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利用广义加性模型量化城市因野火产生的 O 影响。

Quantifying O Impacts in Urban Areas Due to Wildfires Using a Generalized Additive Model.

机构信息

School of Resource and Environmental Sciences, Wuhan University , Wuhan 430079, China.

School of Science, Technology, Engineering, and Mathematics, University of Washington-Bothell , 18115 Campus Way NE, Bothell, Washington 98011, United States.

出版信息

Environ Sci Technol. 2017 Nov 21;51(22):13216-13223. doi: 10.1021/acs.est.7b03130. Epub 2017 Nov 7.

DOI:10.1021/acs.est.7b03130
PMID:29065684
Abstract

Wildfires emit O precursors but there are large variations in emissions, plume heights, and photochemical processing. These factors make it challenging to model O production from wildfires using Eulerian models. Here we describe a statistical approach to characterize the maximum daily 8-h average O (MDA8) for 8 cities in the U.S. for typical, nonfire, conditions. The statistical model represents between 35% and 81% of the variance in MDA8 for each city. We then examine the residual from the model under conditions with elevated particulate matter (PM) and satellite observed smoke ("smoke days"). For these days, the residuals are elevated by an average of 3-8 ppb (MDA8) compared to nonsmoke days. We found that while smoke days are only 4.1% of all days (May-Sept) they are 19% of days with an MDA8 greater than 75 ppb. We also show that a published method that does not account for transport patterns gives rise to large overestimates in the amount of O from fires, particularly for coastal cities. Finally, we apply this method to a case study from August 2015, and show that the method gives results that are directly applicable to the EPA guidance on excluding data due to an uncontrollable source.

摘要

野火会排放臭氧前体物,但排放量、羽流高度和光化学反应过程存在很大差异。这些因素使得使用欧拉模型来模拟野火产生的臭氧变得具有挑战性。在这里,我们描述了一种统计方法,用于描述美国 8 个城市在典型非火灾条件下的最大日 8 小时平均臭氧(MDA8)。该统计模型代表了每个城市 MDA8 方差的 35%至 81%。然后,我们在颗粒物(PM)升高和卫星观测到的烟雾(“烟雾日”)条件下检查模型的残差。对于这些日子,与非烟雾日相比,残差平均升高了 3-8 ppb(MDA8)。我们发现,虽然烟雾日仅占所有日子(5 月至 9 月)的 4.1%,但它们占 MDA8 大于 75 ppb 的日子的 19%。我们还表明,一种不考虑传输模式的已发布方法会导致火灾产生的臭氧量出现严重高估,尤其是对于沿海城市。最后,我们将该方法应用于 2015 年 8 月的案例研究,并表明该方法的结果可直接应用于 EPA 关于因不可控源而排除数据的指南。

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