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Study on the Prediction of Upper Explosion Limit of Hydrocarbons Using QSPR

机译:QSPR研究碳氢化合物的上爆限制预测

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The quantitative relationships between the Upper Explosion Limit (UEL) and the molecular structures of hydrocarbon compounds were investigated based on the quantitative structure-property relationship (QSPR). The molecular descriptors of 323 hydrocarbon compounds were calculated by the CODESSA program, and these descriptors were pre-selected by Heuristic Method (HM) and Best Multi-linear Regression Method (B-MLR). As a result, the four-descriptor linear models were developed by these two methods to describe the relationship between the molecular structures and UEL. The models were tested by internal and external validations. The results show that, for both models, the predicted UEL values agree well with the experimental ones, and the predicted errors are within the range of the experimental error of UEL measurements, and the predicted results are satisfactory.
机译:研究了上爆炸极限(UEL)与烃类化合物的分子结构之间的定量关系,基于定量结构 - 性质关系(QSPR)。通过Codessa程序计算323个烃化合物的分子描述符,并通过启发式方法(HM)和最佳的多线性回归方法(B-MLR)预先选择这些描述符。结果,通过这两种方法开发了四个描述符线性模型来描述分子结构和UEL之间的关系。该模型由内部和外部验证测试。结果表明,对于两种模型,预测的UEL值与实验结果吻合得很好,并且预测的误差在UEL测量的实验误差范围内,并且预测结果是令人满意的。

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