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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Environ. Sci.</journal-id>
<journal-title>Frontiers in Environmental Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Environ. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-665X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">784959</article-id>
<article-id pub-id-type="doi">10.3389/fenvs.2021.784959</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Environmental Science</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>A Comparative Study of Particulate Matter Between New Delhi, India and Riyadh, Saudi Arabia During the COVID-19 Lockdown Period</article-title>
<alt-title alt-title-type="left-running-head">Singh et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Particulate Matter During COVID-19 Lockdown</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Singh</surname>
<given-names>Bhupendra Pratap</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1496619/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Eldesoky</surname>
<given-names>Gaber E.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kumar</surname>
<given-names>Pramod</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chandra</surname>
<given-names>Prakash</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/141534/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Islam</surname>
<given-names>Md Ataul</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/980895/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Rahman</surname>
<given-names>Shakilur</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Environmental Studies</institution>, <institution>Deshbandhu College</institution>, <institution>University of Delhi</institution>, <addr-line>New Delhi</addr-line>, <country>India</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Chemistry Department</institution>, <institution>College of Science</institution>, <institution>King Saud University</institution>, <addr-line>Riyadh</addr-line>, <country>Saudi Arabia</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Chemistry</institution>, <institution>Sri Aurobindo College</institution>, <institution>University of Delhi</institution>, <addr-line>New Delhi</addr-line>, <country>India</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Biotechnology</institution>, <institution>Delhi Technological University</institution>, <addr-line>New Delhi</addr-line>, <country>India</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Division of Pharmacy and Optometry</institution>, <institution>School of Health Sciences</institution>, <institution>Faculty of Biology, Medicine, and Health</institution>, <institution>University of Manchester</institution>, <addr-line>Manchester</addr-line>, <country>United&#x20;Kingdom</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Department of Medical Elementology and Toxicology</institution>, <institution>School of Chemical and Life Sciences</institution>, <addr-line>Jamia Hamdard</addr-line>, <country>New Delhi</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/102558/overview">Suvarna Sanjeev Fadnavis</ext-link>, Indian Institute of Tropical Meteorology (IITM), India</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1134374/overview">J.&#x20;Abbas</ext-link>, Shanghai Jiao Tong University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1085054/overview">Rohini Bhawar</ext-link>, Savitribai Phule Pune University, India</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Bhupendra Pratap Singh, <email>bpsingh0783@gmail.com</email>; <ext-link ext-link-type="uri" xlink:href="https://orcid.org/0000-0002-0513-9082">0000-0002-0513-9082</ext-link>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Atmosphere and Climate, a section of the journal Frontiers in Environmental Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>01</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>784959</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>12</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Singh, Eldesoky, Kumar, Chandra, Islam and Rahman.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Singh, Eldesoky, Kumar, Chandra, Islam and Rahman</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>Novel Coronavirus disease (COVID-19), after being identified in late December 2019 in Wuhan city of China, spread very fast and has affected all the countries in the world. The impact of lockdowns on particulate matter during the lockdown period needs attention to explore the correlation between anthropogenic and natural emissions. The current study has demonstrated the changes in fine particulate matter PM<sub>2.5</sub>, PM<sub>10</sub> and their effect on air quality during the lockdown. The air quality before the lockdown was low in New Delhi (India) and Riyadh (Saudi Arabia), among major cities worldwide. The air quality of India is influenced by dust and sand from the desert and surrounding areas. Thus, the current study becomes important to analyse changes in the air quality of the Indian sub-continent as impacted by dust storms from long distances. The result indicated a significant reduction of PM<sub>2.5</sub> and PM<sub>10</sub> from 93.24 to 37.89&#xa0;&#x3bc;g/m<sup>3</sup> and from 176.55 to 98.87&#xa0;&#x3bc;g/m<sup>3</sup> during the lockdown period as compared to pre lockdown period, respectively. The study shows that average concentrations of PM<sub>10</sub> and PM<sub>2.5</sub> have declined by -44% and -59% during the lockdown period in Delhi. The average value of median PM<sub>10</sub> was calculated at 33.71&#xa0;&#x3bc;g/m<sup>3</sup> for Riyadh, which was lower than that value for New Delhi during the same period. The values of PM<sub>10</sub> were different for pre and during the lockdown periods in Riyadh, indicating the considerable influence on air quality, especially the concentration of PM<sub>10</sub>, from both the natural (sand and dust storms) and the anthropogenic sources during the lockdown periods. However, relatively smaller gains in the improvement of air quality in Riyadh were correlated to the imposition of milder lockdown and the predominance of natural factors over the anthropogenic factors there. The Air Quality Index (AQI) data for Delhi showed the air quality to be &#x2018;satisfactory&#x2019; and in the green category during the lockdown period. This study attempts to better understand the impact of particulate matter on the short- and long-term air quality in Delhi during the lockdown. This study has the scope of being scaled up nationwide, and this might be helpful in formulation air pollution reduction and sustainable management policies in the future.</p>
</abstract>
<kwd-group>
<kwd>COVID-19</kwd>
<kwd>air quality</kwd>
<kwd>particulate matter</kwd>
<kwd>New Delhi</kwd>
<kwd>Riyadh</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The COVID-19 originated from the city of Wuhan in China, supposedly in December 2019after the detection of the first COVID-19 positive case (<xref ref-type="bibr" rid="B12">Bashir et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B16">Chen et&#x20;al., 2020</xref>). COVID-19 has become a pandemic impacting the entire population. Corona Virus causes respiratory infection in people and is known as SARS-CoV-2 (<xref ref-type="bibr" rid="B124">Zheng, 2020</xref>). The World Health Organisation (WHO) declared the Corona Virus outbreak a pandemic on March 11, 2020 (<xref ref-type="bibr" rid="B113">World Health Organisation, 2020</xref>).</p>
