Determination of critical properties of Alkanes derivatives using multiple linear regression

IF 1 Q4 CHEMISTRY, MULTIDISCIPLINARY
E. Mohammadinasab
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引用次数: 5

Abstract

This study presents some mathematical methods for estimating the critical properties of 40 different types of alkanes and their derivatives including critical temperature, critical pressure and critical volume. This algorithm used QSPR modeling based on graph theory, several structural indices, and geometric descriptors of chemical compounds. Multiple linear regression was used to estimate the correlation between these critical properties and molecular descriptors using proper coefficients. To achieve this aim, the most appropriate molecular descriptors were chosen from among 11 structural and geometric descriptors in order to determine the critical properties of the intended molecules. The results showed that among all the proposed models to predict critical temperature, pressure and volume, a model including the combination of such descriptors as HyperWiener, Platt, MinZL is the most appropriate one.
用多元线性回归法测定烷烃衍生物的临界性质
本文介绍了40种烷烃及其衍生物的临界温度、临界压力和临界体积的数学计算方法。该算法采用了基于图论的QSPR建模、几种结构指标和化合物的几何描述符。用多元线性回归估计这些关键性质与分子描述符之间的相关性,并使用适当的系数。为了实现这一目标,从11个结构和几何描述符中选择最合适的分子描述符,以确定目标分子的关键性质。结果表明,在所有提出的临界温度、压力和体积预测模型中,HyperWiener、Platt、MinZL等描述符组合的模型是最合适的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Iranian journal of mathematical chemistry
Iranian journal of mathematical chemistry CHEMISTRY, MULTIDISCIPLINARY-
CiteScore
2.10
自引率
7.70%
发文量
0
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