD/Fs) was investigated. The molecular distance-edge vector (MDEV) index was used as the structural descriptor. The quantitative relationship between the MDEV index and Tb was modeled by using multivariate linear regression (MLR) and artificial neural network (ANN), respectively. Leave-one-out cross validation and external validation were carried out to assess the prediction performance of the models developed. For the MLR method, the prediction root mean square relative error (RMSRE) of leave-one-out cross validation and external validation was 1.77 and 1.23, respectively. For the ANN method, the prediction RMSRE of leave-one-out cross validation and external validation was 1.65 and 1.16, respectively. A quantitative relationship between the MDEV index and Tb of PCDD/Fs was demonstrated. Both MLR and ANN are practicable for modeling this relationship. The MLR model and ANN model developed can be used to predict the Tb of PCDD/Fs. Thus, the Tb of each PCDD/F was predicted by the developed models.
机译:研究了多氯二苯并-对-二恶英和多氯二苯并呋喃(PCDD / Fs)沸点(Tb)的定量结构性质关系(QSPR)。分子距离边缘向量(MDEV)索引用作结构描述符。 MDEV指数和Tb之间的定量关系分别使用多元线性回归(MLR)和人工神经网络(ANN)进行建模。进行了留一法交叉验证和外部验证,以评估所开发模型的预测性能。对于MLR方法,留一法交叉验证和外部验证的预测均方根相对误差(RMSRE)分别为1.77和1.23。对于ANN方法,留一法交叉验证和外部验证的预测RMSRE分别为1.65和1.16。证明了MDEV指数与PCDD / F的Tb之间存在定量关系。对于这种关系建模,MLR和ANN都是可行的。开发的MLR模型和ANN模型可用于预测PCDD / F的Tb。因此,每个PCDD / F的Tb都是通过已开发的模型预测的。

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