Analysis of Surface Level PM_(2.5) Measured by Low-Cost Sensor and Satellite-Based Column Aerosol Optical Depth (AOD) over Kathmandu
A low-cost PurpleAir PA-II sensor was installed, in 2020 at the Institute of Engineering (IOE) Pulchowk Campus, TU located in Kathmandu valley, Nepal, to measure particulate matter with an aerodynamic diameter equal to or smaller than 2.5 μm (PM_(2.5)). The observation shows that hourly averaged PM_...
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description | A low-cost PurpleAir PA-II sensor was installed, in 2020 at the Institute of Engineering (IOE) Pulchowk Campus, TU located in Kathmandu valley, Nepal, to measure particulate matter with an aerodynamic diameter equal to or smaller than 2.5 μm (PM_(2.5)). The observation shows that hourly averaged PM_(2.5) fluctuates bimodally in four seasons (Winter: December, January, and February; Spring: March-May; Summer: June-September; and Autumn: October-November), with the highest levels occurring during morning and evening rush hours. PurpleAir records PM_(2.5) with a maximum average of 101 ± 26.31 μg m^(-3), in winter, 55.58 ± 11.42 μg m^(-3), in spring, 45.46 ± 12.16 μg m^(-3), in autumn, and a minimum of 22.78 ± 3.23 μg m^(-3), in the summer. Due to rain and diffusion in the vertical atmosphere, PM_(2.5) levels are lowest during the summer. The ± number for each season represents the standard deviation from the hourly average. AOD_(550nm) data collected by MODIS (Moderate Resolution Imaging Spectroradiometer) onboard two NASA satellites, Terra and Aqua, are compared with simultaneously observed PM_(2.5). With humidity correction factor f(RH), R^2 increases from 0.413 to 0.608 (in winter), 0.426 to 0.508 (in spring), and 0.083 to 0.293 (in autumn). The summer AOD data and PM_(2.5) are not compared due to a lack of AOD observations. By comparing the column-integrated aerosol data with the surface-level aerosol concentration, this study illustrates the relevance of atmospheric parameters while investigating the reliability of PurpleAir measurements. A cluster analysis of five-day back trajectories of air masses arriving at different altitudes in different seasons indicates that long-range transport of air pollution contributes to MODIS's column integrated AOD by adding aerosol population. |
doi_str_mv | 10.4209/aaqr.220311 |
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Poudyal ; Amod Pokhrel ; Nabin Malakar ; Madhu Gyawali ; Lekhendra Tripathee ; Mukesh Rai ; Srikanthan Ramachandran ; Katrina Wilson ; Rudra Aryal</creator><creatorcontrib>Jeevan Regmi ; Khem N. Poudyal ; Amod Pokhrel ; Nabin Malakar ; Madhu Gyawali ; Lekhendra Tripathee ; Mukesh Rai ; Srikanthan Ramachandran ; Katrina Wilson ; Rudra Aryal</creatorcontrib><description>A low-cost PurpleAir PA-II sensor was installed, in 2020 at the Institute of Engineering (IOE) Pulchowk Campus, TU located in Kathmandu valley, Nepal, to measure particulate matter with an aerodynamic diameter equal to or smaller than 2.5 μm (PM_(2.5)). The observation shows that hourly averaged PM_(2.5) fluctuates bimodally in four seasons (Winter: December, January, and February; Spring: March-May; Summer: June-September; and Autumn: October-November), with the highest levels occurring during morning and evening rush hours. PurpleAir records PM_(2.5) with a maximum average of 101 ± 26.31 μg m^(-3), in winter, 55.58 ± 11.42 μg m^(-3), in spring, 45.46 ± 12.16 μg m^(-3), in autumn, and a minimum of 22.78 ± 3.23 μg m^(-3), in the summer. Due to rain and diffusion in the vertical atmosphere, PM_(2.5) levels are lowest during the summer. The ± number for each season represents the standard deviation from the hourly average. AOD_(550nm) data collected by MODIS (Moderate Resolution Imaging Spectroradiometer) onboard two NASA satellites, Terra and Aqua, are compared with simultaneously observed PM_(2.5). With humidity correction factor f(RH), R^2 increases from 0.413 to 0.608 (in winter), 0.426 to 0.508 (in spring), and 0.083 to 0.293 (in autumn). The summer AOD data and PM_(2.5) are not compared due to a lack of AOD observations. By comparing the column-integrated aerosol data with the surface-level aerosol concentration, this study illustrates the relevance of atmospheric parameters while investigating the reliability of PurpleAir measurements. A cluster analysis of five-day back trajectories of air masses arriving at different altitudes in different seasons indicates that long-range transport of air pollution contributes to MODIS's column integrated AOD by adding aerosol population.</description><identifier>ISSN: 1680-8584</identifier><identifier>DOI: 10.4209/aaqr.220311</identifier><language>eng</language><publisher>社團法人台灣氣膠研究學會</publisher><ispartof>Aerosol and Air Quality Research, 2023-01, Vol.23 (1), p.1-15+ap1</ispartof><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,860,27903,27904</link.rule.ids></links><search><creatorcontrib>Jeevan Regmi</creatorcontrib><creatorcontrib>Khem N. Poudyal</creatorcontrib><creatorcontrib>Amod Pokhrel</creatorcontrib><creatorcontrib>Nabin Malakar</creatorcontrib><creatorcontrib>Madhu Gyawali</creatorcontrib><creatorcontrib>Lekhendra Tripathee</creatorcontrib><creatorcontrib>Mukesh Rai</creatorcontrib><creatorcontrib>Srikanthan Ramachandran</creatorcontrib><creatorcontrib>Katrina Wilson</creatorcontrib><creatorcontrib>Rudra Aryal</creatorcontrib><title>Analysis of Surface Level PM_(2.5) Measured by