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Ambient air quality in the holy city of Makkah: A source apportionment with elemental enrichment factors (EFs) and factor analysis (PMF)
Air pollution remains a major global public health and environmental issue. We assessed the levels of PM2.5 and delineated the major sources in Makkah, Saudi Arabia. Fine particulate matter (PM2.5) sampling was performed from February 26, 2014–January 27, 2015 in four cycles/seasons. Samples were an...
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Published in: | Environmental pollution (1987) 2018-12, Vol.243 (Pt B), p.1791-1801 |
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creator | Nayebare, Shedrack R. Aburizaiza, Omar S. Siddique, Azhar Carpenter, David O. Hussain, Mirza M. Zeb, Jahan Aburiziza, Abdullah J. Khwaja, Haider A. |
description | Air pollution remains a major global public health and environmental issue. We assessed the levels of PM2.5 and delineated the major sources in Makkah, Saudi Arabia. Fine particulate matter (PM2.5) sampling was performed from February 26, 2014–January 27, 2015 in four cycles/seasons. Samples were analyzed for black carbon (BC) and trace elements (TEs). PM2.5 source apportionment was performed by computing enrichment factors (EFs) and positive matrix factorization (PMF). Backward-in time trajectories were used to assess the long-range transport. Significant seasonal variations in PM2.5 were observed, Spring: 113 ± 67.1, Summer: 88.3 ± 36.4, Fall: 67.8 ± 24, and Winter: 67.6 ± 36.9 μg m−3. The 24-h PM2.5 exceeded the WHO (25 μg m−3) and Saudi Arabia's (35 μg m−3) guidelines, with an air quality index (AQI) of “unhealthy to hazardous” to human health. Most delta–C computations were below zero, indicating minor contributions from bio-mass burning. TEs were primarily Si, Ca, Fe, Al, S, K and Mg, suggesting major contributions from soil (Si, Ca, Fe, Al, Mg), and industrial and vehicular emissions (S, Ca, Al, Fe, K). EF defined two broad categories of TEs as: anthropogenic (Cu, Zn, Eu, Cl, Pb, S, Br and Lu), and earth-crust derived (Al, Si, Na, Mg, Rb, K, Zr, Ti, Fe, Mn, Sr, Y, Cr, Ga, Ca, Ni and Ce). Notably, all the anthropogenic TEs can be linked to industrial and vehicular emissions. PMF analysis defined four major sources as: vehicular emissions, 30.1%; industrial-mixed dust, 28.9%; soil/earth-crust, 24.7%; and fossil-fuels/oil combustion, 16.3%. Plots of wind trajectories indicated wind direction and regional transport as major influences on air pollution levels in Makkah. In collusion, anthropogenic emissions contributed >75% of the observed air pollution in Makkah. Developing strategies for reducing anthropogenic emissions are paramount to controlling particulate air pollution in this region.
Makkah air quality [Display omitted]
•PM2.5 concentrations exceeded the WHO guidelines by a factor of about 4.•A detailed source apportionment of air pollution in Makkah.•Anthropogenic sources (local vehicular and regional industrial emissions) contribute over 75% of the total PM2.5 emissions.•Regional transport of industrial emissions is significant to Makkah's air pollution levels. |
doi_str_mv | 10.1016/j.envpol.2018.09.086 |
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Makkah air quality [Display omitted]
