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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">1098611</article-id>
<article-id pub-id-type="doi">10.3389/fenvs.2022.1098611</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Environmental Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Variations of aerosol and cloud vertical characteristics based on aircraft measurements in upstream of Shanghai during the 2020 China international import expo</article-title>
<alt-title alt-title-type="left-running-head">Yu et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fenvs.2022.1098611">10.3389/fenvs.2022.1098611</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Yu</surname>
<given-names>Yang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2096896/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhu</surname>
<given-names>Qing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2099143/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>He</surname>
<given-names>Qianshan</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gao</surname>
<given-names>Yang</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhou</surname>
<given-names>Xu</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2099377/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Rong</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Xiaotuo</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Hongyu</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Weijie</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Cheng</surname>
<given-names>Tiantao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1805757/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Atmospheric and Oceanic Sciences &#x26; Institute of Atmospheric Sciences</institution>, <institution>Fudan University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Shanghai Meteorological Bureau</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Weather Modification Centre</institution>, <institution>China Meteorological Administration (CMA)</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Environmental Research Center</institution>, <institution>Duke Kunshan University</institution>, <addr-line>Kunshan</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>IRDR ICoE on Risk Interconnectivity and Governance on Weather/Climate Extremes Impact and Public Health</institution>, <institution>Fudan University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Shanghai Qi Zhi Institute</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Innovation Center of Ocean and Atmosphere System</institution>, <institution>Zhuhai Fudan Innovation Research Institute</institution>, <addr-line>Zhuhai</addr-line>, <country>China</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>Institute of Eco-Chongming (SIEC)</institution>, <addr-line>Shanghai</addr-line>, <country>China</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/1487147/overview">Honglei Wang</ext-link>, Nanjing University of Information Science and Technology, China</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/2101461/overview">Xingna Yu</ext-link>, Nanjing University of Information Science and Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/185120/overview">Zhenxing Shen</ext-link>, Xi&#x2019;an Jiaotong University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Hongyu Li, <email>hyli@cma.gov.cn</email>; Tiantao Cheng, <email>ttcheng@fudan.edu.cn</email>
</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>07</day>
<month>12</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>1098611</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>11</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Yu, Zhu, He, Gao, Zhou, Zhang, Zhang, Li, Wang and Cheng.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Yu, Zhu, He, Gao, Zhou, Zhang, Zhang, Li, Wang and Cheng</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 terms.</p>
</license>
</permissions>
<abstract>