<p>Several studies have confirmed high transmissivity of the Corona Virus, which affects many people within a short period (<xref ref-type="bibr" rid="B28">Gautam and Trivedi, 2020</xref>; <xref ref-type="bibr" rid="B86">Sharma et&#x20;al., 2020</xref>). As of October 04, 2021, more than 248 million people have been affected, and more than five million people have died across countries (including India) because of the COVID-19 virus (World metros, 2021; <xref ref-type="bibr" rid="B81">Ritchie et&#x20;al., 2020</xref>). The effects of the COVID-19 pandemic went far beyond just health to economic, social, psychological, and occupational (<xref ref-type="bibr" rid="B1">Abbas et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B66">Mubeen et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B56">Liu et&#x20;al., 2021a</xref>; <xref ref-type="bibr" rid="B4">Abbasi et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B75">Paulson et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B108">Wang et&#x20;al., 2021</xref>). The pandemic has impacted the mental well-being of a huge proportion of the population in the form of distress, stress, and depression, as revealed by several studies (<xref ref-type="bibr" rid="B1">Abbas et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B9">Aqeel et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B121">Lebni et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B58">Local Burden of Disease, 2021</xref>). <xref ref-type="bibr" rid="B98">Su et&#x20;al. (2021b)</xref> reported that COVID-19 induced unprecedented illness perception has caused mental disorders, including anxiety and depression, which have severely impacted individuals&#x2019; mental health. Furthermore, a study reported the relationship between the COVID-19 infection and vaccine non-adopters in terms of detection of the number of new corona cases (<xref ref-type="bibr" rid="B99">Su et&#x20;al., 2020</xref>). Several research scholars claimed that reduced stress and depression lead to better mental health (<xref ref-type="bibr" rid="B54">Li et&#x20;al., 2021</xref>). Better social and educational support to vulnerable individuals might help explain differences in the scale of observed mental health problems across countries. (<xref ref-type="bibr" rid="B10">Azadi et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B3">Abbas., 2021</xref>; <xref ref-type="bibr" rid="B97">Su et&#x20;al., 2021a</xref>; <xref ref-type="bibr" rid="B11">Azizi et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B1">Abbas et&#x20;al., 2019</xref>).</p>
<p>India ranked third after the USA and Brazil among the top countries with more than 12 million cases and more than 0.16 million deaths (<xref ref-type="bibr" rid="B81">Ritchie et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B115">world metros, 2021</xref>). In India, the Ministry of Health and Family Welfare reported the first COVID-19 case in Kerala on 30<sup>th</sup> January, 2020 (<xref ref-type="bibr" rid="B26">Gutam and Hens, 2020</xref>), and the first death was reported on 12<sup>th</sup> March, 2020 (<xref ref-type="bibr" rid="B114">World Health Organisation, 2020b</xref>). On 22<sup>nd</sup> March, 2020, the Central Government imposed an emergency &#x201c;Janata Curfew&#x201d; in the whole country, which was intensified by a city-scale quarantine and nationwide lockdown starting from March 24, 2020 (<xref ref-type="bibr" rid="B42">Khetan et&#x20;al., 2020</xref>).</p>
<p>Since then, more restrictive measures have been introduced except for essential services, such as fire, police, and health. Then industrial activities, hospital services, and educational institutions were also suspended until further notice. The government took these steps to flatten the infection curve. Since the lockdown meant the least movement and transportation and a considerable reduction in construction activities, the air quality improved quite significantly. Similar socio-economic activity restrictions were also seen in other countries in response to the pandemic (<xref ref-type="bibr" rid="B40">Kerimray et&#x20;al., 2020</xref>). A drop in air pollutants has been recorded because of these initiatives (<xref ref-type="bibr" rid="B23">Dutheil et&#x20;al., 2020</xref>).</p>
<p>India is considered one of the most severely polluted countries globally, especially for particulate matter and dust particles. The air quality in India is impacted by meteorological parameters such as winds which bring a huge quantity of dust and sand from the desert and surrounding areas (<xref ref-type="bibr" rid="B44">Knippertz et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B77">Pye, 2015</xref>; <xref ref-type="bibr" rid="B5">Albugami et&#x20;al., 2019</xref>). Many studies have reported variations in aerosol loading (dust particle in the atmosphere), surface cooling, and their possible relationships with meteorological factors such as rainfall, wind speed in India and East Asia (<xref ref-type="bibr" rid="B46">Krishnan and Ramanathan, 2002</xref>; <xref ref-type="bibr" rid="B21">Devara et&#x20;al., 2003</xref>; <xref ref-type="bibr" rid="B17">Cheng et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B76">Prasad et&#x20;al., 2006</xref>; <xref ref-type="bibr" rid="B67">Nakajima, 2007</xref>; <xref ref-type="bibr" rid="B29">George et&#x20;al., 2008</xref>). The air quality of the Indian subcontinent, including the north-western part of India, is possibly influenced by the dust storms which may originate from Arabian Peninsula.</p>
<p>This study tried to correlate the possible changes in the air quality of Delhi with the dust storms from Arabian Peninsula (Saudi Arabia). Dust storms are common in the north-western part of the Indian subcontinent, the Arabian Peninsula, China, and the Sahara Desert (<xref ref-type="bibr" rid="B109">Wang, 2015</xref>). The transport of dust particles originated from the Arabian Peninsula and enter India through Afghanistan, Pakistan via land routes and through the Arabian Sea via sea routes (<xref ref-type="bibr" rid="B65">Middleton, 1986</xref>; <xref ref-type="bibr" rid="B39">Kedia et&#x20;al., 2018</xref>). In addition, dust storms can severely affect air quality and particulate matter concentrations (PM<sub>2.5</sub> and PM<sub>10</sub>). A study suggested a significant positive correlation between precipitation and the increase of dust emissions, especially in Saudi Arabia, Oman, and the Thar Desert, India (<xref ref-type="bibr" rid="B38">Kaskaoutis et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B68">Namdari et&#x20;al., 2018</xref>).</p>
<p>Several literatures reported that the frequency and the intensity of dust storms have been increasing, which is positively associated with land-use and land-cover changes and meteorological factors in some regions of the world like the Arabian Peninsula (<xref ref-type="bibr" rid="B122">Yu et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B8">Alobaidi et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B30">Gherboudj et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B7">Almazroui et&#x20;al., 2018</xref>), and the Middle-East (<xref ref-type="bibr" rid="B78">Rashki et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B104">Tu&#x308;rkes&#x327;, 2017</xref>; <xref ref-type="bibr" rid="B68">Namdari et&#x20;al., 2018</xref>) as well as Central Asia (<xref ref-type="bibr" rid="B32">Indoitu et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B117">Xi and Sokolik 2015</xref>). Furthermore, a positive correlation between dust and meteorological factors is attributed to dust emission over Arabian Peninsula and its transportation to the Indian subcontinent (<xref ref-type="bibr" rid="B35">Jin et&#x20;al., 2021</xref>). In addition, the Indian subcontinent, especially northern parts of India, is a potential source of pollution originating from the Thar desert located in northwestern India (<xref ref-type="bibr" rid="B84">Sarkar et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B35">Jin et&#x20;al., 2021</xref>).</p>