Low-Cost Sensor and Satellite-Based Column Aerosol Optical Depth (AOD) over Kathmandu</title><title>Aerosol and Air Quality Research</title><description>A low-cost PurpleAir PA-II sensor was installed, in 2020 at the Institute of Engineering (IOE) Pulchowk Campus, TU located in Kathmandu valley, Nepal, to measure particulate matter with an aerodynamic diameter equal to or smaller than 2.5 μm (PM_(2.5)). The observation shows that hourly averaged PM_(2.5) fluctuates bimodally in four seasons (Winter: December, January, and February; Spring: March-May; Summer: June-September; and Autumn: October-November), with the highest levels occurring during morning and evening rush hours. PurpleAir records PM_(2.5) with a maximum average of 101 ± 26.31 μg m^(-3), in winter, 55.58 ± 11.42 μg m^(-3), in spring, 45.46 ± 12.16 μg m^(-3), in autumn, and a minimum of 22.78 ± 3.23 μg m^(-3), in the summer. Due to rain and diffusion in the vertical atmosphere, PM_(2.5) levels are lowest during the summer. The ± number for each season represents the standard deviation from the hourly average. AOD_(550nm) data collected by MODIS (Moderate Resolution Imaging Spectroradiometer) onboard two NASA satellites, Terra and Aqua, are compared with simultaneously observed PM_(2.5). With humidity correction factor f(RH), R^2 increases from 0.413 to 0.608 (in winter), 0.426 to 0.508 (in spring), and 0.083 to 0.293 (in autumn). The summer AOD data and PM_(2.5) are not compared due to a lack of AOD observations. By comparing the column-integrated aerosol data with the surface-level aerosol concentration, this study illustrates the relevance of atmospheric parameters while investigating the reliability of PurpleAir measurements. 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Poudyal ; Amod Pokhrel ; Nabin Malakar ; Madhu Gyawali ; Lekhendra Tripathee ; Mukesh Rai ; Srikanthan Ramachandran ; Katrina Wilson ; Rudra Aryal</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-airiti_journals_16808584_N202301060013_000093</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Jeevan Regmi</creatorcontrib><creatorcontrib>Khem N. Poudyal</creatorcontrib><creatorcontrib>Amod Pokhrel</creatorcontrib><creatorcontrib>Nabin Malakar</creatorcontrib><creatorcontrib>Madhu Gyawali</creatorcontrib><creatorcontrib>Lekhendra Tripathee</creatorcontrib><creatorcontrib>Mukesh Rai</creatorcontrib><creatorcontrib>Srikanthan Ramachandran</creatorcontrib><creatorcontrib>Katrina Wilson</creatorcontrib><creatorcontrib>Rudra Aryal</creatorcontrib><collection>Airiti Library</collection><jtitle>Aerosol and Air Quality Research</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Jeevan Regmi</au><au>Khem N. Poudyal</au><au>Amod Pokhrel</au><au>Nabin Malakar</au><au>Madhu Gyawali</au><au>Lekhendra Tripathee</au><au>Mukesh Rai</au><au>Srikanthan Ramachandran</au><au>Katrina Wilson</au><au>Rudra Aryal</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Analysis of Surface Level PM_(2.5) Measured by Low-Cost Sensor and Satellite-Based Column Aerosol Optical Depth (AOD) over Kathmandu</atitle><jtitle>Aerosol and Air Quality Research</jtitle><date>2023-01-01</date><risdate>2023</risdate><volume>23</volume><issue>1</issue><spage>1</spage><epage>15+ap1</epage><pages>1-15+ap1</pages><issn>1680-8584</issn><abstract>A low-cost PurpleAir PA-II sensor was installed, in 2020 at the Institute of Engineering (IOE) Pulchowk Campus, TU located in Kathmandu valley, Nepal, to measure particulate matter with an aerodynamic diameter equal to or smaller than 2.5 μm (PM_(2.5)). The observation shows that hourly averaged PM_(2.5) fluctuates bimodally in four seasons (Winter: December, January, and February; Spring: March-May; Summer: June-September; and Autumn: October-November), with the highest levels occurring during morning and evening rush hours. PurpleAir records PM_(2.5) with a maximum average of 101 ± 26.31 μg m^(-3), in winter, 55.58 ± 11.42 μg m^(-3), in spring, 45.46 ± 12.16 μg m^(-3), in autumn, and a minimum of 22.78 ± 3.23 μg m^(-3), in the summer. Due to rain and diffusion in the vertical atmosphere, PM_(2.5) levels are lowest during the summer. The ± number for each season represents the standard deviation from the hourly average. AOD_(550nm) data collected by MODIS (Moderate Resolution Imaging Spectroradiometer) onboard two NASA satellites, Terra and Aqua, are compared with simultaneously observed PM_(2.5). With humidity correction factor f(RH), R^2 increases from 0.413 to 0.608 (in winter), 0.426 to 0.508 (in spring), and 0.083 to 0.293 (in autumn). The summer AOD data and PM_(2.5) are not compared due to a lack of AOD observations. By comparing the column-integrated aerosol data with the surface-level aerosol concentration, this study illustrates the relevance of atmospheric parameters while investigating the reliability of PurpleAir measurements. A cluster analysis of five-day back trajectories of air masses arriving at different altitudes in different seasons indicates that long-range transport of air pollution contributes to MODIS's column integrated AOD by adding aerosol population.</abstract><pub>社團法人台灣氣膠研究學會</pub><doi>10.4209/aaqr.220311</doi><tpages>17</tpages></addata></record> |
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title | Analysis of Surface Level PM_(2.5) Measured by Low-Cost Sensor and Satellite-Based Column Aerosol Optical Depth (AOD) over Kathmandu |
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