Satellite data of aerosol optical depths (AODs) from the moderate resolution imaging spectroradiometer (MODIS) and carbon monoxide (CO) columns from the measurements of pollution in the troposphere (MOPITT) were collected for the study in Northern Thailand. Comparative analyses were conducted of MODIS (Terra and Aqua) AODs with ground particulate matter with diameter below 10 microns (PM10) concentrations and MOPITT CO surface/total columns with ground CO concentrations for 2014-2017. Temporal variations in both the satellite and ground datasets were in good agreement. High levels of air pollutants were common during March-April. The annual analysis of both satellite and ground datasets revealed the highest levels of air pollutants in 2016 and the lowest levels in 2017. The AODs and PM10 concentrations were at higher levels in the morning than in the afternoon. The comparison between satellite products showed that AODs correlated better with the CO total columns than the CO surface columns. The regression analysis presented better performance of Aqua AODs-PM10 than Terra AODs-PM10 with correlation coefficients (r) of 0.72-0.83 and 0.57-0.79, respectively. Ground CO concentrations correlated better with MOPITT CO surface columns (r = 0.65-0.73) than with CO total columns (r = 0.56-0.72). The r values of satellite and ground datasets were greatest when the analysis was restricted to November-March (dry weather periods with possible low mixing height (MH)). Overall, the results suggested that the relationships between satellite and ground data can be used to develop predictive models for ground PM10 and CO in northern Thailand, particularly during air pollution episodes located where ground monitoring stations are limited.
机构:
Shanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R ChinaShanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Cao, Zhaoxiang
Luan, Kuifeng
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Shanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Estuarine & Oceanog Mapping Engn Res Ctr Shanghai, Shanghai 200123, Peoples R ChinaShanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Luan, Kuifeng
Zhou, Peng
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机构:
Henan Polytech Univ, Sch Surveying & Land Informat Engn, Jiaozuo 454000, Peoples R China
Chinese Acad Sci, Aerosp Informat Res Inst, State Environm Protect Key Lab Satellite Remote Se, Beijing 100101, Peoples R ChinaShanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Zhou, Peng
Shen, Wei
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Shanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Estuarine & Oceanog Mapping Engn Res Ctr Shanghai, Shanghai 200123, Peoples R ChinaShanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Shen, Wei
Wang, Zhenhua
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Shanghai Ocean Univ, Coll Informat Sci, Shanghai 201306, Peoples R ChinaShanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Wang, Zhenhua
Zhu, Weidong
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Shanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Estuarine & Oceanog Mapping Engn Res Ctr Shanghai, Shanghai 200123, Peoples R ChinaShanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Zhu, Weidong
Qiu, Zhenge
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Shanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Estuarine & Oceanog Mapping Engn Res Ctr Shanghai, Shanghai 200123, Peoples R ChinaShanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Qiu, Zhenge
Wang, Jie
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Shanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R ChinaShanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
机构:
Islamic Azad Univ, Tehran North Branch, Fac Marine Sci & Technol, Dept Meteorol, Tehran, IranIslamic Azad Univ, Tehran North Branch, Fac Marine Sci & Technol, Dept Meteorol, Tehran, Iran
Arkian, F.
Nicholson, S. E.
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机构:
Florida State Univ, Dept Earth Ocean & Atmospher Sci, Tallahassee, FL 32306 USAIslamic Azad Univ, Tehran North Branch, Fac Marine Sci & Technol, Dept Meteorol, Tehran, Iran
机构:
Univ Space Res Assoc, Huntsville, AL 35806 USA
NASA, Marshall Space Flight Ctr, Huntsville, AL 35806 USAUniv Space Res Assoc, Huntsville, AL 35806 USA
Gupta, Pawan
Remer, Lorraine A.
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UMBC, Joint Ctr Earth Syst Technol, Baltimore, MD 21250 USAUniv Space Res Assoc, Huntsville, AL 35806 USA
Remer, Lorraine A.
Patadia, Falguni
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h-index: 0
机构:
Univ Space Res Assoc, Huntsville, AL 35806 USA
NASA, Marshall Space Flight Ctr, Huntsville, AL 35806 USA
NASA, Goddard Space Flight Ctr, Greenbelt, MD 20771 USAUniv Space Res Assoc, Huntsville, AL 35806 USA
Patadia, Falguni
Levy, Robert C.