<p>Vertical information about aerosols and clouds is vital to understanding aerosol transport, aerosol-cloud interactions, and pollution-weather-climate feedback so as to reduce uncertainties in estimating their climatic effects. The combination of sounding, lidar, aircraft, and satellite measurements is widely used to obtain the vertical information of aerosols and clouds. We used an aircraft measurement over southern Anhui, the upstream regions of Shanghai, on 1 November which conducted to ensure good air quality for the Third China International Import Expo to examine the vertical characteristics of aerosol and cloud microphysical properties and their variations before and after cloud seeding. Observations showed aerosols and clouds were vertically stratified. Most aerosols trapped within the boundary layer are small particles with sizes less than 0.12&#xa0;&#xb5;m. Aerosol number concentrations (<italic>N</italic>
<sub>
<italic>a</italic>
</sub>) generally decreased with altitude in the cloudless atmosphere, with the largest particles occurring in 2500&#x2013;3500&#xa0;m due to dust transported from distant regions and high ambient humidity. Four separate cloud layers with unequal depths dominated by altostratus and nimbostratus appeared at different heights. The maximum cloud droplet concentration (<italic>N</italic>
<sub>
<italic>c</italic>
</sub>) and the minimum cloud droplet diameter (<italic>D</italic>
<sub>
<italic>c</italic>
</sub>) that appeared in the mid-level cloud (2246&#x2013;2482&#xa0;m) were 107.7&#xa0;cm<sup>&#x2212;3</sup> and 4.03&#xa0;&#x3bc;m, respectively, owing to the high proportion of hygroscopic particles. Hygroscopic particles played an important role in the growth of droplets and the activation of cloud condensation nuclei, especially under high ambient humidity. Cloud droplet size spectrum showed a unimodal distribution with a single peak at 5&#xa0;&#xb5;m in low- (970&#x2013;1000&#xa0;m) and mid-level clouds, but a trimodal distribution with peaks at 7&#xa0;&#x3bc;m, 12&#xa0;&#x3bc;m, and 17&#xa0;&#x3bc;m in the mid-high- and high-level clouds, indicating the broadening of spectra with increasing altitude. An artificial seeding experiment was conducted in the high-level clouds. Big cloud droplets and ice crystals increased significantly after cloud seeding. Meanwhile, cloud particle populations showed less <italic>N</italic>
<sub>
<italic>c</italic>
</sub>, larger <italic>D</italic>
<sub>
<italic>c</italic>
</sub>, and a wider size spectrum. Our results suggest that the artificial precipitation experiment promoted rainfall to a certain extent and contributed to the removal of pollutants from upstream regions, which is beneficial to the air quality of Shanghai.</p>
</abstract>
<kwd-group>
<kwd>aerosol</kwd>
<kwd>CCN</kwd>
<kwd>cloud microphysical properties</kwd>
<kwd>hygroscopicity</kwd>
<kwd>artificial precipitation</kwd>
</kwd-group>
<contract-num rid="cn001">42175179 41775129</contract-num>
<contract-num rid="cn002">22ZR1404000</contract-num>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Natural Science Foundation of Shanghai<named-content content-type="fundref-id">10.13039/100007219</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Aerosols can act as cloud condensation nuclei (CCN) and ice nuclei (IN) to alter cloud microphysical properties, such as droplet phase, size, number, and liquid water content (LWC), and thereby indirectly affect rainfall and climate (<xref ref-type="bibr" rid="B5">Andreae and Rosenfeld, 2008</xref>; <xref ref-type="bibr" rid="B9">Berg et al., 2011</xref>; <xref ref-type="bibr" rid="B30">Hudson and Noble, 2014a</xref>; <xref ref-type="bibr" rid="B31">Hudson and Noble, 2014b</xref>; <xref ref-type="bibr" rid="B4">Altaratz et al., 2014</xref>; <xref ref-type="bibr" rid="B63">Rosenfeld et al., 2019</xref>). Given stable LWC, aerosols play an important role in increasing CCN of warm clouds by raising cloud droplet number concentration (<italic>N</italic>
<sub>
<italic>c</italic>
