Spatiotemporal heterogeneity of PM2.5 and its relationship with urbanization in North China from 2000 to 2017
被引:46
|
作者:
Zhang, Xiangxue
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Key Lab Environm Change & Nat Disaster, Beijing 100875, Peoples R China
Beijing Normal Univ, State Key Lab Earth Surface Proc & Resource Ecol, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Key Lab Environm Change & Nat Disaster, Beijing 100875, Peoples R China
Zhang, Xiangxue
[1
,2
]
Gu, Xinchen
论文数: 0引用数: 0
h-index: 0
机构:
Shihezi Univ, Coll Water & Architectural Engn, Shihezi 832003, Peoples R ChinaBeijing Normal Univ, Key Lab Environm Change & Nat Disaster, Beijing 100875, Peoples R China
Gu, Xinchen
[3
]
Cheng, Changxiu
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Key Lab Environm Change & Nat Disaster, Beijing 100875, Peoples R China
Beijing Normal Univ, State Key Lab Earth Surface Proc & Resource Ecol, Beijing 100875, Peoples R China
Natl Tibetan Plateau Data Ctr, Beijing 100101, Peoples R ChinaBeijing Normal Univ, Key Lab Environm Change & Nat Disaster, Beijing 100875, Peoples R China
Cheng, Changxiu
[1
,2
,4
]
Yang, Dongyang
论文数: 0引用数: 0
h-index: 0
机构:
Henan Univ, Key Res Inst Yellow River Civilizat & Sustainable, Kaifeng 475004, Peoples R ChinaBeijing Normal Univ, Key Lab Environm Change & Nat Disaster, Beijing 100875, Peoples R China
Yang, Dongyang
[5
]
机构:
[1] Beijing Normal Univ, Key Lab Environm Change & Nat Disaster, Beijing 100875, Peoples R China
[2] Beijing Normal Univ, State Key Lab Earth Surface Proc & Resource Ecol, Beijing 100875, Peoples R China
[3] Shihezi Univ, Coll Water & Architectural Engn, Shihezi 832003, Peoples R China
[4] Natl Tibetan Plateau Data Ctr, Beijing 100101, Peoples R China
[5] Henan Univ, Key Res Inst Yellow River Civilizat & Sustainable, Kaifeng 475004, Peoples R China
Fine particulate matter (PM2.5) pollution is becoming an increasing global concern due to rapid urbanization and socioeconomic development, especially in North China. Although North China experiences poor air quality and high PM2.5 concentrations, their spatial heterogeneity and relationship with the relative spatial risks of air pollution have not been explored. Therefore, in this study, the temporal variation trends (slope values) of the PM2.5 concentrations in North China from 2000 to 2017 were first quantified using the unitary linear regression model, and the Bayesian space-time hierarchy model was introduced to characterize their spatiotemporal heterogeneity. The spatial lag model was then used to examine the determinant power of urbanization and other socioeconomic factors. Additionally, the correlation between the spatial relative risks (probability of a region becoming more/less polluted relative to the average PM2.5 concentrations of the study area), and the temporal variation trends of the PM2.5 concentrations were quantified using the bivariate local indicators of spatial association model. The results showed that the PM2.5 concentrations increased during 2000-2017, and peaked in 2007 and 2013. Spatially, the cities at high risk of PM2.5 pollution were mainly clustered in southeastern Hebei, northern Henan, and western Shandong where the slope values were low, as demonstrated by the value of Moran's I (-0.56). Moreover, urbanization and road density were both positively correlated with PM2.5 pollution, while the proportion of tertiary industry was negatively correlated. Furthermore, a notable increasing trend was observed in some cities, such as Tianjin, Zaozhuang, Qingdao, and Xinyang. These findings can contribute to the development of effective policies from the perspective of rapid urbanization to relieve and reduce PM2.5 pollution. (C) 2020 Elsevier B.V. All rights reserved.
