air pollution;
spatiotemporal analysis;
tropospheric NO2 concentration;
Sentinel-5P;
Google Earth Engine;
AIR-POLLUTION;
TROPOSPHERIC NO2;
TEMPORAL VARIABILITY;
SENTINEL-5;
PRECURSOR;
CITY SCALES;
SATELLITE;
CHINA;
VALIDATION;
AIRBORNE;
COLUMNS;
D O I:
10.3390/rs14071725
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
Like many developing countries, Iran faces air pollution, especially in its metropolises and industrial cities. Nitrogen dioxide (NO2) is one of the significant air pollutants; therefore, this study aims to investigate the spatiotemporal variability of NO2 using Tropospheric Monitoring Instrument (TROPOMI) sensor mounted on the Sentinel-5P (S5P) satellite and the Google Earth Engine (GEE) platform over Iran. In addition, we used ground truth data to assess the correlation between data acquired by this sensor and ground stations. The results show that there is a strong correlation between products of the TROPOMI sensor and data provided by the Air Quality Monitoring Organization of Iran. The results also display that the correlation coefficient (R) of NO2 between ground truth data and the TROPOMI sensor varies in the range of 0.4 to 0.92, over three years. Over an annual period (2018 to 2021) and wide area, these data can become valuable points of reference for NO2 monitoring. In addition, this study proved that the tropospheric NO2 concentrations are generally located over the northern part of Iran. According to the time and season, the concentration of the tropospheric NO2 column shows higher values during winter than in the summertime. The results show that a higher concentration of the tropospheric NO2 column is in winter while in some southern and central parts of the country more NO2 concentration can be seen in the summertime. This study indicates that these urban areas are highly polluted, which proves the impact of pollutants such as NO2 on the people living there. In other words, small parts of Iran are classified as high and very highly polluted areas, but these areas are the primary location of air pollution in Iran. We provide a code repository that allows spatiotemporal analysis of NO2 estimation using TROPOMI time-series images within GEE. This method can be applied to other regions of interest for NO2 mapping.
机构:
Vidyasagar Univ, Dept Geog, Midnapore, W Bengal, IndiaVidyasagar Univ, Dept Geog, Midnapore, W Bengal, India
Maiti, Arabinda
Acharya, Prasenjit
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机构:
Vidyasagar Univ, Dept Geog, Midnapore, W Bengal, IndiaVidyasagar Univ, Dept Geog, Midnapore, W Bengal, India
Acharya, Prasenjit
Sannigrahi, Srikanta
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机构:
Univ Coll Dublin Richview, Sch Architecture Planning & Environm Policy, Dublin, IrelandVidyasagar Univ, Dept Geog, Midnapore, W Bengal, India
Sannigrahi, Srikanta
Zhang, Qi
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机构:
Boston Univ, Dept Earth & Environm, Boston, MA 02215 USA
Boston Univ, Frederick S Pardee Ctr Study Longer Range Future, Frederick S Pardee Sch Global Studies, Boston, MA 02215 USAVidyasagar Univ, Dept Geog, Midnapore, W Bengal, India
Zhang, Qi
Bar, Somnath
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机构:
Cent Univ Jharkhand, Sch Nat Resource Management, Dept Geoinformat, Ranchi, Bihar, IndiaVidyasagar Univ, Dept Geog, Midnapore, W Bengal, India
Bar, Somnath
Chakraborti, Suman
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机构:
Jawaharlal Nehru Univ, Ctr Study Reg Dev, Delhi, IndiaVidyasagar Univ, Dept Geog, Midnapore, W Bengal, India
Chakraborti, Suman
Gayen, Bijoy K.
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机构:
Vidyasagar Univ, Dept Remote Sensing, Midnapore, W Bengal, IndiaVidyasagar Univ, Dept Geog, Midnapore, W Bengal, India
Gayen, Bijoy K.
Barik, Gunadhar
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Vidyasagar Univ, Dept Geog, Midnapore, W Bengal, IndiaVidyasagar Univ, Dept Geog, Midnapore, W Bengal, India
机构:
Michigan State Univ, Dept Geog Environm & Spatial Sci, E Lansing, MI 48823 USA
Michigan State Univ, Ctr Global Change & Earth Observat, E Lansing, MI 48823 USAMichigan State Univ, Dept Geog Environm & Spatial Sci, E Lansing, MI 48823 USA
Peter, Brad G.