</sub>) and reducing droplet effective radius (<xref ref-type="bibr" rid="B73">Twomey, 1977</xref>), thus elongating cloud lifetime and enlarging cloud cover (<xref ref-type="bibr" rid="B2">Albrecht 1989</xref>). Aerosols can also provide IN to impact the heterogeneous nucleation of cold clouds (<xref ref-type="bibr" rid="B47">Lopez and Avila, 2013</xref>; <xref ref-type="bibr" rid="B40">Kohn et al., 2016</xref>). Due to the complexity of aerosol-cloud interactions, aerosol-radiation-cloud feedbacks remain uncertain in predicting global climate change (<xref ref-type="bibr" rid="B33">IPCC, 2022</xref>).</p>
<p>The vertical distributions of aerosols and clouds are crucial to understand aerosol-cloud interactions and evaluate aerosol direct and indirect radiative forcing (<xref ref-type="bibr" rid="B21">Gobbi et al., 2004</xref>; <xref ref-type="bibr" rid="B41">Landman, 2010</xref>). Various projects used <italic>in-situ</italic> aircraft measurements with high temporal and spatial resolutions to explore the vertical and horizontal heterogeneity of aerosols and clouds (<xref ref-type="bibr" rid="B64">Schnitzhofer et al., 2009</xref>), for example, the Aerosol Characterization Experiment over the Southern Ocean (<xref ref-type="bibr" rid="B6">Bates et al., 1998</xref>; <xref ref-type="bibr" rid="B56">Raes et al., 2000</xref>; <xref ref-type="bibr" rid="B32">Huebert et al., 2003</xref>), the Intercontinental Chemical Transport Experiment over North America (<xref ref-type="bibr" rid="B67">Singh et al., 2006</xref>; <xref ref-type="bibr" rid="B66">Singh et al., 2009</xref>), and the Observations of Aerosols Above Clouds and Their Interactions over the Southeast Atlantic basin (<xref ref-type="bibr" rid="B59">Redemann et al., 2021</xref>). Aircraft measurements also contribute to the understanding of sources and transport of aerosols. For example, <xref ref-type="bibr" rid="B77">Yang J. M. et al. (2020)</xref> pointed out that the vertical stratification of aerosol and CCN spectrum is attributed to aerosols at different layers originating from various sources based on aircraft observation in Shanxi, China. <xref ref-type="bibr" rid="B1">Adachi et al. (2021)</xref> found that the sources, transport, and aging of Arctic aerosols vary depending on altitude and air-mass history during the Polar Airborne Measurements and Arctic Regional Climate Model Simulation Project 2018. In addition, such measurements provide insights into cloud microphysics. <xref ref-type="bibr" rid="B3">Allen et al. (2011)</xref> reported that <italic>N</italic>
<sub>
<italic>c</italic>
</sub> is well correlated with accumulation aerosols with sizes larger than 0.15&#xa0;&#x3bc;m&#xa0;at low supersaturations in the South East Pacific during the VAMOS Ocean-Cloud-Atmosphere-Land Regional Experiment. <xref ref-type="bibr" rid="B16">Earle et al. (2011)</xref> found that polluted clouds have a narrower droplet size spectrum, higher <italic>N</italic>
<sub>
<italic>c</italic>
</sub>, and higher albedo compared to clean clouds throughout the Indirect and Semi-Direct Aerosol Campaign. <xref ref-type="bibr" rid="B88">Zhao et al. (2018)</xref> found larger values of LWC in averaged profiles under polluted than clean conditions and a robust negative relationship between aerosol and cloud effective radius under constant LWC in Hebei, China.</p>
<p>Weather modification is an effective approach for altering small-scale weather. The most common form of weather modification is cloud seeding, which is used for precipitation enhancement, hail suppression, fog prevention, etc. (<xref ref-type="bibr" rid="B38">Kenneth, 1996</xref>). Silver iodide (AgI) and salt are the most widely used glaciogenic and hygroscopic seeding agents in weather modification (<xref ref-type="bibr" rid="B51">Marcolli et al., 2016</xref>). The vertical feature of aerosols and clouds is important for evaluating the seeding conditions of clouds and estimating their seeding efficiency (<xref ref-type="bibr" rid="B26">Guo and Zheng, 2010</xref>), and differences in cloud microphysics are often observed after cloud seeding. For example, the Seeded and Natural Orographic Wintertime clouds: the Idaho Experiment performed ground-based, remote sensing, and