机构:
Henan Univ, Key Res Inst Yellow River Civilizat & Sustainable, Kaifeng 475004, Peoples R China
Henan Univ, Collaborat Innovat Ctr Yellow River Civilizat, Kaifeng 475004, Peoples R China
Henan Univ, Henan Key Lab Integrat Air Pollut Prevent & Ecol, Kaifeng 475004, Peoples R ChinaHenan Univ, Key Res Inst Yellow River Civilizat & Sustainable, Kaifeng 475004, Peoples R China
Yang, Dongyang
Chen, Yulong
论文数: 0引用数: 0
h-index: 0
机构:
Henan Univ, Key Res Inst Yellow River Civilizat & Sustainable, Kaifeng 475004, Peoples R China
Henan Univ, Collaborat Innovat Ctr Yellow River Civilizat, Kaifeng 475004, Peoples R ChinaHenan Univ, Key Res Inst Yellow River Civilizat & Sustainable, Kaifeng 475004, Peoples R China
Chen, Yulong
Miao, Changhong
论文数: 0引用数: 0
h-index: 0
机构:
Henan Univ, Key Res Inst Yellow River Civilizat & Sustainable, Kaifeng 475004, Peoples R China
Henan Univ, Collaborat Innovat Ctr Yellow River Civilizat, Kaifeng 475004, Peoples R China
Henan Univ, Coll Environm & Planning, Kaifeng 475004, Peoples R ChinaHenan Univ, Key Res Inst Yellow River Civilizat & Sustainable, Kaifeng 475004, Peoples R China
Miao, Changhong
Liu, Dexin
论文数: 0引用数: 0
h-index: 0
机构:
Henan Univ, Coll Environm & Planning, Kaifeng 475004, Peoples R ChinaHenan Univ, Key Res Inst Yellow River Civilizat & Sustainable, Kaifeng 475004, Peoples R China
机构:
China Univ Geosci, Sch Land Sci & Technol, Beijing 100083, Peoples R ChinaChina Univ Geosci, Sch Land Sci & Technol, Beijing 100083, Peoples R China
Li, Zhaoyang
Xie, Miaomiao
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Geosci, Sch Land Sci & Technol, Beijing 100083, Peoples R ChinaChina Univ Geosci, Sch Land Sci & Technol, Beijing 100083, Peoples R China
Xie, Miaomiao
Wang, Huihui
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Geosci, Sch Land Sci & Technol, Beijing 100083, Peoples R ChinaChina Univ Geosci, Sch Land Sci & Technol, Beijing 100083, Peoples R China
Wang, Huihui
Chen, Bin
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Geosci, Sch Land Sci & Technol, Beijing 100083, Peoples R ChinaChina Univ Geosci, Sch Land Sci & Technol, Beijing 100083, Peoples R China
Chen, Bin
Wu, Rongrong
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Geosci, Sch Land Sci & Technol, Beijing 100083, Peoples R ChinaChina Univ Geosci, Sch Land Sci & Technol, Beijing 100083, Peoples R China
Wu, Rongrong
Chen, Yan
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Geosci, Sch Land Sci & Technol, Beijing 100083, Peoples R ChinaChina Univ Geosci, Sch Land Sci & Technol, Beijing 100083, Peoples R China
Chen, Yan
PROGRESS IN PHYSICAL GEOGRAPHY-EARTH AND ENVIRONMENT,
2022,
46
(01):
: 84
-
104
机构:
Beijing Normal Univ, Key Lab Environm Change & Nat Disaster, Beijing 100875, Peoples R China
Beijing Normal Univ, State Key Lab Earth Surface Proc & Resource, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Key Lab Environm Change & Nat Disaster, Beijing 100875, Peoples R China
Zhang, Xiangxue
Cheng, Changxiu
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Key Lab Environm Change & Nat Disaster, Beijing 100875, Peoples R China
Beijing Normal Univ, State Key Lab Earth Surface Proc & Resource, Beijing 100875, Peoples R China
Natl Tibetan Plateau Data Ctr, Beijing 100101, Peoples R ChinaBeijing Normal Univ, Key Lab Environm Change & Nat Disaster, Beijing 100875, Peoples R China
机构:
Beijing Normal Univ, Fac Geog Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Fac Geog Sci, Beijing 100875, Peoples R China
Wang, Xiaomin
Tian, Guanghui
论文数: 0引用数: 0
h-index: 0
机构:
Henan Univ, Coll Environm & Planning, Kaifeng 475004, Peoples R ChinaBeijing Normal Univ, Fac Geog Sci, Beijing 100875, Peoples R China
Tian, Guanghui
Yang, Dongyang
论文数: 0引用数: 0
h-index: 0
机构:
East China Normal Univ, Sch Geog Sci, Shanghai 200241, Peoples R China
Henan Univ, Henan Key Lab Integrat Air Pollut Prevent & Ecol, Kaifeng 475004, Peoples R ChinaBeijing Normal Univ, Fac Geog Sci, Beijing 100875, Peoples R China
Yang, Dongyang
Zhang, Wenxin