<p>A sudden halt of all anthropogenic activities (mainly transportation and industrial activities) during the lockdown measures in India improved the air quality. Several studies conducted throughout the world reported an association between short term exposure to particulate matter and COVID-19 confirmed cases such as an outbreak in over major cities of Saudi Arabia (<xref ref-type="bibr" rid="B25">Farahat et&#x20;al., 2021</xref>) Northern Italy (<xref ref-type="bibr" rid="B12">Bashir et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B79">Report et&#x20;al., 2020</xref>), China (<xref ref-type="bibr" rid="B62">Mehmood et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B110">Wang et&#x20;al., 2020a</xref>; <xref ref-type="bibr" rid="B125">Zhu et&#x20;al., 2020</xref>), in Malaysia (<xref ref-type="bibr" rid="B100">Suhaimi et&#x20;al., 2020</xref>) and a similar result for the United&#x20;States (<xref ref-type="bibr" rid="B116">Wu et&#x20;al., 2020</xref>).</p>
<p>Several studies have reported a significant improvement in air quality during the lockdown period (<xref ref-type="bibr" rid="B27">Gautam, 2020</xref>; <xref ref-type="bibr" rid="B125">Zhu et&#x20;al., 2020</xref>) especially, Particulate Matter PM<sub>2.5</sub> (size &#x3c;2.5&#xa0;&#xb5;m<sup>3</sup>) and PM<sub>10</sub> (size &#x3c;10&#xa0;&#x3bc;m<sup>3</sup>), which are considered significant air pollutants directly associated with adverse health effects on human beings (<xref ref-type="bibr" rid="B47">Kumar et&#x20;al., 2014a</xref>; <xref ref-type="bibr" rid="B90">Singh et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B92">Singh et&#x20;al., 2021a</xref>). A study in China reported a positive association between short-term exposure to air pollution and coronavirus disease (Muhammad et&#x20;al., 2020; <xref ref-type="bibr" rid="B125">Zhu et&#x20;al., 2020</xref>). Another study in China also suggested a positive correlation between particulate matter (PM<sub>2.5</sub> and PM<sub>10</sub>) and mortality rates of COVID-19 (<xref ref-type="bibr" rid="B12">Bashir et&#x20;al., 2020</xref>). Another study from China has also shown that ambient temperature might play a crucial role in COVID-19 infection (<xref ref-type="bibr" rid="B118">Xie and Zhu, 2020</xref>). Several recent studies have highlighted a significant improvement in air quality with respect to reduction of PM<sub>2.5</sub> by 34&#x2013;73.85%, of PM<sub>10</sub> by 40&#x2013;58%, (), of NO<sub>2</sub> by 3&#x2013;79%, of CO by 2&#x2013;60%, of NH<sub>3</sub> by 30&#x2013;75%, (), and of SO<sub>2</sub> by 15&#x2013;58% () in different cities across India during the lockdown period (<xref ref-type="bibr" rid="B24">Dutta &#x26; Jinsart, 2020</xref>; <xref ref-type="bibr" rid="B53">Kumari and Toshniwal, 2020</xref>; <xref ref-type="bibr" rid="B69">Navinya et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B74">Pant et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B80">Resmi et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B105">Vadrevu et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B51">Kumar et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B49">Kumar &#x26; Tyagi, 2021</xref>; <xref ref-type="bibr" rid="B41">Khan et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B60">Maji et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B85">Sathe et&#x20;al., 2021</xref>).</p>
<p>Several studies have been conducted in different parts of cities to assess the impact of COVID-19 lockdown on air quality but for a short period of time (<xref ref-type="bibr" rid="B45">Kotnala et&#x20;al., 2020</xref> (January&#x2013;March 2020); <xref ref-type="bibr" rid="B52">Kumar, 2020</xref> (March&#x2013;May 2020); <xref ref-type="bibr" rid="B51">Kumar et&#x20;al., 2020</xref> (March&#x2013;April 2015&#x2013;2020); <xref ref-type="bibr" rid="B59">Mahato et&#x20;al., 2002</xref> (3 March&#x2013;14 April 2020); <xref ref-type="bibr" rid="B69">Navinya et&#x20;al., 2020</xref> (1 February&#x2013;3 May 2019&#x2013;2020); <xref ref-type="bibr" rid="B96">Srivastava et&#x20;al., 2020</xref> (1<sup>st&#x2013;</sup>20<sup>th</sup> February and 24 March&#x2013;14 April 2020). The present investigation was an attempt to evaluate the changes in the level of the particulate matter before and during the complete lockdown period (1 January&#x2013;31<sup>th</sup> May 2020)</p>
<p>Northwest Indian sub-continent faces the adverse impacts of dulust particles, including particulate matter from distant places like Saudi Arabia and meteorological parameters such as wind and precipitation. Both of these factors played a crucial role in the deterioration of the air quality in India. Therefore, the present investigation attempted to evaluate the changes in the level of the particulate matter before (January 1, 2020 to 23<sup>rd</sup> March, 2020) and during the entire lockdown period (24<sup>th</sup> March, 2020 to May 31, 2020) in Delhi India. Hence, the present study also aims to evaluate the levels of particulate matter in two different cities (New Delhi and Riyadh) during the lockdown period (1st January to May 31, 2020). Further, the study compared the concentration of particulate matter for pre-lockdown and during the lockdown periods and explored the potential natural and anthropogenic emission sources.</p>
<p>Further, the study aims to increase the scientific rigor of research in this area. However, some of the limitations of the current manuscript required access to meteorological parameters, including rainfall, relative humidity, solar radiation, and wind speed. These limitations can be tackled in future studies with larger sample sizes and the inclusion of more factors in the analysis to draw exciting results.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and Methods</title>
<p>To investigate the effect of restricted mobility on the concentration levels of particulate matter in the ambient atmosphere of Delhi (India) and Riyadh (Saudi Arabia), we utilized the air quality index (AQI) data from the respective Air Quality Monitoring Stations. The pandemic situation was classified into two periods, before lockdown and during lockdown for both the cities (Delhi and Riyadh). The time for Delhi, India before lockdown (between 1<sup>st</sup> January, 2020, and 24<sup>th</sup> March, 2020) was termed as &#x2018;pre-lockdown&#x2019; period, and the time between 25<sup>th</sup> March and May 31, 2020 was termed as &#x2018;during-lockdown&#x2019; period. The time for Riyadh, Saudi Arabia before lockdown (between January 2020, and March 2020) was termed as &#x201c;pre-lockdown&#x201d; period, and the time between March and May 2020 was termed as &#x2018;during-lockdown&#x2019; period. So, in the current study authors have studied and compared the air quality in both these cities in a comparable time&#x20;frame.</p>
<sec id="s2-1">
<title>Data and Sources</title>
<p>The hourly and daily data on air pollutants were obtained from the online portal of the Central Pollution Control Board (CPCB), particularly the data for PM<sub>10</sub> (size of particulate matter &#x3c;10 microns), PM<sub>2.5</sub> (size of particulate matter &#x3c;2.5 microns), and meteorological parameters. In this paper, we focused and collected secondary data for only PM<sub>10</sub> and PM<sub>2.5</sub> from 1<sup>st</sup> January, to 31<sup>st</sup> May, 2020 to determine the relative changes (in %) in air quality from the CPCB monitoring site (<ext-link ext-link-type="uri" xlink:href="https://app.cpcbccr.com/ccr/">https://app.cpcbccr.com/ccr/&#x23;/caaqm-dashboard-all/caaqm-landing</ext-link>). In addition, the data on PM<sub>10</sub> for Riyadh, Saudi Arabiawere procured from the World Air Quality Index from 1<sup>st</sup> January to April 10, 2020 (<ext-link ext-link-type="uri" xlink:href="https://aqicn.org/data-platform/covid19/">https://aqicn.org/data-platform/covid19/</ext-link>). CPCB in India provides high-quality data through rigorous quality assurance or quality control (QA/QC) programs via scientific sampling, analysis, and calibration (<xref ref-type="bibr" rid="B59">Mahato et&#x20;al., 2002</xref>).</p>