aircraft observations on clouds in Wyoming and Idaho and observed the changes in radar reflectivity and cloud microphysics inside and outside the seeding line (<xref ref-type="bibr" rid="B19">French et al., 2018</xref>; <xref ref-type="bibr" rid="B72">Tessendorf et al., 2019</xref>). <xref ref-type="bibr" rid="B69">Sun et al. (2017)</xref> found that the effective diameters of cloud droplets enlarged, and their size spectra widened and dispersed after seeding in Hebei, China. <xref ref-type="bibr" rid="B15">Dong et al. (2020)</xref> reported spherical liquid droplets were dominant before cloud seeding, but a large number of ice crystals with shapes of needle, plate, and columns appeared after seeding.</p>
<p>Recently, artificial precipitation, along with emission reduction, has often been used to mitigate urban air pollution through wet scavenging in China, especially during severely polluted days (<xref ref-type="bibr" rid="B68">Sun et al., 2019</xref>; <xref ref-type="bibr" rid="B87">Zhao et al., 2019</xref>). To guarantee good air quality during the Third China International Import Expo held in Shanghai from 5 to 10 November 2020, the government took measures to reduce local emissions in targeted regions and potential sources according to forecasts of air pollutants between 20 October and 10 November and applied artificial precipitation operations to alleviate external pollutants from upstream before they arrived at Shanghai. This paper presents aircraft measurements over southern Anhui to examine the vertical distributions and variations of aerosols, CCN, and cloud droplets before and after the artificial precipitation experiment. The goal is to provide insights into the vertical microphysical characteristics of aerosols and clouds and the combined effects of natural, anthropogenic and man-made aerosols on clouds. The results will help understand aerosol-cloud interactions and evaluate the potential impacts of particulate pollutants transported from upstream regions on downstream cities.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Material and methods</title>
<sec id="s2-1">
<title>2.1 Aircraft platform and seeding campaign</title>
<p>The aircraft platform used to detect aerosols and cloud droplets consists of an airplane (King-Air 350) and several onboard instruments manufactured by Droplet Measurement Technology of the United States. Their probes and functions are listed in <xref ref-type="table" rid="T1">Table 1</xref>. The Cloud Droplet Probe (CDP) can detect 2&#x2013;50&#xa0;&#xb5;m liquid cloud droplets or particles (30 bins). The Cloud Imaging Probe (CIP) can detect ice crystals and big cloud droplets ranging from 25 to 1550&#xa0;&#xb5;m (25 bins). The Cloud Condensation Nuclei Counter can measure CCN number concentrations at various supersaturation levels. The Passive Cavity Aerosol Spectrometer Probe (PCASP) can detect particles ranging from 0.1 to 3&#xa0;&#xb5;m (30 bins). In addition, the Aircraft-Integrated Meteorological Measurement System was employed to collect ambient temperature, relative humidity, wind speed, wind direction, and other meteorological factors.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Aircraft platform and onboard instruments.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Probe</th>
<th align="left">Number of size bins</th>
<th align="left">Measured particle size Range (&#x3bc;m)</th>
<th align="left">Detection content</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">CDP</td>
<td align="left">30</td>
<td align="left">2&#x223c;50</td>
<td align="left">Cloud droplet, Partial ice crystal</td>
</tr>
<tr>
<td align="left">CIP</td>
<td align="left">62</td>
<td align="left">25&#x223c;1550</td>
<td align="left">Big cloud droplet, ice crystal</td>
</tr>
<tr>
<td align="left">PCASP</td>
<td align="left">30</td>
<td align="left">0.1&#x223c;3</td>
<td align="left">Aerosol</td>
</tr>
<tr>
<td align="left">CCN Counter</td>
<td align="left">20</td>
<td align="left">0.75&#x223c;10</td>
<td align="left">cloud condensation nuclei</td>
</tr>
<tr>