•PM2.5 concentrations exceeded the WHO guidelines by a factor of about 4.•A detailed source apportionment of air pollution in Makkah.•Anthropogenic sources (local vehicular and regional industrial emissions) contribute over 75% of the total PM2.5 emissions.•Regional transport of industrial emissions is significant to Makkah's air pollution levels.</description><identifier>ISSN: 0269-7491</identifier><identifier>EISSN: 1873-6424</identifier><identifier>DOI: 10.1016/j.envpol.2018.09.086</identifier><identifier>PMID: 30408866</identifier><language>eng</language><publisher>England: Elsevier Ltd</publisher><subject>Air Pollutants - analysis ; Air Pollution - analysis ; Black carbon ; Coal - analysis ; Dust - analysis ; Enrichment factor ; Environmental Monitoring ; Factor Analysis, Statistical ; Humans ; Industry ; Ions - analysis ; Makkah ; PM2.5 ; PMF ; Saudi Arabia ; Seasons ; Soil - chemistry ; Soot - analysis ; Trace elements ; Trace Elements - analysis ; Vehicle Emissions - analysis ; Wind</subject><ispartof>Environmental pollution (1987), 2018-12, Vol.243 (Pt B), p.1791-1801</ispartof><rights>2018</rights><rights>Copyright © 2018. Published by Elsevier Ltd.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c408t-3e5ac0095d59e817aa2d46ffa388a3b6d5a9ebb1be03a04378f02330d9de663</citedby><cites>FETCH-LOGICAL-c408t-3e5ac0095d59e817aa2d46ffa388a3b6d5a9ebb1be03a04378f02330d9de663</cites><orcidid>0000-0003-4841-394X ; 0000-0001-9377-0933</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/30408866$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Nayebare, Shedrack R.</creatorcontrib><creatorcontrib>Aburizaiza, Omar S.</creatorcontrib><creatorcontrib>Siddique, Azhar</creatorcontrib><creatorcontrib>Carpenter, David O.</creatorcontrib><creatorcontrib>Hussain, Mirza M.</creatorcontrib><creatorcontrib>Zeb, Jahan</creatorcontrib><creatorcontrib>Aburiziza, Abdullah J.</creatorcontrib><creatorcontrib>Khwaja, Haider A.</creatorcontrib><title>Ambient air quality in the holy city of Makkah: A source apportionment with elemental enrichment factors (EFs) and factor analysis (PMF)</title><title>Environmental pollution (1987)</title><addtitle>Environ Pollut</addtitle><description>Air pollution remains a major global public health and environmental issue. We assessed the levels of PM2.5 and delineated the major sources in Makkah, Saudi Arabia. Fine particulate matter (PM2.5) sampling was performed from February 26, 2014–January 27, 2015 in four cycles/seasons. Samples were analyzed for black carbon (BC) and trace elements (TEs). PM2.5 source apportionment was performed by computing enrichment factors (EFs) and positive matrix factorization (PMF). Backward-in time trajectories were used to assess the long-range transport. Significant seasonal variations in PM2.5 were observed, Spring: 113 ± 67.1, Summer: 88.3 ± 36.4, Fall: 67.8 ± 24, and Winter: 67.6 ± 36.9 μg m−3. The 24-h PM2.5 exceeded the WHO (25 μg m−3) and Saudi Arabia's (35 μg m−3) guidelines, with an air quality index (AQI) of “unhealthy to hazardous” to human health. Most delta–C computations were below zero, indicating minor contributions from bio-mass burning. TEs were primarily Si, Ca, Fe, Al, S, K and Mg, suggesting major contributions from soil (Si, Ca, Fe, Al, Mg), and industrial and vehicular emissions (S, Ca, Al, Fe, K). EF defined two broad categories of TEs as: anthropogenic (Cu, Zn, Eu, Cl, Pb, S, Br and Lu), and earth-crust derived (Al, Si, Na, Mg, Rb, K, Zr, Ti, Fe, Mn, Sr, Y, Cr, Ga, Ca, Ni and Ce). Notably, all the anthropogenic TEs can be linked to industrial and vehicular emissions. PMF analysis defined four major sources as: vehicular emissions, 30.1%; industrial-mixed dust, 28.9%; soil/earth-crust, 24.7%; and fossil-fuels/oil combustion, 16.3%. Plots of wind trajectories indicated wind direction and regional transport as major influences on air pollution levels in Makkah. In collusion, anthropogenic emissions contributed >75% of the observed air pollution in Makkah. Developing strategies for reducing anthropogenic emissions are paramount to controlling particulate air pollution in this region.
