Max R. McGillen, Lisa Michelat, John J. Orlando and William P. L. Carter
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This method is applied to the hydrogen abstraction reactions of OH with alkanes and haloalkanes, where it was found to perform well compared with other approaches for molecules whose rate coefficients have been measured experimentally over a broad temperature range (∼200–1500 K). To extend this comparison, an efficient software tool for batch-estimated rate coefficients has been developed. By applying this software to fully enumerated lists of halocarbons containing from one to four carbon atoms, we were able to compare predictions of >100 000 species between techniques, and although experimental coverage is sparse, we could assess the degree of consensus between these estimates. Disagreement between methods was found to increase with carbon number, and differences of up to three orders of magnitude were observed in some cases. The reasons for these discrepancies and possible solutions are discussed. 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引用次数: 0
摘要
结构-活性关系(SAR)是详细化学模型的重要组成部分,在没有高质量实验或理论数据的情况下,它们被用来提供动力学信息。尽管如此,常规用于估算反应动力学的 SAR 种类很少。电拓扑状态(E-state)是一种基本属性,可以描述取代基对分子中每个氢环境的影响。它说明了分子中各个原子的电子特性及其各自的相互距离。这种方法被应用于 OH 与烷烃和卤代烃的氢抽离反应,与其他方法相比,这种方法在宽温度范围(200∼1500 K)内对分子的速率系数进行了实验测量,结果表明其性能良好。为了扩大比较范围,我们开发了一种批量估计速率系数的高效软件工具。通过将该软件应用于完全列举的含 1 至 4 个碳原子的卤烃清单,我们能够比较不同技术对 100,000 个物种的预测,尽管实验覆盖范围较小,但我们可以评估这些估计值之间的一致程度。我们发现,不同方法之间的差异随着碳原子数的增加而增大,在某些情况下,差异可达三个数量级。我们讨论了产生这些差异的原因和可能的解决方案。为了进一步证明 E 状态方法的实用性,我们还展示了该方法还可用于计算键解离能 (BDE),与最先进的文献方法相比也毫不逊色。E 态方法不仅能准确预测速率系数,而且只需较少的拟合参数,并受到基本分子特性的约束。由此我们推测,与以前的 SAR 方法相比,该方法不易出现过拟合,而且更容易扩展到不熟悉的取代基。在各种条件下估算 BDE 和速率系数的效率和稳健性将与大气和燃烧化学等多个领域相关。
The use of the electrotopological state as a basis for predicting hydrogen abstraction rate coefficients: a proof of principle for the reactions of alkanes and haloalkanes with OH†
Structure–activity relationships (SARs) are essential components of detailed chemical models, where they are employed to provide kinetic information when high-quality experimental or theoretical data are unavailable. Notwithstanding, there are very few types of SARs that are routinely employed to estimate reaction kinetics. Accordingly, a new temperature-dependent and site-specific technique for rate coefficient estimation is presented, based on the electrotopological state (E-state), a fundamental property that can describe the substituent effect upon each hydrogen environment in a molecule. This accounts for the electronic character of individual atoms within molecules and their respective distances from one another. This method is applied to the hydrogen abstraction reactions of OH with alkanes and haloalkanes, where it was found to perform well compared with other approaches for molecules whose rate coefficients have been measured experimentally over a broad temperature range (∼200–1500 K). To extend this comparison, an efficient software tool for batch-estimated rate coefficients has been developed. By applying this software to fully enumerated lists of halocarbons containing from one to four carbon atoms, we were able to compare predictions of >100 000 species between techniques, and although experimental coverage is sparse, we could assess the degree of consensus between these estimates. Disagreement between methods was found to increase with carbon number, and differences of up to three orders of magnitude were observed in some cases. The reasons for these discrepancies and possible solutions are discussed. In a further demonstration of the utility of the E-state approach, we show that it can also be used to calculate bond-dissociation energy (BDE), which also compares favourably with a state-of-the-art literature method. The E-state approach not only provides accurate predictions of rate coefficients, but it does so with fewer fitting parameters and by being constrained by a fundamental molecular property. From this we conject that it is less prone to overfitting and more easily expanded to unfamiliar substituents than previous SAR approaches. The efficiency and robustness with which estimates of BDE and rate coefficients are made over a wide range of conditions will be of relevance to a variety of fields including atmospheric and combustion chemistry.