<td align="left">AIMMS</td>
<td colspan="2" align="left"/>
<td align="left">meteorological elements</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>
<xref ref-type="fig" rid="F1">Figure 1</xref> shows a 3-D full flight track and its vertical view over southern Anhui on 1 November. The airplane took off from the Jiuhuashan airport (117.68&#xb0;E, 30.74&#xb0;N) at 14:24 local time (henceforth, LT)and then flew horizontally at 2000 m height towards Huangshan between 14:34 LT and 14:46 LT. After that, the airplane spiraled up to a maximum altitude of 5679&#xa0;m, during which it passed through four cloud layers, a low layer at 970&#x2013;1000&#xa0;m, a middle layer at 2240&#x2013;2500&#xa0;m, a mid-high layer at 3400&#x2013;4050&#xa0;m, and a high layer at 4350&#x2013;5400&#xa0;m (<xref ref-type="fig" rid="F1">Figure 1A</xref>). Later, the airplane started to conduct artificial seeding for precipitation enhancement at 15:06 LT, with an approximately horizontal &#x201c;8&#x201d;-shape cross closed track (A-B-C-D-B1-E-A) around 5000&#xa0;m (<xref ref-type="fig" rid="F1">Figure 1B</xref>). The artificial seeding lased two circles with nearly the same trajectory. According to records, freezing occurred on the airplane wings above 5300&#xa0;m at 15:13 LT, and heavy icing appeared at 15:19 LT, indicating abundant supercooled water within high clouds. During the flight, air temperatures were &#x2212;4 &#x223c; &#x2212;6&#xb0;C within seeded clouds. The seeding operation released 40 AgI strips (seeding agent), about 1440&#xa0;g in total, with a burning time of 16&#xa0;min for each one. The seeding experiment finished at 16:07 LT, and subsequently, the airplane returned to the airport.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> Flight trajectory and <bold>(B)</bold> its vertical view over southern Anhui on 1 November 2020. Blue line is ascent track, red line is horizontal flight and green line is descent track. Color shading represents the terrain heights using NOAA data (<ext-link ext-link-type="uri" xlink:href="https://www.ngdc.noaa.gov/">https://www.ngdc.noaa.gov</ext-link>). A, C, D, E are four turning points, and B, B1 is overlapped points on the track.</p>
</caption>
<graphic xlink:href="fenvs-10-1098611-g001.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>2.2 Data and methodology</title>
<p>The cloud properties, such as cloud top height, brightness temperature, cloud type, and cloud phase, were obtained from Himawari-8 (<ext-link ext-link-type="uri" xlink:href="https://www.eorc.jaxa.jp/">https://www.eorc.jaxa.jp</ext-link>) and FY-4 (<ext-link ext-link-type="uri" xlink:href="http://data.nsmc.org.cn/portalsite/default.aspx">http://data.nsmc.org.cn</ext-link>) satellites. The quality of precipitation datasets have been greatly improved in Integrated Multisatellite Retrievals for GPM (IMERG) which provides seamless precipitation estimates at 0.1 &#xd7; 0.1 grid every half hour (<ext-link ext-link-type="uri" xlink:href="https://gpm.nasa.gov/data">https://gpm.nasa.gov/data</ext-link>). Reanalysis data were from the National Centers for Environmental Prediction (<ext-link ext-link-type="uri" xlink:href="https://psl.noaa.gov/data">https://psl.noaa.gov/data</ext-link>). Aerosol optical depth (AOD) at 550&#xa0;nm and aerosol classification data were from the version 2 Modern-Era Retrospective Analysis for Research and Applications (MERRA-2, <ext-link ext-link-type="uri" xlink:href="https://disc.gsfc.nasa.gov/datasets?project=MERRA-2">https://disc.gsfc.nasa.gov</ext-link>). MERRA-2 provides five types of aerosols at 72 terrain-following hybrid &#x3c3;&#x2013;p model layers, including dust and sea salt in five bins, sulfate, organic carbon, and black carbon (<xref ref-type="bibr" rid="B12">Buchard et al., 2017</xref>; <xref ref-type="bibr" rid="B57">Randles et al., 2017</xref>). Since this study focuses on submicron aerosols, here we only calculate the first two bins of dust and sea salt. The mass concentrations of PM<sub>2.5</sub> were obtained from the China National Environmental Monitoring Center (<ext-link ext-link-type="uri" xlink:href="https://www.cnemc.cn/">https://www.cnemc.cn</ext-link>).</p>
