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北京南郊观象台β射线法和TEOM法PM10质量浓度比对观测的相关分析
Correlation Analysis of PM10 Mass Concentration Comparison Between β-Ray Method and TEOM Method at Beijing Nanjiao Observatory
【摘要】 利用北京南郊观象台2016年3月1日-2017年2月28日β射线法与TEOM法观测的PM10质量浓度观测数据,通过t检验、线性回归和相关分析等方法对两种方法观测的小时、日、周、月、季等数据进行相关性分析。结果表明:两种方法观测的PM10小时平均质量浓度总体的线性回归方程相关系数R2为0.870;在低浓度范围(PM10<50μg·m-3)时二者为微弱相关(R2=0.073);中等浓度范围(50μg·m-3≤PM10<350μg·m-3)时二者为低度相关(R2为0.257~0.346);高浓度范围(PM10≥350μg·m-3)时二者为高度相关(R2=0.686)。二者日平均PM10质量浓度数据总体的R2为0.929;二者PM10质量浓度小时数据周相关系数为0.598~0.980。二者月平均PM10质量浓度数据间的相关系数为0.628~0.976;二者季节的R2为0.627~0.944,呈现冬季的>秋季的>春季的>夏季的。由此可发现,两种观测方法观测的PM10质量浓度的结果总体呈显著性的线性相关关系,且浓度越高,相关性越强。
【Abstract】 Based on PM10 mass concentration data observed by β-ray method and TEOM method from 1 st March 2016 to 28 th February 2017 at Beijing Nanjiao Observatory, correlations of hourly, daily, weekly, monthly and seasonal data by these two methods were analyzed through the t test, linear regression and correlation analysis method. The results showed that the linear regression equations for the hourly average data of PM10 mass concentration by the two methods have correlation coefficient(R2) of 0.870. When PM10 mass concentration is lower than 50 μg·m-3(PM10 <50 μg·m-3), the correlation is weak(R2=0.073); when PM10 mass concentration is in moderate range(50 μg·m-3≤PM10<350 μg·m-3), the correlation is at a lower rate with R2 value between 0.257 and 0.346; and when PM10 mass concentration is in a higher range(PM10≥350 μg·m-3), they are highly correlated(R2=0.686). Moreover, the overall R2=0.929 is for the daily average PM10 mass concentration data, the weekly correlation coefficient R2 of the hourly PM10 mass concentration is 0.598-0.980, the R2 of the monthly average PM10 mass concentration data is 0.628-0.976, and 0.627-0.944 is for the R2 of seasonal average data, respectively. Obviously, the R2 sorts from small to large in the order of winter>autumn>spring>summer. Therefore, it can be concluded that the mass concentrations of PM10 measured with the two methods have notable linear correlations in general. The higher the concentration, the stronger the correlation.
【Key words】 aerosol; mass concentration; PM10; observation method; correlation analysis;
- 【文献出处】 气象与环境科学 ,Meteorological and Environmental Sciences , 编辑部邮箱 ,2020年02期
- 【分类号】X513
- 【被引频次】1
- 【下载频次】78