Impacts of meteorological and precursor emission factors on PM2.5 and O3 from 2019 to 2022: Insights from multiple perspectives

IF 4.4 2区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Atmospheric Research Pub Date : 2025-04-01 Epub Date: 2025-01-19 DOI:10.1016/j.atmosres.2025.107933
Decai Gong , Ning Du , Li Wang , Xiaodong Deng , Xianyun Zhang , Longshan Yang
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Abstract

The Beijing-Tianjin-Hebei (BTH) region is one of the areas in China most severely affected by fine particulate matter (PM2.5) and ozone (O3) pollution. Understanding the influence of meteorological conditions and precursor emissions on PM2.5 and O3 in the BTH region is crucial for effective air pollution control. This study analyzed the spatiotemporal variations of PM2.5 and O3 in the BTH region from 2019 to 2022. We employed Geodetector, Generalized Additive Model (GAM), and Partial Least Squares-Structural Equation Modeling (PLS-SEM) to investigate the impacts of meteorological conditions and precursor emissions on PM2.5 and O3 from multiple perspectives: spatiotemporal differentiation, nonlinear responses, and causal relationships. This comprehensive exploration has enhanced our understanding of the interactions between these factors and revealed some intriguing phenomena.

Environmental implication

PM2.5 and ozone are major atmospheric pollutants that pose significant threats to human health and the ecological environment, primarily influenced by precursor emissions and meteorological conditions. Clarifying the impact of these factors on PM2.5 and ozone is crucial for providing scientific insights into air pollution control. However, most current studies have not comprehensively explored these relationships, lacking multidimensional perspectives. Therefore, we propose a multi-perspective analytical approach that thoroughly examines these relationships from three key perspectives: spatiotemporal variability, nonlinear responses, and causal relationships. This approach offers a deeper and more comprehensive understanding of the interactions between these factors.
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2019 - 2022年气象和前兆排放因子对PM2.5和O3的影响:多角度的洞察
京津冀地区是中国细颗粒物(PM2.5)和臭氧(O3)污染最严重的地区之一。了解北京地区气象条件和前体排放对PM2.5和O3的影响对有效控制大气污染至关重要。本研究分析了2019 - 2022年BTH地区PM2.5和O3的时空变化特征。采用地理探测器、广义加性模型(GAM)和偏最小二乘-结构方程模型(PLS-SEM),从时空分异、非线性响应和因果关系等多个角度研究气象条件和前驱物排放对PM2.5和O3的影响。这种全面的探索增强了我们对这些因素之间相互作用的理解,并揭示了一些有趣的现象。
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来源期刊
Atmospheric Research
Atmospheric Research 地学-气象与大气科学
CiteScore
9.40
自引率
10.90%
发文量
460
审稿时长
47 days
期刊介绍: The journal publishes scientific papers (research papers, review articles, letters and notes) dealing with the part of the atmosphere where meteorological events occur. Attention is given to all processes extending from the earth surface to the tropopause, but special emphasis continues to be devoted to the physics of clouds, mesoscale meteorology and air pollution, i.e. atmospheric aerosols; microphysical processes; cloud dynamics and thermodynamics; numerical simulation, climatology, climate change and weather modification.
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