Messina, Joseph P.
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机构:
Michigan State Univ, Dept Geog Environm & Spatial Sci, E Lansing, MI 48823 USA
Michigan State Univ, Ctr Global Change & Earth Observat, E Lansing, MI 48823 USAMichigan State Univ, Dept Geog Environm & Spatial Sci, E Lansing, MI 48823 USA
机构:
College of Earth Science, Jilin University, Changchun,130061, China
Key Laboratory of Wetland Ecology and Environment, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun,130102, ChinaCollege of Earth Science, Jilin University, Changchun,130061, China
Cheng, Lina
Zhong, Cairong
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机构:
Hainan Academy of Forestry (Hainan Academy of Mangrove), Haikou,571100, ChinaCollege of Earth Science, Jilin University, Changchun,130061, China
Zhong, Cairong
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机构:
Li, Xiaoyan
Jia, Mingming
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机构:
Key Laboratory of Wetland Ecology and Environment, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun,130102, ChinaCollege of Earth Science, Jilin University, Changchun,130061, China
Jia, Mingming
Wang, Zongming
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机构:
Key Laboratory of Wetland Ecology and Environment, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun,130102, China
National Earth System Science Data Center of China, Beijing,100101, ChinaCollege of Earth Science, Jilin University, Changchun,130061, China
Wang, Zongming
Mao, Dehua
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机构:
Key Laboratory of Wetland Ecology and Environment, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun,130102, ChinaCollege of Earth Science, Jilin University, Changchun,130061, China
机构:
Shandong Jianzhu Univ, Sch Surveying & Geoinformat, Jinan, Shandong, Peoples R China
Shandong Prov Educ Dept, Key Lab Digital Simulat Spatial Design Architectu, Jinan, Shandong, Peoples R ChinaShandong Jianzhu Univ, Sch Surveying & Geoinformat, Jinan, Shandong, Peoples R China
Xing, Huaqiao
Chen, Bingyao
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h-index: 0
机构:
Shandong Jianzhu Univ, Sch Surveying & Geoinformat, Jinan, Shandong, Peoples R China
Shandong Prov Educ Dept, Key Lab Digital Simulat Spatial Design Architectu, Jinan, Shandong, Peoples R ChinaShandong Jianzhu Univ, Sch Surveying & Geoinformat, Jinan, Shandong, Peoples R China
Chen, Bingyao
Feng, Yongyu
论文数: 0引用数: 0
h-index: 0
机构:
Shandong Geog Inst Land Spatial Data & Remote Sen, Jinan, Shandong, Peoples R ChinaShandong Jianzhu Univ, Sch Surveying & Geoinformat, Jinan, Shandong, Peoples R China
Feng, Yongyu
Ni, Yuanlong
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h-index: 0
机构:
Shandong Geog Inst Land Spatial Data & Remote Sen, Jinan, Shandong, Peoples R ChinaShandong Jianzhu Univ, Sch Surveying & Geoinformat, Jinan, Shandong, Peoples R China
Ni, Yuanlong
Hou, Dongyang
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h-index: 0
机构:
Cent South Univ, Sch Geosci & Infophys, Changsha, Hunan, Peoples R ChinaShandong Jianzhu Univ, Sch Surveying & Geoinformat, Jinan, Shandong, Peoples R China
Hou, Dongyang
Wang, Xue
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机构:
Shandong Geog Inst Land Spatial Data & Remote Sen, Jinan, Shandong, Peoples R ChinaShandong Jianzhu Univ, Sch Surveying & Geoinformat, Jinan, Shandong, Peoples R China
Wang, Xue
Kong, Yawei
论文数: 0引用数: 0
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机构:
Shandong Prov Educ Dept, Key Lab Digital Simulat Spatial Design Architectu, Jinan, Shandong, Peoples R ChinaShandong Jianzhu Univ, Sch Surveying & Geoinformat, Jinan, Shandong, Peoples R China