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Emission factor estimation in regional air quality studies of residential natural gas fuel interchangeability

机译:居民用天然气燃料互换性的区域空气质量研究中的排放因子估算

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Natural gas is a ubiquitous fuel, obtained from a variety of source deposits that present an inherent variation in composition. As newer sources of natural gas become available (such as Liquefied Natural Gas and shale gas) the compositional variation is expected to increase, which can affect emissions during combustion in appliances, including criteria pollutants. Unfortunately, experimental observations of the effect of natural gas composition on combustion products are sparse due to the wide range of burner designs and high cost of experimentation. The current work develops a rigorous methodology for statistical inference on available data that accounts for the limited nature of experimental observations. The goal is to overcome data size and quality limitations and provide best estimates of emission response to fuel composition change by identifying a continuous probability distribution with a high likelihood of representing the data and high correlation to the experimental observations. Quantitative measures of agreement between the data and a set of candidate distributions form the basis of the evaluation. In addition, qualitative assessment of the reliability of distribution identification is derived from a quantitative rating system for desired features of the data set and chosen distribution. Finally, this methodology is applied to sample data from the Lawrence Berkeley National Laboratory to develop a comprehensive and self-consistent set of emission factor estimates applicable to investigations of modeling the effect of natural gas interchangeability on urban air quality. By following the developed process, representative distributions, ranges of estimates, and evaluations of the estimate reliability are obtained for changes in CO, NO_x, NO_2, and HCHO emissions as a function of change in fuel Wobbe Number for six classifications of residential appliances.
机译:天然气是一种无处不在的燃料,它是从各种来源的沉积物中获得的,这些沉积物的成分具有固有的变化。随着更新的天然气来源(如液化天然气和页岩气)的出现,成分变化有望增加,这可能会影响器具燃烧过程中的排放,包括标准污染物。不幸的是,由于燃烧器设计的范围广泛且实验成本较高,因此对天然气成分对燃烧产物的影响的实验观察很少。当前的工作开发了一种严格的方法来对可用数据进行统计推断,从而说明了实验观察的局限性。目的是克服数据大小和质量限制,并通过识别具有较高可能性表示数据并与实验观测值高度相关的连续概率分布,提供对燃料成分变化的排放响应的最佳估计。数据和一组候选分布之间一致性的定量度量构成评估的基础。此外,对分布集可靠性的定性评估是从针对数据集和所选分布的所需特征的定量评估系统得出的。最后,此方法应用于劳伦斯伯克利国家实验室的样本数据,以开发一套全面且自洽的排放因子估算值,适用于对天然气互换性对城市空气质量的影响进行建模研究。通过遵循开发的过程,获得了六类家用电器的CO,NO_x,NO_2和HCHO排放随燃料沃伯数变化的函数的代表性分布,估计范围和估计可靠性评估。

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