<p>Air Quality Index (AQI) is a tool for identifying the pollutant criteria and is also used to report the severity of air pollution to the public. In addition, AQI plays an important role in deliberating an individual pollutant into a whole index using the aggregation method (<xref ref-type="bibr" rid="B72">Ott, 1978</xref>).</p>
<p>AQI India provides air pollution data with a real-time Air Quality Index for various air pollutants. The National Ambient Air Quality Standard (NAAQS) revised AQI by considering eight parameters, namely, PM<sub>10</sub>, PM<sub>2.5</sub>, NO<sub>2</sub>, SO<sub>2</sub>, CO, O<sub>3</sub>, NH<sub>3</sub>, and Pb for a short term (up to 24&#x20;hourly average) period (<xref ref-type="bibr" rid="B48">Kumar et&#x20;al., 2014b</xref>; <xref ref-type="bibr" rid="B20">CPCB, 2016</xref>). An AQI is used to provide information about the quality of air in terms of pollution level. It is directly associated with public health. The public health risk increases with an increase in the AQI level. Six AQI categories have been defined for health risk, namely, &#x201c;Good&#x201d;, &#x201c;Satisfactory&#x201d;, &#x201c;Moderately polluted&#x201d;, &#x201c;Poor&#x201d;, &#x201c;Very Poor&#x201d;, and &#x201c;Severe&#x201d;.</p>
<p>Further, this index provides information to the public who are sensitive to air pollution (<xref ref-type="bibr" rid="B14">Beig et&#x20;al., 2010</xref>). To identify the overall improvement in air quality over Delhi, AQI was calculated, and details of AQI are available elsewhere (<xref ref-type="bibr" rid="B86">Sharma et&#x20;al., 2020</xref>). The AQI is divided into five categories: good (0&#x2013;50), satisfactory (51&#x2013;100), moderate (101&#x2013;200), poor (201&#x2013;300), very poor (301&#x2013;400), and severe (401&#x2013;500) respectively. AQI method that provides sub-index approach using six criteria pollutants (i.e. PM<sub>10</sub>, PM<sub>2.5</sub>, SO<sub>2</sub>, NO<sub>2</sub> CO and O<sub>3</sub>) were converted into AQI standard value. The AQI for each pollutant was calculated by the following formula given by <xref ref-type="bibr" rid="B83">Sahu &#x26; Kota (2017)</xref>.<disp-formula id="equ1">
<mml:math id="m1">
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mi>Q</mml:mi>
<mml:mi>I</mml:mi>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mtext>IHI</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>ILO</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>BreakHI</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>BreakLO</mml:mtext>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>x</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mtext>Ci</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>BreakLO</mml:mtext>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mtext>ILO</mml:mtext>
</mml:mrow>
</mml:math>
</disp-formula>where <italic>C</italic>
<sub>i</sub> is the observed concentration of the pollutant &#x201c;i&#x201d;; Break<sub>HI</sub> and Break<sub>LO</sub> are breakpoint concentrations, greater and smaller to <italic>C</italic>
<sub>i</sub>; and <italic>I</italic>
<sub>HI</sub> and <italic>I</italic>
<sub>LO</sub> are corresponding AQI ranges.</p>
<p>For the final calculation of AQI for individual pollutants, at least a minimum of three pollutants for the AQI value is required. In this study, we have also considered the daily average values of other pollutants (NO<sub>X</sub> and O<sub>3</sub>) to calculate AQI values. The formula for calculating the AQI value was presented in the <xref ref-type="sec" rid="s9">Supplementary File</xref>. The AQI values for particulate matter (PM<sub>2.5</sub> and PM<sub>10</sub>) before and during lockdown were calculated corresponding to the other pollutants.</p>
</sec>
<sec id="s2-2">
<title>Data Analysis and Procedure</title>
<p>The present study analyzed the total data (<italic>n</italic>&#x20;&#x3d; 152 and <italic>n</italic>&#x20;&#x3d; 90) for a monitoring station, North Campus, Delhi University, New Delhi, and Riyadh, Saudi Arabia, to evaluate the variable changes in particulate matter in the comparative time frame. Time series plotting techniques were used to investigate variable changes over time during the pre and lockdown period. Statistical Package for the Social Sciences (SPSS) software was used to perform the statistical analysis (version 26.0 SPSS Inc., Chicago, IL, United&#x20;States). The wind rose plot was drawn using Lake Environment software with wind speed input parameters.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>Results and Discussion</title>
<sec id="s3-1">
<title>PM<sub>2.5</sub> and PM<sub>10</sub> Levels in New Delhi, India</title>
<p>In the present paper, particulate matter (PM<sub>2.5</sub> and PM<sub>10</sub>) levels have shown a significant decline from January to May 2020 during the pandemic situation (<xref ref-type="fig" rid="F1">Figure&#x20;1</xref>). According to <xref ref-type="bibr" rid="B93">Singh &#x26; Kumar (2021)</xref> the continuous reduction in the levels of particulate matter (PM<sub>2.5</sub> and PM<sub>10</sub>) was observed in subsequent months during the complete lockdown caused by the restriction of non-essential services such as transport and complete closure of markets and industrial activities. Average concentrations of PM<sub>2.5</sub> and PM<sub>10</sub> were 123.24&#xa0;&#xb5;gm-<sup>3</sup> and 151.24&#xa0;&#xb5;gm-<sup>3,</sup> respectively, in North Campus, Delhi University. The maximum concentrations of PM<sub>2.5</sub> and PM<sub>10</sub> were 178.2&#xa0;&#xb5;gm<sup>&#x2212;3</sup> and 335.43&#xa0;&#xb5;gm<sup>&#x2212;3</sup> respectively during the month of February, whereas the minimum were 12.36&#xa0;&#xb5;gm<sup>&#x2212;3</sup> and 23.06&#xa0;&#xb5;gm<sup>&#x2212;3</sup> during the month of May. In addition, the lowest mean concentrations were 31.42&#xa0;&#xb5;gm<sup>&#x2212;3</sup> and 100.16&#xa0;&#xb5;gm<sup>&#x2212;3,</sup> respectively, during the month of April (<xref ref-type="sec" rid="s9">Supplementary Figure S1</xref>). Thus, the concentration of PM<sub>2.5</sub> was observed far below the prescribed standard value of CPCB (40&#xa0;&#xb5;gm<sup>&#x2212;3</sup>) in the month of April. The significant reduction in PM<sub>2.5/10</sub> was caused by restrictions on the use of private vehicles and other non-essential transportation, halt on construction and industrial activities. This led to a general reduction of anthropogenic PM pollution (<xref ref-type="bibr" rid="B43">Klimont et&#x20;al., 2017</xref>). The linear decline in the average concentration of PM<sub>2.5</sub> was reported even in New York (&#xb5;gm<sup>&#x2212;3</sup>) from December 2019 to March 2020 (<xref ref-type="bibr" rid="B15">Chauhan and Singh 2020</xref>). <xref ref-type="bibr" rid="B94">Singh et&#x20;al. (2021b)</xref> claimed that the mean concentrations of PM<sub>2.5</sub> and PM<sub>10</sub> were slightly higher during the month of May owing to the start of use of necessary transportation and controlled industrial activities in non-containment zones in Delhi. (<xref ref-type="sec" rid="s9">Supplementary figure&#x20;S2</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>The box plot for concentration of PM<sub>2.5</sub> and PM<sub>10</sub> during the pandemic, North Campus Delhi University.</p>
</caption>
<graphic xlink:href="fenvs-09-784959-g001.tif"/>
</fig>
