基于因子分析法的空气质量综合评价研究

Comprehensive Evaluation of Air Quality based on Factor Analysis

  • 摘要: 选取2018年南通市崇川区6项常规大气污染物进行分析,研究污染物的时间分布特征、内在联系,对空气质量进行综合评价。基于因子分析法结果显示,PM10、PM2.5、SO2、NO2、CO呈显著正相关,O3仅与CO在0.05水平上呈显著相关。提取特征值分别为4.149和1.041两个公因子,累积方差贡献率包含86.505%的信息,因子1可解释为初次污染物影响因子,因子2可解释为二次污染物影响因子,初次污染物影响在8月污染最轻,1月污染最重,二次污染物影响在12月污染最轻,4月污染最重,综合得分排名可以看出全年中6—10月空气质量较好,1月和4月的空气质量较差。

     

    Abstract: Six conventional air pollutants in Chongchuan District of Nantong City in 2018 were analyzed. The time distribution characteristics and internal relations of pollutants were studied to conduct the comprehensive evaluation of air quality. Based on the results of factor analysis,PM10,PM2. 5,SO2,NO2,and CO were positively correlated,while only O3 wassignificantly correlated with CO at the level of 0. 05. The extracted eigenvalues were 4. 149 and1. 041,respectively. The cumulative variance contribution rate was 86. 505% of the information. Factor 1 could be interpreted as the impact factor of primary pollutants. Factor 2 could be interpreted as the impact factor of secondary pollutants. The pollution of the first pollutant was the least in August and the most serious in January,The secondary pollution was the least in December and the most serious in April. On the basis of the comprehensive score ranking,it could be seen that the air quality from June to October in the whole year was better than other months. However,the worst was found in January and April.

     

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