<p>Based on particle size, the droplets less than 50&#xa0;&#x3bc;m measured by CDP are defined as small cloud droplets, and their number concentrations and effective diameters are recorded as <italic>N</italic>
<sub>
<italic>c</italic>
</sub> (cm<sup>&#x2212;3</sup>) and <italic>D</italic>
<sub>
<italic>c</italic>
</sub> (&#x3bc;m). The droplets larger than 50&#xa0;&#x3bc;m measured by CIP are defined as big cloud droplets, and their number concentrations and effective diameters are recorded as <italic>N</italic>
<sub>
<italic>cip</italic>
</sub> (m<sup>&#x2212;3</sup>) and <italic>D</italic>
<sub>
<italic>cip</italic>
</sub> (&#x3bc;m). The droplets larger than 100&#xa0;&#x3bc;m can be treated as ice crystals (<xref ref-type="bibr" rid="B14">Dong et al., 2021</xref>). Due to the low accuracy of the first bin (0.1&#x2013;0.11&#xa0;&#x3bc;m), it was excluded from the total measurements of PCASP, so aerosols mainly include accumulation (0.11&#x2013;1&#xa0;&#x3bc;m) and coarse (1&#x2013;3&#xa0;&#x3bc;m) particles. In clouds, aerosol detection by PCASP reveals more uncertainty compared to outside clouds due to supersaturation conditions, where part of particles can act as CCN and convert into cloud droplets (<xref ref-type="bibr" rid="B39">Kleinman et al., 2012</xref>; <xref ref-type="bibr" rid="B78">Yang et al., 2019</xref>). To avoid errors, we screened the data observed inside clouds in the following analysis of aerosol vertical distributions. The profiles of vertical data were averaged at an interval of 50&#xa0;m.</p>
<p>Previous studies have proposed many cloud mask algorithms to detect clouds, such as <italic>N</italic>
<sub>
<italic>c</italic>
</sub> &#x3e; 10&#xa0;cm<sup>&#x2212;3</sup> (<xref ref-type="bibr" rid="B58">Rangno and Hobbs, 2005</xref>), LWC &#x3e;0.01&#xa0;g&#xa0;m<sup>&#x2212;3</sup> (<xref ref-type="bibr" rid="B24">Gultepe et al., 1996</xref>), and <italic>N</italic>
<sub>
<italic>c</italic>
</sub> &#x3e; 0.1 cm<sup>&#x2212;3</sup> and LWC &#x3e;0.0005&#xa0;g&#xa0;m<sup>&#x2212;3</sup> (<xref ref-type="bibr" rid="B23">Gultepe and Isaac, 2004</xref>). To eliminate the influence of large aerosol particles on <italic>N</italic>
<sub>
<italic>c</italic>
</sub> measurements, we used the method of <xref ref-type="bibr" rid="B85">Zhang et al. (2011)</xref> to identify cloud appearance, namely thresholds of <italic>N</italic>
<sub>
<italic>c</italic>
</sub> &#x3e; 10&#xa0;cm<sup>&#x2212;3</sup> and LWC &#x3e;0.001&#xa0;g&#xa0;m<sup>&#x2212;3</sup>.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<sec id="s3-1">
<title>3.1 Synoptic situation and cloud macro physical properties</title>
<p>Precipitation occurred on 1 November over southern Anhui. One cold vortex originating from northeast areas moved southward and strengthened the transport of cold air and water vapor, meanwhile a low-level convergence enhanced in east China. Wind shear at 850&#xa0;hPa caused strong upward air motion at this level. The targeted area is located in the westerlies, controlled by winds primarily from west and southwest at 500&#xa0;hPa with wind speeds about 20&#xa0;ms<sup>&#x2212;1</sup>, and the relative humidity was above 90% (<xref ref-type="fig" rid="F2">Figure 2</xref>). Affected by the wind direction, the seeded clouds moved eastward.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>500&#xa0;hPa geopotential height (black contour), wind (barb) and relative humidity (green shading) fields on 1 November 2020. Red star is the flight area.</p>
</caption>