<p>The present study focused on determining drastic changes in the concentrations of air pollutants, especially particulate matter PM<sub>2.5</sub> and PM<sub>10</sub> concentrations, during the pandemic situation in India, including Delhi. The PM<sub>2.5</sub> and PM<sub>10</sub> concentrations significantly declined from January 2020 to May 2020 during the pandemic situation in Delhi. A constant decline in the PM<sub>2.5</sub> and PM<sub>10</sub> concentrations was observed in subsequent months due to complete lockdown, during which international and trains, traffic activities, markets, and industrial activities were suspended. The average concentrations of PM<sub>2.5</sub> and PM<sub>10</sub> in the pre-lockdown period were observed to be 93.24&#xa0;&#xb5;gm<sup>&#x2212;3</sup> and 176.55&#xa0;&#xb5;gm<sup>&#x2212;3,</sup> whereas, during the lockdown period, they were 36.09&#xa0;&#xb5;gm<sup>&#x2212;3</sup> and 98.87&#xa0;&#xb5;gm<sup>&#x2212;3</sup>, respectively (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>). Several recent studies on Delhi reported similar results for PM2.5 concentration values; Singh et&#x20;al., 2021 (41.41&#xa0;&#xb5;gm-3), <xref ref-type="bibr" rid="B24">Dutta and Jinsart, 2020</xref> (42.15&#xa0;&#xb5;gm-3), Chaudhary et&#x20;al., (33.09&#x2013;122.2&#xa0;&#xb5;gm-3), Roy and Balling (46.5&#x2013;39.1&#xa0;&#xb5;gm-3). This significant reduction was mainly attributable to government&#x2019;s orders on non-use of private vehicles and other non-essential transportation since transport sector is the primary source of particulate matter in the atmosphere.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>The box plot for concentration of PM<sub>2.5</sub> and PM<sub>10</sub> during pre- and during the lockdown period, North Campus Delhi University.</p>
</caption>
<graphic xlink:href="fenvs-09-784959-g002.tif"/>
</fig>
<p>The maximum value of PM<sub>2.5</sub> and PM<sub>10</sub> in the pre-lockdown period was calculated to be 215.5&#xa0;&#xb5;gm<sup>&#x2212;3</sup> and 369.94&#xa0;&#xb5;gm<sup>&#x2212;3</sup> whereas, during the lockdown period, it was estimated to be 88.5&#xa0;&#xb5;gm<sup>&#x2212;3</sup> and 93.24&#xa0;&#xb5;gm<sup>&#x2212;3</sup> respectively during the month of April. In terms of minimum concentrations of PM<sub>2.5</sub> and PM<sub>10</sub>, pre-lockdown values were recorded to be 17.84&#xa0;&#xb5;gm<sup>&#x2212;3</sup> and 43.82&#xa0;&#xb5;gm<sup>&#x2212;3</sup> respectively during the month of March; whereas, during the lockdown period, these respective values were 12.36&#xa0;&#xb5;gm<sup>&#x2212;3</sup> and 23.03&#xa0;&#xb5;gm<sup>&#x2212;3</sup> during the month of April (<xref ref-type="sec" rid="s9">Supplementary Figure S3</xref>). The present study shows that average concentrations of PM<sub>2.5</sub> and PM<sub>10</sub> declined by -59% and -44%, respectively, during the lockdown period in Delhi.</p>
<p>According to Kerimra, spatial reduction in the value of PM<sub>2.5</sub> varied between 6 and 34% during the lockdown period in Almaty, Kazakhstan (<xref ref-type="bibr" rid="B40">Kerimray et&#x20;al., 2020</xref>). A study conducted in Zaragoza, Spain, also reported a decline in the concentration of PM<sub>2.5</sub> by -58% during March 2020 compared with February 2020. Similar changes were also observed in Beijing and other cities of China during the lockdown period (<xref ref-type="bibr" rid="B86">Sharma et&#x20;al., 2020</xref>). Another study found a reduction in the concentration of PM<sub>10</sub> in urban areas and traffic areas by -27.8% and -31%, respectively, in Barcelona (Spain) during their lockdown periods (<xref ref-type="bibr" rid="B101">Tobias et&#x20;al., 2020</xref>). Thus, the significant reduction in the concentration of PM<sub>2.5</sub> and PM<sub>10</sub> during the lockdown period could also be attributed to a lower frequency of temperature inversion, atmospheric temperature, increasing wind speeds, and changes in wind direction.</p>
</sec>
<sec id="s3-2">
<title>Role of Meteorological Parameters</title>
<p>The meteorological parameters such as temperature, mixing height, wind speed, and rainfall played a significant role in changing PM<sub>2.5</sub> and PM<sub>10</sub> levels during the lockdown period. PM<sub>2.5</sub> and PM<sub>10</sub> levels were observed to rise in the second week of phase-I of lockdown, primarily attributed to changes in meteorological conditions over Delhi and&#x20;NCR.</p>
<p>Due to the onset of summers, the temperature started to increase with an average temperature of 20.9 &#xb0;C on March 16, 2020 to 30.4 &#xba;C on 1<sup>st</sup> May 2020, leading to dry and dusty conditions. Moreover, it was reported that a mild dust storm from the western part of the country and even from the gulf regions hit Delhi on 14th&#x2013;15th April 2020, thus rapidly increasing the PM<sub>10</sub> levels in Delhi and NCR. It is important to mention here that meteorological factors with average mixing height and wind speed improved the level of PM<sub>2.5</sub> and PM<sub>10</sub> for pre-lockdown and lockdown phases against the same periods in the previous year. Wind speed and mixing height were also higher in the first lockdown phase than pre-lockdown levels. Spells of light to moderate rains were also recorded in Delhi NCR on 5<sup>th</sup> March, 14<sup>th</sup> March, 27<sup>th</sup> March, 28th&#x2014;29th March, 17th, and 18th April, 25th and 26th April, and 3<sup>rd</sup> May during 2020, assisting in air quality improvement (<xref ref-type="bibr" rid="B19">CPCB, 2020</xref>).</p>
<p>The salient findings from several recent studies worldwide, including India and Saudi Arabia, during the lockdown period are presented in <xref ref-type="table" rid="T1">Table&#x20;1</xref>. A negative correlation between concentrations of PM<sub>2.5</sub>, PM<sub>10,</sub> and ambient temperature was reported during the lockdown period, which indicated vertical dispersion of PM pollutants caused by high temperature (<xref ref-type="bibr" rid="B95">Singh et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B91">Singh et&#x20;al., 2021c</xref>). The present study revealed a significant negative correlation between wind speed and particulate matter pollutants which possibly indicated the predominance of local sources as well as transportation of dust particles from longer distances over Delhi during the pre-lockdown period (<xref ref-type="sec" rid="s9">Supplementary Table S1</xref>). The wind rose for Delhi during the lockdown period was depicted in the <xref ref-type="fig" rid="F3">Figure&#x20;3</xref>. The wind rose blow from north-east much of the time during the lockdown period. This westerly wind and rainfall along the Mediterranean Sea could play a possible role in washing out the particulate matter during March, which led to further decline of the PM pollutant from the ambient atmosphere (<xref ref-type="bibr" rid="B93">Singh &#x26; Kumar, 2021</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Several recent studies across the world during the lockdown period.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">The study area (city, country)</th>
<th align="center">Key findings for PM<sub>2.5</sub> and PM<sub>10</sub>
</th>
<th align="center">Author (year)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Present Study (Delhi, India)</td>
<td align="left">Average concentrations for PM<sub>2.5</sub> and PM<sub>10</sub> during the lockdown period were observed to be 36.09&#xa0;&#x3bc;g/m<sup>3</sup> and 98.87&#xa0;&#x3bc;g/m<sup>3</sup>, respectively</td>
<td align="left">Present Study</td>
</tr>
<tr>
<td align="left">Delhi (India)</td>
<td align="left">Average concentrations for PM<sub>2.5</sub> and PM<sub>10</sub> were varied from 41.14 to 60.56&#xa0;&#x3bc;g/m<sup>3</sup> and 86.81&#x2013;169.32&#xa0;&#x3bc;g/m<sup>3</sup> for different lockdowns in Delhi, India, respectively.</td>
<td align="left">
<xref ref-type="bibr" rid="B93">Singh &#x26; Kumar (2021)</xref>