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Fac Geog Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Fac Geog Sci, Beijing 100875, Peoples R China
Zhang, Wenxin
Lu, Debin
论文数: 0引用数: 0
h-index: 0
机构:
East China Normal Univ, Sch Geog Sci, Shanghai 200241, Peoples R China
Tongren Univ, Dept Tourism & Geog, Tongren 554300, Peoples R ChinaBeijing Normal Univ, Fac Geog Sci, Beijing 100875, Peoples R China
Lu, Debin
Liu, Zhongmei
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Fac Geog Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Fac Geog Sci, Beijing 100875, Peoples R China
机构:
Peking Univ, Shenzhen Grad Sch, Key Lab Urban Habitat Environm Sci & Technol, Shenzhen 518055, Peoples R China
Peking Univ, Coll Urban & Environm Sci, Key Lab Earth Surface Proc, Minist Educ, Beijing 100871, Peoples R ChinaPeking Univ, Shenzhen Grad Sch, Key Lab Urban Habitat Environm Sci & Technol, Shenzhen 518055, Peoples R China
Wu, Jiansheng
Zheng, Hongqian
论文数: 0引用数: 0
h-index: 0
机构:
Peking Univ, Shenzhen Grad Sch, Key Lab Urban Habitat Environm Sci & Technol, Shenzhen 518055, Peoples R ChinaPeking Univ, Shenzhen Grad Sch, Key Lab Urban Habitat Environm Sci & Technol, Shenzhen 518055, Peoples R China
Zheng, Hongqian
Zhe, Feng
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Geosci, Sch Land Sci & Technol, Beijing 100083, Peoples R ChinaPeking Univ, Shenzhen Grad Sch, Key Lab Urban Habitat Environm Sci & Technol, Shenzhen 518055, Peoples R China
Zhe, Feng
Xie, Wudan
论文数: 0引用数: 0
h-index: 0
机构:
Peking Univ, Shenzhen Grad Sch, Key Lab Urban Habitat Environm Sci & Technol, Shenzhen 518055, Peoples R ChinaPeking Univ, Shenzhen Grad Sch, Key Lab Urban Habitat Environm Sci & Technol, Shenzhen 518055, Peoples R China
Xie, Wudan
Song, Jing
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Fac Architecture, Dept Urban Planning & Design, Hong Kong, Hong Kong, Peoples R China
Univ Hong Kong, Shenzhen Inst Res & Innovat, Shenzhen, Peoples R ChinaPeking Univ, Shenzhen Grad Sch, Key Lab Urban Habitat Environm Sci & Technol, Shenzhen 518055, Peoples R China
机构:
Hong Kong Univ Sci & Technol, Div Environm & Sustainabil, Clear Water Bay, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Div Environm & Sustainabil, Clear Water Bay, Hong Kong, Peoples R China
Lu, Xingcheng
Lin, Changqing
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Inst Environm, Clear Water Bay, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Div Environm & Sustainabil, Clear Water Bay, Hong Kong, Peoples R China
Lin, Changqing
Li, Wenkai
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Sch Geog & Planning, Guangdong Prov Key Lab Urbanizat & Geosimulat, Guangzhou, Guangdong, Peoples R ChinaHong Kong Univ Sci & Technol, Div Environm & Sustainabil, Clear Water Bay, Hong Kong, Peoples R China
Li, Wenkai
Chen, Yiang
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Div Environm & Sustainabil, Clear Water Bay, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Div Environm & Sustainabil, Clear Water Bay, Hong Kong, Peoples R China
Chen, Yiang
Huang, Yeqi
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Div Environm & Sustainabil, Clear Water Bay, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Div Environm & Sustainabil, Clear Water Bay, Hong Kong, Peoples R China
Huang, Yeqi
Fung, Jimmy C. H.
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Div Environm & Sustainabil, Clear Water Bay, Hong Kong, Peoples R China
Hong Kong Univ Sci & Technol, Dept Math, Clear Water Bay, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Div Environm & Sustainabil, Clear Water Bay, Hong Kong, Peoples R China
Fung, Jimmy C. H.
Lau, Alexis K. H.
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Div Environm & Sustainabil, Clear Water Bay, Hong Kong, Peoples R China
Hong Kong Univ Sci & Technol, Inst Environm, Clear Water Bay, Hong Kong, Peoples R China
Hong Kong Univ Sci & Technol, Dept Civil & Environm Engn, Clear Water Bay, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Div Environm & Sustainabil, Clear Water Bay, Hong Kong, Peoples R China