Seasonal Disparity in the Effect of Meteorological Conditions on Air Quality in China Based on Artificial Intelligence

被引:5
作者
Zhang, Yongli [1 ,2 ]
机构
[1] Hebei GEO Univ, Sch Management, Shijiazhuang 050031, Hebei, Peoples R China
[2] Hebei GEO Univ, Strategy & Management Base Mineral Resources Hebe, Shijiazhuang 050031, Hebei, Peoples R China
关键词
air quality index; meteorological condition; PSO; GRNN; TEMPORAL VARIATIONS; GLOBAL BURDEN; POLLUTION; POLLUTANTS; IMPACT; PM2.5; MODEL; CITIES; NORTH; PM10;
D O I
10.3390/atmos12121670
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Air contamination is identified with individuals' wellbeing and furthermore affects the sustainable development of economy and society. This paper gathered the time series data of seven meteorological conditions variables of Beijing city from 1 November 2013 to 31 October 2017 and utilized the generalized regression neural network optimized by the particle swarm optimization algorithm (PSO-GRNN) to explore seasonal disparity in the impacts of mean atmospheric humidity, maximum wind velocity, insolation duration, mean wind velocity and rain precipitation on air quality index (AQI). The results showed that in general, the most significant impacting factor on air quality in Beijing is insolation duration, mean atmospheric humidity, and maximum wind velocity. In spring and autumn, the meteorological diffusion conditions represented by insolation duration and mean atmospheric humidity had a significant effect on air quality. In summer, temperature and wind are the most significant variables influencing air quality in Beijing; the most important reason for air contamination in Beijing in winter is the increase in air humidity and the deterioration of air diffusion condition. This study investigates the seasonal effects of meteorological conditions on air contamination and suggests a new research method for air quality research. In future studies, the impacts of different variables other than meteorological conditions on air quality should be assessed.
引用
收藏
页数:17
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