</td>
</tr>
<tr>
<td align="left">Delhi (India)</td>
<td align="left">Reductions in PM<sub>2.5</sub> (39%) and PM<sub>10</sub> (60%) as compared to 2019.</td>
<td align="left">
<xref ref-type="bibr" rid="B59">Mahato et&#x20;al. (2002)</xref>
</td>
</tr>
<tr>
<td align="left">Delhi (India)</td>
<td align="left">A similar study conducted in Delhi, the result showed that PM<sub>2.5</sub> and PM<sub>10</sub> levels declined up to 55&#x2013;65% during the lockdown period</td>
<td align="left">Garg et&#x20;al. (2021)</td>
</tr>
<tr>
<td align="left">Delhi (India)</td>
<td align="left">The average concentrations of atmospheric air pollutants PM<sub>2.5</sub> and PM<sub>10</sub> were reduced to 42.15&#xa0;&#x3bc;g/m<sup>3</sup>, and 128.68&#xa0;&#x3bc;g/m<sup>3</sup> and where 73.85%, and 46.48% lower than pre-COVID-19 levels.</td>
<td align="left">
<xref ref-type="bibr" rid="B24">Dutta &#x26; Jinsart (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Chennai (India)</td>
<td align="left">overall PM<sub>2.5</sub> values decreased for the lockdown (ranging from &#x223c;32&#x2013;187%), weekly analysis shows the variation in reduction/increase.</td>
<td align="left">Singh and Tyagi (2020)</td>
</tr>
<tr>
<td align="left">Uttar Pradesh (India)</td>
<td align="left">A significant reduction in the ground-level pollution load of PM<sub>2.5</sub> and PM<sub>10</sub> has been observed during the lockdown period in Uttar Pradesh.</td>
<td align="left">
<xref ref-type="bibr" rid="B52">Kumar (2021)</xref>
</td>
</tr>
<tr>
<td align="left">Uttar Pradesh and the Delhi-National Capital Region (India)</td>
<td align="left">The PM<sub>2.5</sub> concentrations during lockdown Phase 1 were approximately 44.6% lower for cities in Uttar Pradesh and about 58.5% lower for the Delhi-NCR</td>
<td align="left">
<xref ref-type="bibr" rid="B31">Goel et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Delhi, Mumbai, Kolkata, Chennai, and Hyderabad (India)</td>
<td align="left">The average concentration levels of PM<sub>2.5</sub> and PM<sub>10</sub> have decreased nationwide by 33%, and 34% respectively during the nationwide lockdown compared to their concentration levels before the lockdown.</td>
<td align="left">
<xref ref-type="bibr" rid="B106">Verma and Kamyotra (2021)</xref>
</td>
</tr>
<tr>
<td align="left">Delhi, Mumbai, Kolkata, and Bangalore (India)</td>
<td align="left">Concentration declined in PM<sub>2.5</sub> (&#x223c;41%) and PM10 (52%).</td>
<td align="left">
<xref ref-type="bibr" rid="B33">Jain &#x26; Sharma, (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Delhi, Mumbai, Kolkata, and Chennai (India)</td>
<td align="left">The findings conclude a significant improvement in air quality with respect to a reduction of 49&#x2013;73%, 17&#x2013;63%, in the mean concentration of PM<sub>2.5</sub> and PM<sub>10</sub>, respectively.</td>
<td align="left">
<xref ref-type="bibr" rid="B74">Pant et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">India (22 different cites)</td>
<td align="left">Reduction in concentration for PM<sub>2.5</sub> (43%) and PM<sub>10</sub> (31%)</td>
<td align="left">
<xref ref-type="bibr" rid="B86">Sharma et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Dwarka river basin within Jharkhand and West Bengal (India)</td>
<td align="left">PM<sub>10</sub> concentration was reduced from 189-278&#xa0;&#x3bc;g/m<sup>3</sup>in the pre-lockdown period to 50&#x2013;60&#xa0;&#x3bc;g/m<sup>3</sup>.</td>
<td align="left">
<xref ref-type="bibr" rid="B61">Mandal &#x26; Pal (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Lucknow, and New Delhi, (India)</td>
<td align="left">PM<sub>2.5</sub> concentration for Lucknow and New Delhi declined from 54&#x2013;222 and 47&#x2013;204&#xa0;&#x3bc;g/m<sup>3</sup> during the lockdown period (25th March to 14 April, respectively.</td>
<td align="left">
<xref ref-type="bibr" rid="B96">Srivastava et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Gujarat (India)</td>
<td align="left">The concentrations of PM<sub>2.5</sub> and PM<sub>10</sub> were reduced by 38&#x2013;78%, and 32&#x2013;80%, in Gujarat respectively.</td>
<td align="left">
<xref ref-type="bibr" rid="B82">Selvam et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Mecca, Madinah, and Jeddah (Saudi Arabia)</td>
<td align="left">No major changes in PM<sub>10</sub> were observed, whereas other findings were 44% reduction in NO<sub>2</sub> and 16% reduction in CO concentrations during COVID-19 restrictions.</td>
<td align="left">Farahat et&#x20;al. (2020)</td>
</tr>
<tr>
<td align="left">Makkha city (Saudi Arabia)</td>
<td align="left">Findings indicate the presence of a significant decrease of concentration rates during the lockdown period, compared with the pre-pandemic period, by 26.34% for SO<sub>2</sub>, 28.99% for NO<sub>2</sub>, 26.24% for CO, 11.62% for O<sub>3</sub>, and 30.03% for PM<sub>10</sub>.</td>
<td align="left">
<xref ref-type="bibr" rid="B126">Morsy et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Riyadh, Makkha, and Jeddah (Saudi Arabia)</td>
<td align="left">The percentage changes in concentrations of CO (33.60%) and SO<sub>2</sub> (44.16%) were higher in Jeddah; PM<sub>10</sub> (91.12%) in Riyadh, while NO<sub>2</sub> (44.35%) and O<sub>3</sub> (18.98%) were highest in Makkah</td>
<td align="left">
<xref ref-type="bibr" rid="B34">Aljahdali et&#x20;al. (2021)</xref>
</td>
</tr>
<tr>
<td align="left">Eastern Province (Saudi Arabia)</td>
<td align="left">The Eastern Province, Saudi Arabia experienced significant concentration reductions at varying rates for PM<sub>10</sub> (21&#x2013;70%), CO (5.8&#x2013;55%), and SO<sub>2</sub> (8.7&#x2013;30%), while O<sub>3</sub> concentrations showed increasing rates ranging between 6.3 and 45%.</td>
<td align="left">
<xref ref-type="bibr" rid="B103">Anil &#x26; Alagha (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Riyadh (Saudi Arabia)</td>
<td align="left">After sandstorm, the&#xa0;<ext-link ext-link-type="uri" xlink:href="https://www.sciencedirect.com/topics/earth-and-planetary-sciences/air-pollutant">air pollutants</ext-link>, CO level increased by 84.25%; PM<sub>2.5</sub>: 76.71%; O<sub>3</sub>: 40.41%; NO<sub>2</sub>: 12.03%; and SARS-CoV-2 cases increased by 33.87%. However, the number of deaths decreased by 22.39%.</td>
<td align="left">
<xref ref-type="bibr" rid="B63">(Meo, 2021)</xref>
</td>
</tr>
<tr>
<td align="left">Global countries (34 countries including Saudi Arabia)</td>
<td align="left">On a global average basis, a 34.0% reduction in NO<sub>2</sub> concentration and a 15.0% reduction in PM<sub>2.5</sub> were estimated during the strict lockdown period (until April 30, 2020). Global average O<sub>3</sub> concentration increased by 86.0% during this same period.</td>
<td align="left">
<xref ref-type="bibr" rid="B102">Torkmahalleh et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Cairo, Egypt and Riyadh (Saudi Arabia)</td>
<td align="left">The results demonstrated that the lockdown was associated with a reduction in NO<sub>2</sub> by 40.3 and 23% in Riyadh and Cairo, respectively.</td>
<td align="left">
<xref ref-type="bibr" rid="B107">Abdelsattar et&#x20;al. (2021)</xref>
</td>
</tr>
<tr>
<td align="left">China and Europe (France, Germany, Spain, and Italy)</td>
<td align="left">Decreased PM<sub>2.5</sub> in 367 cities (18.9 &#x3bc;g/m3), and Wuhan (-1.4 &#x3bc;g/m3)</td>
<td align="left">
<xref ref-type="bibr" rid="B123">Zambrano-Monserrate et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">New York, Los Angeles, Zaragoza, Rome, Dubai, Delhi, Mumbai, Beijing, and Shanghai</td>
<td align="left">Declined PM<sub>2.5</sub> concentration in Delhi (35%), Mumbai (14%), Beijing (50%), Shanghai (50%), Dubai (11%), New York (32%), Los Angeles (4%), and Zaragoza and Rome (no changes).</td>
<td align="left">
