Spatial Distribution Characteristics and Analysis of PM2.5 in South Korea: A Geographically Weighted Regression Analysis

被引:2
|
作者
Lee, Ui-Jae [1 ]
Kim, Myeong-Ju [2 ]
Kim, Eun-Ji [1 ]
Lee, Do-Won [2 ]
Lee, Sang-Deok [1 ,2 ]
机构
[1] Kangwon Natl Univ, Dept Integrated Particulate Matter Management, Chunchon 24341, South Korea
[2] Kangwon Natl Univ, Dept Forest Syst Engn, Chunchon 24341, South Korea
关键词
PM2.5; GWR model; spatial distribution; O-3; NDVI; EMISSIONS; POLLUTION; IMPACT; TREES;
D O I
10.3390/atmos15010069
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
PM2.5, a critical air pollutant, requires health-conscious management, with concentrations varying across regions due to diverse sources. This study, conducted in South Korea in 2021, employed the geographically weighted regression model to analyze the spatiotemporal correlations of PM2.5 with O-3 and the normalized difference vegetation index (NDVI). Regional differences in the correlation between PM2.5 and O-3 were observed, influenced by common precursors (SOx, NOx, and volatile organic compounds (VOCs)), seasonal temperature variations, and solar radiation differences. Notably, PM2.5 and O-3 exhibited a heightened regression coefficient in summer, emphasizing the need for specific management targeting VOCs and NO2. The interplay between PM2.5 and NDVI revealed a negative overall impact but a positive effect in the central region of Korea, suggesting vegetation's role in the PM2.5 concentration increase due to atmospheric stagnation caused by mountain ranges. These findings enhance our understanding of PM2.5 distribution mechanisms, highlighting the need for tailored policies in each region for effective concentration reductions.
引用
收藏
页数:18
相关论文
共 50 条
  • [31] Characteristics of PM2.5 carbonaceous aerosol in the Sihwa industrial area, South Korea
    Park, SS
    Kim, YJ
    Fung, K
    ATMOSPHERIC ENVIRONMENT, 2001, 35 (04) : 657 - 665
  • [32] Review on Geographically Weighted Regression (GWR) approach in spatial analysis
    Sulekan, Ayuna
    Jamaludin, Shariffah Suhaila Syed
    MALAYSIAN JOURNAL OF FUNDAMENTAL AND APPLIED SCIENCES, 2020, 16 (02): : 173 - 177
  • [33] Spatial Distribution Characteristics of Species Diversity Using Geographically Weighted Regression Model
    Park, Jeongmook
    Choi, Byoungkoo
    Lee, Jungsoo
    SENSORS AND MATERIALS, 2019, 31 (10) : 3197 - 3213
  • [34] Contributions of domestic sources to PM2.5 in South Korea
    Kumar, Naresh
    Johnson, Jeremiah
    Yarwood, Greg
    Woo, Jung-Hun
    Kim, Younha
    Park, Rokjin J.
    Jeong, Jaein I.
    Kang, Suji
    Chun, Sungnam
    Knipping, Eladio
    ATMOSPHERIC ENVIRONMENT, 2022, 287
  • [35] Global and Geographically and Temporally Weighted Regression Models for Modeling PM2.5 in Heilongjiang, China from 2015 to 2018
    Wei, Qingbin
    Zhang, Lianjun
    Duan, Wenbiao
    Zhen, Zhen
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2019, 16 (24)
  • [36] Characteristics of PM2.5 Emission and Distribution in a Highly Commercialized Area in Seoul, Korea
    Seo, Young-Ho
    Ku, Myeong-Seong
    Choi, Jin-Won
    Kim, Kyeong-Min
    Kim, Sang-Mi
    Sul, Kyung-Hwa
    Jo, Hyo-Jae
    Kim, Su-jin
    Kim, Ki-Hyun
    JOURNAL OF KOREAN SOCIETY FOR ATMOSPHERIC ENVIRONMENT, 2015, 31 (02) : 97 - 104
  • [37] Modeling the Determinants of PM2.5 in China Considering the Localized Spatiotemporal Effects: A Multiscale Geographically Weighted Regression Method
    Yue, Han
    Duan, Lian
    Lu, Mingshen
    Huang, Hongsheng
    Zhang, Xinyin
    Liu, Huilin
    ATMOSPHERE, 2022, 13 (04)
  • [38] Contributions of international sources to PM2.5 in South Korea
    Kumar, Naresh
    Park, Rokjin J.
    Jeong, Jaein, I
    Woo, Jung-Hun
    Kim, Younha
    Johnson, Jeremiah
    Yarwood, Greg
    Kang, Suji
    Chun, Sungnam
    Knipping, Eladio
    ATMOSPHERIC ENVIRONMENT, 2021, 261
  • [39] Spatial distribution of source areas of PM2.5 by Concentration Weighted Trajectory (CWT) model applied in PM2.5 concentration and composition data
    Dimitriou, Konstantinos
    Remoundaki, Emmanouella
    Mantas, Evangelos
    Kassomenos, Pavlos
    ATMOSPHERIC ENVIRONMENT, 2015, 116 : 138 - 145
  • [40] Temporal and Spatial Distribution Characteristics of PM2.5 Concentration in Tianjin and Simulation Analysis of Sources of Heavy Pollution Process
    Xia, Weibing
    2ND INTERNATIONAL CONFERENCE ON AIR POLLUTION AND ENVIRONMENTAL ENGINEERING, 2020, 450