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Global Uncertainty Propagation and Sensitivity Analysis in the CH3OCH2 + O2 System: Combining Experiment and Theory to Constrain Key Rate Coefficients in DME Combustion

机译:CH3OCH2 + O2系统的全局不确定性传播和灵敏度分析:结合实验和理论来约束二甲醚燃烧中的关键速率系数

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摘要

Statistical rate theory calculations, in particular formulations of the chemical master equation, are widely used to calculate rate coefficients of interest in combustion environments as a function of temperature and pressure. However, despite the increasing accuracy of electronic structure calculations, small uncertainties in the input parameters for these master equation models can lead to relatively large uncertainties in the calculated rate coefficients. Master equation input parameters may be constrained further by using experimental data and the relationship between experiment and theory warrants further investigation. In this work, the CH3OCH2 + O2 system, of relevance to the combustion of dimethyl ether (DME), is used as an example and the input parameters for master equation calculations on this system are refined through fitting to experimental data. Complementing these fitting calculations, global sensitivity analysis is used to explore which input parameters are constrained by which experimental conditions, and which parameters need to be further constrained to accurately predict key elementary rate coefficients. Finally, uncertainties in the calculated rate coefficients are obtained using both correlated and uncorrelated distributions of input parameters.
机译:统计速率理论计算,特别是化学主方程的公式,被广泛用于计算燃烧环境中作为温度和压力函数的目标速率系数。但是,尽管电子结构计算的准确性不断提高,但这些主方程模型的输入参数中的较小不确定性可能导致计算出的速率系数具有较大的不确定性。可以通过使用实验数据进一步约束主方程输入参数,并且实验与理论之间的关系值得进一步研究。在这项工作中,以与二甲醚(DME)燃烧相关的CH3OCH2 + O2系统为例,并通过拟合实验数据完善了该系统上主方程计算的输入参数。作为对这些拟合计算的补充,全局灵敏度分析用于探索哪些输入参数受哪些实验条件的约束,以及哪些参数需要进一步约束以准确预测关键的基本速率系数。最终,使用输入参数的相关分布和不相关分布来获得计算出的速率系数的不确定性。

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