<xref ref-type="bibr" rid="B15">Chauhan &#x26; Singh (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Spain (Barcelona)</td>
<td align="left">Decline PM<sub>10</sub> concentration in Spain from -28% to -31%.</td>
<td align="left">
<xref ref-type="bibr" rid="B101">Tobias et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Malaysia and Southeast Asia</td>
<td align="left">Reduced concentration in PM<sub>10</sub> for (industrial: 28&#x2013;39%, urban: 26&#x2013;31%), and PM<sub>2.5</sub> (industrial: 20&#x2013;42%, urban: 23&#x2013;32%) respectively.</td>
<td align="left">
<xref ref-type="bibr" rid="B37">Kanniah et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Southern European cities (Nice, Rome, Valencia and Turin) and Wuhan (China)</td>
<td align="left">Declined in PM<sub>2.5</sub> and PM<sub>10</sub> (&#x223c;8% in Europe and &#x223c;42% in Wuhan) at urban stations, respectively.</td>
<td align="left">
<xref ref-type="bibr" rid="B89">Sicard et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Yangtze River Delta Region (China)</td>
<td align="left">Reductions in PM<sub>2.5</sub> (27&#x2013;46%) in China.</td>
<td align="left">
<xref ref-type="bibr" rid="B55">Li et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">44 cities in northern China</td>
<td align="left">The AQI for PM<sub>2.5</sub>, and PM<sub>10</sub>, decreased by 6.76%, and 5.93%, respectively.</td>
<td align="left">Bao &#x26; Zhang, (2020)</td>
</tr>
<tr>
<td align="left">Almaty (Kazakhstan)</td>
<td align="left">Reduction in PM<sub>2.5</sub> (21%, spatial variations: 6&#x2013;34%).</td>
<td align="left">
<xref ref-type="bibr" rid="B40">Kerimray et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Northern China</td>
<td align="left">Reduction in PM<sub>2.5</sub> (29&#x20;&#xb1; 22%), and (31&#x20;&#xb1; 6%) in Northern China and Wuhan respectively.</td>
<td align="left">
<xref ref-type="bibr" rid="B87">Shi &#x26; Brasseur (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Sale City (Morocco)</td>
<td align="left">PM<sub>10</sub> was reduced by 75% in Sale City.</td>
<td align="left">
<xref ref-type="bibr" rid="B71">Otmani et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">China (Beijing, Shanghai, Guangzhou, and Wuhan)</td>
<td align="left">Decreased PM<sub>2.5</sub> in Beijing, Shanghai, Guangzhou, and Wuhan by 9.23, 6.37, 5.35, and 30.79&#xa0;&#x3bc;g/m<sup>3</sup>, respectively.</td>
<td align="left">
<xref ref-type="bibr" rid="B111">Wang et&#x20;al. (2020b)</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Wind rose diagram for Delhi monitoring station.</p>
</caption>
<graphic xlink:href="fenvs-09-784959-g003.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>PM<sub>10</sub> Levels in Riyad, Saudi Arabia</title>
<p>The maximum and minimum median values in Riyadh were 245&#xa0;&#xb5;gm<sup>&#x2212;3,</sup> and 6.0&#xa0;&#xb5;gm<sup>&#x2212;3,</sup> respectively, during the same period. The average median of PM<sub>10</sub> during the lockdown period was 33.71&#xa0;&#xb5;gm<sup>&#x2212;3</sup>. A similar result for Riyadh was reported (24.10&#x20;&#xb1; 4.78&#xa0;&#xb5;gm<sup>&#x2212;3</sup>) during the lockdown period by <xref ref-type="bibr" rid="B34">Aljahdali et&#x20;al., 2021</xref>. The value of PM<sub>10</sub> was observed much lower than the standard value (80&#xa0;&#xb5;gm<sup>&#x2212;3</sup> annual means) by prescribed Presidency of Meteorology and Environment (PME) (<xref ref-type="bibr" rid="B18">Munir et&#x20;al., 2016</xref>).</p>
<p>The present study finds no major changes in particulate matter pre- and post-lockdown periods in Riyad, Saudi Arabia, which could be due to frequent dust events during the same period. Farahat also suggested similar findings over major cities (Mecca, Jeddah, Madinah) of Saudi Arabia during the Hajj Period of 2019&#x2013;2020, where the winds played a crucial role in the transportation of dust (<xref ref-type="bibr" rid="B25">Farahat et&#x20;al., 2021</xref>). Another study conducted in the Eastern Province of Saudi Arabia experienced a significant reduction in the concentration of PM<sub>10</sub> (21&#x2013;70%) during the lockdown period (<xref ref-type="bibr" rid="B103">Anil &#x26; Alagha, 2020</xref>). Morsy indicated a considerable decrease in concentration levels during the lockdown period, compared with the pre-pandemic period, by 30.3% for PM<sub>10</sub> in Makkah city, Saudi Arabia (<xref ref-type="bibr" rid="B64">Morsy et&#x20;al., 2021</xref>)<sub>.</sub> The flatted peak of PM<sub>10</sub> during the pandemic lockdown period was interpreted by the commitment of Makkah residents due to precautionary measures of COVID-19.</p>
<p>Furthermore, preventive measures such as curfew enforcement had contributed to lowering the level of particulate matter to a great extent in the capital of Riyadh. The complete lockdown and restricted industrial activities and vehicular movement resulted in a significant reduction in air pollutants, as recorded by some air quality monitoring stations located throughout the city (Saudi Gazette, 2020). A comparative graph between New Delhi (India) and Riyadh (Saudi Arabia) for particulate matter has been presented in <xref ref-type="fig" rid="F4">Figure&#x20;4</xref> during the pandemic lockdown periods.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Comparative study of PM<sub>10</sub> for Riyadh and New Delhi during the pandemic periods.</p>
</caption>
<graphic xlink:href="fenvs-09-784959-g004.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>Air Quality Index</title>
<p>Delhi is considered as one of the most polluted cities on the Earth, with transport (41%), industry (18.61%), power plants (4.92%), and residential emissions (2.96%) being the major contributing factors. The levels of PM<sub>2.5</sub> and PM<sub>10</sub> in Delhi drastically declined during the pandemic. The AQI data for the present study shows that the mean concentrations of PM<sub>2.5</sub> and PM<sub>10</sub> in the pre-lockdown period were 93.24&#xa0;&#xb5;gm-3 (indicating &#x2018;poor&#x2019; air quality) 176.55&#xa0;&#x3bc;gm<sup>&#x2212;3</sup> (indicating &#x201c;moderately polluted&#x201d; air quality) respectively. The average values of PM<sub>2.5</sub> and PM<sub>10</sub> during the lockdown period were found to be 37.89&#xa0;&#x3bc;gm<sup>&#x2212;3</sup> and 98.87&#xa0;&#x3bc;gm<sup>&#x2212;3</sup> respectively, indicating a &#x201c;satisfactory&#x201d; green category of air quality equivalent to a few of the European cities during the lockdown period (<xref ref-type="table" rid="T2">Table&#x20;2</xref>). The drastic change in Delhi&#x2019;s air quality could be attributed to a decrease in socio-economic activities in the city. The concentrations of PM<sub>2.5</sub> and PM<sub>10</sub> decreased by 59 and 44% during the lockdown period: a marked improvement in air quality. A similar finding was reported with a maximum reduction of 49% in AQI value in Delhi (<xref ref-type="bibr" rid="B86">Sharma et&#x20;al., 2020</xref>). This led to a drastic improvement of the AQI values in Delhi. The air quality levels drastically improved because of the complete absence of major sources of primary air pollutants, such as emissions from vehicles, industry, construction, and brick kilns, during the lockdown period.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>National AQI classes, range, health impacts and health breakpoints for the seven pollutants (Scale: 0&#x2013;500).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left"/>
<th align="left"/>
<th align="left"/>
<th align="left"/>
<th colspan="2" align="center">Pre-lockdown</th>
<th colspan="2" align="center">During lockdown</th>
</tr>
<tr>
<th align="left">AQI category (range)</th>
<th align="center">Associated Heath Impacts</th>
<th align="center">PM<sub>10</sub>PM<sub>2.5</sub> 24-h</th>
