Spatio-temporal variations of PM 2.5 and O 3 in China during 2013-2021: Impact factor analysis

Fine particulate matter (PM ) and ozone (O ) pollution are regarded as significant secondary air pollutants. The PM in most regions in China declined, and the decreasing rate in January was lower than the annual average. However, O concentration showed a steady increasing trend in most regions, and the increasing rate in July was slightly higher than the annual average. In particular, the annual average PM concentration and excess rate showed an increasing trend on the northern slope of the Tianshan Mountains. Conversely, O concentrations had shown a consistent increasing trend, exceeding the annual average limit of 100 μg/m . Surface pressure exhibited positive correlations with PM in winter and O in summer across urban agglomerations. Moreover, soil temperature at different depths explained over 30% of the variations in PM and O in the Chengdu-Chongqing, Beijing-Tianjin-Hebei, and Lanzhou-Xining urban agglomerations. In winter, relative humidity demonstrated a positive correlation with urban agglomerations in northeast and northwest China, regions characterized by dry climates. During the COVID-19 period, the impacts of meteorological factors and soil temperature on PM and O differed significantly compared to preceding and subsequent periods. Notably, during the winter of 2020, the Harbin-Changchuan urban agglomeration exhibited a notable transition, as O and PM concentrations shifted from a strong negative correlation to a robust positive correlation. This remarkable shift, with deviations explained up to 60%, represents a unique phenomenon worth emphasizing in the study's findings.