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NASA, Goddard Space Flight Ctr, Greenbelt, MD 20771 USAUniv Space Res Assoc, Huntsville, AL 35806 USA
Levy, Robert C.
Christopher, Sundar A.
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Univ Alabama, Dept Atmospher & Earth Sci, Huntsville, AL 35806 USAUniv Space Res Assoc, Huntsville, AL 35806 USA
机构:
Shanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R ChinaShanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Cao, Zhaoxiang
Luan, Kuifeng
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h-index: 0
机构:
Shanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Estuarine & Oceanog Mapping Engn Res Ctr Shanghai, Shanghai 200123, Peoples R ChinaShanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Luan, Kuifeng
Zhou, Peng
论文数: 0引用数: 0
h-index: 0
机构:
Henan Polytech Univ, Sch Surveying & Land Informat Engn, Jiaozuo 454000, Peoples R China
Chinese Acad Sci, Aerosp Informat Res Inst, State Environm Protect Key Lab Satellite Remote Se, Beijing 100101, Peoples R ChinaShanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Zhou, Peng
Shen, Wei
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h-index: 0
机构:
Shanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Estuarine & Oceanog Mapping Engn Res Ctr Shanghai, Shanghai 200123, Peoples R ChinaShanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Shen, Wei
Wang, Zhenhua
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h-index: 0
机构:
Shanghai Ocean Univ, Coll Informat Sci, Shanghai 201306, Peoples R ChinaShanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Wang, Zhenhua
Zhu, Weidong
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h-index: 0
机构:
Shanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Estuarine & Oceanog Mapping Engn Res Ctr Shanghai, Shanghai 200123, Peoples R ChinaShanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Zhu, Weidong
Qiu, Zhenge
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h-index: 0
机构:
Shanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Estuarine & Oceanog Mapping Engn Res Ctr Shanghai, Shanghai 200123, Peoples R ChinaShanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
Qiu, Zhenge
Wang, Jie
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R ChinaShanghai Ocean Univ, Coll Marine Sci, Shanghai 201306, Peoples R China
机构:
Islamic Azad Univ, Tehran North Branch, Fac Marine Sci & Technol, Dept Meteorol, Tehran, IranIslamic Azad Univ, Tehran North Branch, Fac Marine Sci & Technol, Dept Meteorol, Tehran, Iran
Arkian, F.
Nicholson, S. E.
论文数: 0引用数: 0
h-index: 0
机构:
Florida State Univ, Dept Earth Ocean & Atmospher Sci, Tallahassee, FL 32306 USAIslamic Azad Univ, Tehran North Branch, Fac Marine Sci & Technol, Dept Meteorol, Tehran, Iran
机构:
Univ Space Res Assoc, Huntsville, AL 35806 USA
NASA, Marshall Space Flight Ctr, Huntsville, AL 35806 USAUniv Space Res Assoc, Huntsville, AL 35806 USA
Gupta, Pawan
Remer, Lorraine A.
论文数: 0引用数: 0
h-index: 0
机构:
UMBC, Joint Ctr Earth Syst Technol, Baltimore, MD 21250 USAUniv Space Res Assoc, Huntsville, AL 35806 USA
Remer, Lorraine A.
Patadia, Falguni
论文数: 0引用数: 0
h-index: 0
机构:
Univ Space Res Assoc, Huntsville, AL 35806 USA
NASA, Marshall Space Flight Ctr, Huntsville, AL 35806 USA
NASA, Goddard Space Flight Ctr, Greenbelt, MD 20771 USAUniv Space Res Assoc, Huntsville, AL 35806 USA
Patadia, Falguni
Levy, Robert C.
论文数: 0引用数: 0
h-index: 0
机构:
NASA, Goddard Space Flight Ctr, Greenbelt, MD 20771 USAUniv Space Res Assoc, Huntsville, AL 35806 USA
Levy, Robert C.
Christopher, Sundar A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alabama, Dept Atmospher & Earth Sci, Huntsville, AL 35806 USAUniv Space Res Assoc, Huntsville, AL 35806 USA