<th align="center">24-h</th>
<th align="center">PM<sub>10</sub>PM<sub>2.5</sub> 24-h</th>
<th align="center">PM<sub>10</sub>24-h</th>
<th align="center">PM<sub>2.5</sub> 24-h</th>
<th align="center">24-h</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Good (0&#x2013;50)</td>
<td align="left">Minimal Impact</td>
<td align="center">0&#x2013;50</td>
<td colspan="5" align="left">0&#x2013;50</td>
</tr>
<tr>
<td align="left">Satisfactory (51&#x2013;100)</td>
<td align="left">Minor breathing discomfort to sensitive people</td>
<td align="center">31&#x2013;60</td>
<td colspan="3" align="left">51&#x2013;100</td>
<td align="char" char=".">58</td>
<td align="char" char=".">
<bold>99</bold>
</td>
</tr>
<tr>
<td align="left">Moderately Polluted (101&#x2013;200)</td>
<td align="left">Breathing discomfort to the people with lung disease</td>
<td align="center">61&#x2013;90</td>
<td colspan="2" align="left">101&#x2013;250</td>
<td colspan="3" align="char" char=".">151</td>
</tr>
<tr>
<td align="left">Poor (201&#x2013;300)</td>
<td align="left">Breathing discomfort to the people with prolonged exposure</td>
<td align="center">91&#x2013;120</td>
<td colspan="5" align="left">251&#x2013;350</td>
</tr>
<tr>
<td align="left">Very Poor (301&#x2013;400)</td>
<td align="left">Breathing illness to the people with prolonged exposure</td>
<td align="center">121&#x2013;250</td>
<td align="center">251&#x2013;430</td>
<td colspan="4" align="char" char=".">211</td>
</tr>
<tr>
<td align="left">Sever (401&#x2013;500)</td>
<td align="left">Respiratory effects even on healthy people</td>
<td align="center">250&#x2b;</td>
<td colspan="5" align="left">430&#x2b;</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Apart from this, another study focused on exploring adverse effects on global public health and social media&#x2019;s indispensable role in providing the correct information in the COVID-19 health crisis (<xref ref-type="bibr" rid="B70">NeJhaddadgar et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B57">Liu et&#x20;al., 2021b</xref>). A study claimed that human&#x2013;pathogen interactions, such as data from Unit 731, can help epidemiologists better understand pandemics of COVID-19&#x2019;s scale (<xref ref-type="bibr" rid="B97">Su et&#x20;al., 2021a</xref>; <xref ref-type="bibr" rid="B98">Su et&#x20;al., 2021b</xref>).</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>Conclusion</title>
<p>The outcome of lockdown on air quality was assessed from 1<sup>st</sup> January, 2020 to 31<sup>st</sup> May, 2020 for New Delhi (India) and from 1st January, 2020 to 10<sup>th</sup> April, 2020 for Riyadh (Saudi Arabia). The significant reduction in the concentration levels of PM<sub>2.5</sub> and PM<sub>10</sub> was caused by restrictions on the usage of private vehicles, suspension of non-essential transportation, construction, and industrial activities during the pandemic. The reduction in the concentration value of PM<sub>2.5</sub> was calculated to be more than the value of PM<sub>10</sub> during the lockdown period, which indicates that traffic was a significant source for the emission of PM<sub>2.5</sub>. Average concentrations of PM<sub>2.5</sub> and PM<sub>10</sub> were calculated to be 123.24&#xa0;&#x3bc;g/m<sup>3</sup> and 151.24&#xa0;&#x3bc;g/m<sup>3,</sup> respectively, in North Campus, Delhi University. Average concentrations of PM<sub>2.5</sub> and PM<sub>10</sub> in the pre-lockdown period were observed to be 93.24&#xa0;&#x3bc;g/m<sup>3</sup> and 176.55&#xa0;&#x3bc;g/m<sup>3</sup>, respectively, whereas, during the lockdown period, their respective concentrations were 37.89&#xa0;&#x3bc;g/m<sup>3</sup> and 98.87&#xa0;&#x3bc;g/m<sup>3</sup>. The values of PM<sub>10</sub> showed different trends in Riyadh compared to New Delhi, indicating significant influence from natural (sand and dust storms) and anthropogenic sources during the lockdown periods. This could be attributed to no major changes for particulate matter for pre-and during the lockdown periods. The COVID-19 provided a rare opportunity to countries, including India, to collect air pollution baseline data during the nationwide lockdown. Air pollutants from transport, industries, and commercial activities were reduced significantly during this period. This baseline data could be very relevant to air pollution reduction policies.</p>
<p>Despite this, there are several challenges in the present study, particularly in selecting only one monitoring station. This is a small-scale study with a limited number of sites, which shows significant results. A detailed analysis with a greater number of monitoring stations is desirable. Identification of the sources of air pollution may be incomplete, and certain temporal aspects need to be further studied. In addition, meteorological parameters play a significant role in the transmission of COVID-19 that need to be examined in detail. The non-enforcement of India&#x2019;s anti-pollution laws is one of the major factors contributing to the high pollution load in India. More research emphasizing these areas is needed. The government should make efforts to maintain positive air quality by instituting advanced emission control technologies because it can significantly improve the environment and thus the health of the people.</p>
<p>The relationship between the air quality and COVID-19 induced lockdowns is significant, subject to the strength of local meteorological and other natural factors. For example, the magnitude of improvement in the air quality in Delhi, shown by a drastic reduction in the concentration of air pollutants, especially PM<sub>2.5</sub> and PM<sub>10</sub>, is mainly correlated with the on-ground implementation of the lockdown and prevalence of support local factors, including meteorological factors like wind speed etc. However, relatively smaller gains in the improvement of air quality in Riyadh are correlated to the imposition of milder lockdown and the predominance of natural factors over the anthropogenic factors&#x20;there.</p>
<p>The paper conveys the positive impact of lockdowns on air quality in metropolitan cities. The gains are subject to many factors, two of which have been established in the current study in the form of the intensity of lockdown and prevalence and relative strength of local meteorological and natural factors against their anthropogenic counterparts.</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s9">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>BS: Conceptualization, introduction analysis, methodology section. GE: Analysis of the result and discussion for particulate matter for Saudi Arabia. PK: Framing the fine particulate matter associated with New Delhi. PC: Conceptualise the Air Quality Index of the current manuscript. MI improves the quality of the current draft, Writing review and editing. SR: Preparing a literature review and table for a comparative study between New Delhi India and Riyadh, Saudi Arabia</p>
</sec>
<sec sec-type="COI-statement" id="s7">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s8">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ack>
<p>The authors are grateful to the Researchers Supporting Project No. (RSP-2021/161). King Saud University, Riyadh, Saudi Arabia. The first author thanks Ms. Sonia Kumari and Dr. Sadaf Nazneen for insightful discussion and valuable suggestions during the preparation of the paper. The authors also appreciate Ms. Pallvi Rana, Ms. Nishtha Mittal, and Ms. Pooja deep proofreading the current manuscript.</p>
</ack>
<sec id="s9">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fenvs.2021.784959/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fenvs.2021.784959/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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