Makkah air quality [Display omitted]
•PM2.5 concentrations exceeded the WHO guidelines by a factor of about 4.•A detailed source apportionment of air pollution in Makkah.•Anthropogenic sources (local vehicular and regional industrial emissions) contribute over 75% of the total PM2.5 emissions.•Regional transport of industrial emissions is significant to Makkah's air pollution levels.</description><subject>Air Pollutants - analysis</subject><subject>Air Pollution - analysis</subject><subject>Black carbon</subject><subject>Coal - analysis</subject><subject>Dust - analysis</subject><subject>Enrichment factor</subject><subject>Environmental Monitoring</subject><subject>Factor Analysis, Statistical</subject><subject>Humans</subject><subject>Industry</subject><subject>Ions - analysis</subject><subject>Makkah</subject><subject>PM2.5</subject><subject>PMF</subject><subject>Saudi Arabia</subject><subject>Seasons</subject><subject>Soil - chemistry</subject><subject>Soot - analysis</subject><subject>Trace elements</subject><subject>Trace Elements - analysis</subject><subject>Vehicle Emissions - analysis</subject><subject>Wind</subject><issn>0269-7491</issn><issn>1873-6424</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><recordid>eNp9kcFu1DAQhi0EapfSN0DIx_aQYMdeb8IBaVV1AakVSPRuTZyJ4m0Sp7ZTtG_AY-N0F46cPJ75f49nPkLec5ZzxtXHfY7j8-T6vGC8zFmVs1K9IitebkSmZCFfkxUrVJVtZMXPydsQ9owxKYQ4I-eCSVaWSq3I7-1QWxwjBevp0wy9jQdqRxo7pJ3rD9QsCdfSe3h8hO4T3dLgZm-QwjQ5H60bh8X-y8aOYo_LBXqKo7eme6m0YKLzgV7d7sI1hbE5ZVII_SHYVPlxv7t-R9600Ae8PJ0X5Ofu9uHma3b3_cu3m-1dZtKXYyZwDYaxat2sKyz5BqBopGpbEGUJolbNGiqsa14jE5DG3ZQtK4RgTdWgUuKCXB1fnbx7mjFEPdhgsO9hRDcHXXBRFIVUUiapPEqNdyF4bPXk7QD-oDnTCwG910cCeiGgWaUTgWT7cOow1wM2_0x_V54En48CTFM-W_Q6mETAYGM9mqgbZ__f4Q9H_5qL</recordid><startdate>201812</startdate><enddate>201812</enddate><creator>Nayebare, Shedrack R.</creator><creator>Aburizaiza, Omar S.</creator><creator>Siddique, Azhar</creator><creator>Carpenter, David O.</creator><creator>Hussain, Mirza M.</creator><creator>Zeb, Jahan</creator><creator>Aburiziza, Abdullah J.</creator><creator>Khwaja, Haider A.</creator><general>Elsevier Ltd</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0003-4841-394X</orcidid><orcidid>https://orcid.org/0000-0001-9377-0933</orcidid></search><sort><creationdate>201812</creationdate><title>Ambient air quality in the holy city of Makkah: A source apportionment with elemental enrichment factors (EFs) and factor analysis (PMF)</title><author>Nayebare, Shedrack R. ; Aburizaiza, Omar S. ; Siddique, Azhar ; Carpenter, David O. ; Hussain, Mirza M. ; Zeb, Jahan ; Aburiziza, Abdullah J. ; Khwaja, Haider A.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c408t-3e5ac0095d59e817aa2d46ffa388a3b6d5a9ebb1be03a04378f02330d9de663</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Air Pollutants - analysis</topic><topic>Air Pollution - analysis</topic><topic>Black carbon</topic><topic>Coal - analysis</topic><topic>Dust - analysis</topic><topic>Enrichment factor</topic><topic>Environmental Monitoring</topic><topic>Factor Analysis, Statistical</topic><topic>Humans</topic><topic>Industry</topic><topic>Ions - analysis</topic><topic>Makkah</topic><topic>PM2.5</topic><topic>PMF</topic><topic>Saudi Arabia</topic><topic>Seasons</topic><topic>Soil - chemistry</topic><topic>Soot - analysis</topic><topic>Trace elements</topic><topic>Trace Elements - analysis</topic><topic>Vehicle Emissions - analysis</topic><topic>Wind</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Nayebare, Shedrack R.</creatorcontrib><creatorcontrib>Aburizaiza, Omar S.</creatorcontrib><creatorcontrib>Siddique, Azhar</creatorcontrib><creatorcontrib>Carpenter, David O.</creatorcontrib><creatorcontrib>Hussain, Mirza M.</creatorcontrib><creatorcontrib>Zeb, Jahan</creatorcontrib><creatorcontrib>Aburiziza, Abdullah J.</creatorcontrib><creatorcontrib>Khwaja, Haider A.