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A two decades study on ozone variability and trend over the main urban areas of the Sao Paulo state, Brazil

机译:巴西圣保罗州主要城市地区的臭氧变异和趋势研究了二十年

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摘要

In this paper, we analyze the variability of the ozone concentration over Sao Paulo Macrometropolis, as well the factors, which determined the tendency observed in the last two decades. Time series of hourly ozone concentrations measured at 16 automated stations from an air quality network from 1996 to 2017 were analyzed. The temporal variability of ozone concentrations exhibits well-defined daily and seasonal patterns. Ozone presents a significant positive correlation between the number of cases (thresholds of 100-160 mu g m(-3)) and the fuel sales of gasohol and diesel. The ozone concentrations do not exhibit significant long-term trends, but some sites present positive trends that occurs in sites in the proximity of busy roads and negative trends that occurs in sites located in residential areas or next to trees. The effect of atmospheric process of transport and ozone formation was analyzed using a quantile regression model (QRM). This statistical model can deal with the nonlinearities that appear in the relationship of ozone and other variables and is applicable to time series with non-normal distribution. The resulting model explains 0.76% of the ozone concentration variability (with global coefficient of determination R-1 = 0.76) providing a better representation than an ordinary least square regression model (with coefficient of determination R-2 = 0.52); the effect of radiation and temperature are the most critical in determining the highest ozone quantiles.
机译:在本文中,我们分析了Sao Paulo Macrometropolis的臭氧浓度的可变性,以及确定在过去二十年中观察到的趋势的因素。分析了1996年至2017年从空气质量网络的16个自动化站测量的每小时臭氧浓度的时间序列。臭氧浓度的时间变异性表现出明确定义的每日和季节性模式。臭氧在壳体数量(100-160μm(-3)的阈值)之间具有显着的正相关性,以及汽油和柴油的燃料销售。臭氧浓度没有表现出显着的长期趋势,但一些网站存在积极的趋势,这些趋势发生在繁忙的道路和消极趋势的遗址,这些趋势在位于住宅区或树木旁边的场地。使用量子回归模型(QRM)分析了常压输送和臭氧形成的影响。该统计模型可以处理臭氧和其他变量关系中出现的非线性,并且适用于具有非正态分布的时间序列。结果模型解释了臭氧浓度变异性的0.76%(具有全局测定系数R-1 = 0.76),提供比普通最小二乘回归模型更好的表示(R-2 = 0.52系数);辐射和温度的效果是测定最高臭氧量级最关键的。

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