</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Environmental pollution (1987)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Nayebare, Shedrack R.</au><au>Aburizaiza, Omar S.</au><au>Siddique, Azhar</au><au>Carpenter, David O.</au><au>Hussain, Mirza M.</au><au>Zeb, Jahan</au><au>Aburiziza, Abdullah J.</au><au>Khwaja, Haider A.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Ambient air quality in the holy city of Makkah: A source apportionment with elemental enrichment factors (EFs) and factor analysis (PMF)</atitle><jtitle>Environmental pollution (1987)</jtitle><addtitle>Environ Pollut</addtitle><date>2018-12</date><risdate>2018</risdate><volume>243</volume><issue>Pt B</issue><spage>1791</spage><epage>1801</epage><pages>1791-1801</pages><issn>0269-7491</issn><eissn>1873-6424</eissn><abstract>Air pollution remains a major global public health and environmental issue. We assessed the levels of PM2.5 and delineated the major sources in Makkah, Saudi Arabia. Fine particulate matter (PM2.5) sampling was performed from February 26, 2014–January 27, 2015 in four cycles/seasons. Samples were analyzed for black carbon (BC) and trace elements (TEs). PM2.5 source apportionment was performed by computing enrichment factors (EFs) and positive matrix factorization (PMF). Backward-in time trajectories were used to assess the long-range transport. Significant seasonal variations in PM2.5 were observed, Spring: 113 ± 67.1, Summer: 88.3 ± 36.4, Fall: 67.8 ± 24, and Winter: 67.6 ± 36.9 μg m−3. The 24-h PM2.5 exceeded the WHO (25 μg m−3) and Saudi Arabia's (35 μg m−3) guidelines, with an air quality index (AQI) of “unhealthy to hazardous” to human health. Most delta–C computations were below zero, indicating minor contributions from bio-mass burning. TEs were primarily Si, Ca, Fe, Al, S, K and Mg, suggesting major contributions from soil (Si, Ca, Fe, Al, Mg), and industrial and vehicular emissions (S, Ca, Al, Fe, K). EF defined two broad categories of TEs as: anthropogenic (Cu, Zn, Eu, Cl, Pb, S, Br and Lu), and earth-crust derived (Al, Si, Na, Mg, Rb, K, Zr, Ti, Fe, Mn, Sr, Y, Cr, Ga, Ca, Ni and Ce). Notably, all the anthropogenic TEs can be linked to industrial and vehicular emissions. PMF analysis defined four major sources as: vehicular emissions, 30.1%; industrial-mixed dust, 28.9%; soil/earth-crust, 24.7%; and fossil-fuels/oil combustion, 16.3%. Plots of wind trajectories indicated wind direction and regional transport as major influences on air pollution levels in Makkah. In collusion, anthropogenic emissions contributed >75% of the observed air pollution in Makkah. Developing strategies for reducing anthropogenic emissions are paramount to controlling particulate air pollution in this region.
Makkah air quality [Display omitted]
•PM2.5 concentrations exceeded the WHO guidelines by a factor of about 4.•A detailed source apportionment of air pollution in Makkah.•Anthropogenic sources (local vehicular and regional industrial emissions) contribute over 75% of the total PM2.5 emissions.•Regional transport of industrial emissions is significant to Makkah's air pollution levels.</abstract><cop>England</cop><pub>Elsevier Ltd</pub><pmid>30408866</pmid><doi>10.1016/j.envpol.2018.09.086</doi><tpages>11</tpages><orcidid>https://orcid.org/0000-0003-4841-394X</orcidid><orcidid>https://orcid.org/0000-0001-9377-0933</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Air Pollutants - analysis Air Pollution - analysis Black carbon Coal - analysis Dust - analysis Enrichment factor Environmental Monitoring Factor Analysis, Statistical Humans Industry Ions - analysis Makkah PM2.5 PMF Saudi Arabia Seasons Soil - chemistry Soot - analysis Trace elements Trace Elements - analysis Vehicle Emissions - analysis Wind |
title | Ambient air quality in the holy city of Makkah: A source apportionment with elemental enrichment factors (EFs) and factor analysis (PMF) |
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