<graphic xlink:href="fenvs-10-1098611-g002.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F3">Figure 3</xref> shows the spatial distribution of PM<sub>2.5</sub> concentrations and AOD on 1 November. Ground-based observations indicated that Henan and northern Anhui were slightly polluted with PM<sub>2.5</sub> of 75&#x2013;115&#xa0;&#x3bc;g&#xa0;m<sup>&#x2212;3</sup>. A possible reason is that air pollution was mainly concentrated in metropolitan areas and heavy industry areas (<xref ref-type="bibr" rid="B53">Miao et al., 2022</xref>). The pollutants from these regions can be transported eastward to downstream cities such as Shanghai. High AOD values ranging from 1.2 to 1.6 were found in one belt from southwest to northeast, corresponding to the airflow field at 500&#xa0;hPa.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Spatial distributions of <bold>(A)</bold> surface PM<sub>2.5</sub> concentrations and <bold>(B)</bold> AOD (550&#xa0;nm) at 15:00 LT on 1 November 2020. The black box refers to the flight area.</p>
</caption>
<graphic xlink:href="fenvs-10-1098611-g003.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F4">Figure 4</xref> presents cloud macro properties at 15:00 LT on 1 November. According to images of Himawari-8, the cloud cluster covered the belt with high AOD (<xref ref-type="fig" rid="F3">Figure 3B</xref>). The clouds over southern Anhui were dominated by altostratus and nimbostratus (<xref ref-type="fig" rid="F4">Figure 4A</xref>) with cloud top height about 6500&#xa0;m (<xref ref-type="fig" rid="F4">Figure 4B</xref>). The brightness temperature was &#x2212;6 &#x223c; &#x2212;12&#xb0;C (<xref ref-type="fig" rid="F4">Figure 4C</xref>). The corresponding cloud phase products of the FY-4 satellite implied the existence of abundant supercooled water in clouds.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>
<bold>(A)</bold> Cloud types including cirrus (Ci), cirrostratus (Cs), deep convection cloud (Deep), altocumulus (Ac), altostratus (As), nimbostratus (Ns), cumulus (Cu), stratocumulus (Sc) and stratus (St), <bold>(B)</bold> Cloud top height (CTH) and <bold>(C)</bold> Brightness temperature (TBB) of Himawari-8 satellite, and <bold>(D)</bold> Cloud phase of FY-4 satellite at 15:00 LT on 1 November 2020. The black box refers to the flight area.</p>
</caption>
<graphic xlink:href="fenvs-10-1098611-g004.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 Vertical distribution of aerosols</title>
<p>Spatial-temporal variations of aerosol composition, size, and concentrations can be influenced by emissions, atmospheric advection and diffusion, conversion of gaseous precursors, and aging processes (<xref ref-type="bibr" rid="B55">Quan et al., 2015</xref>; <xref ref-type="bibr" rid="B86">Zhang et al., 2015</xref>). <xref ref-type="fig" rid="F5">Figures 5A&#x2013;E</xref> shows vertical distributions of aerosol particles. Aerosols exhibited vertical stratification and heterogeneity. Large amounts of aerosols were constrained below 1050&#xa0;m, near the top of the boundary layer, indicating that the upward transmission of aerosols to the free troposphere was limited (<xref ref-type="fig" rid="F5">Figure 5B</xref>). In general, aerosol number concentration (<italic>N</italic>
<sub>
<italic>a</italic>
</sub>) decreased with increasing altitude below the bottom of the low-level clouds (1050&#xa0;m), while aerosol effective diameter (<italic>D</italic>
<sub>
<italic>a</italic>
</sub>) keeped stablewith an average of 0.12&#xa0;&#x3bc;m near the surface (<xref ref-type="fig" rid="F5">Figure 5C</xref>). Since aerosols in the lower atmosphere mainly originate from local emissions, especially under unfavorable dilution conditions, their properties are complex and greatly affected by anthropogenic activities. Sulfate and organic aerosols made up a large fraction of aerosol mass in the lower atmosphere (<xref ref-type="fig" rid="F6">Figure 6</xref>), where aerosols mainly consist of primary and secondary aerosols generated through gas-to-particle conversion (<xref ref-type="bibr" rid="B35">Jimenez et al., 2009</xref>; <xref ref-type="bibr" rid="B44">Li et al., 2015</xref>; <xref ref-type="bibr" rid="B43">Li et al., 2018</xref>). <italic>D</italic>
<sub>
<italic>a</italic>
</sub> showed an evident maximum between 2500 and 3000&#xa0;m with an maximum of 1.72&#xa0;&#x3bc;m (<xref ref-type="fig" rid="F5">Figure 5C</xref>). However, above 3000&#xa0;m, dust took a higer proportion, <italic>D</italic>
<sub>
<italic>a</italic>
</sub> was smaller than 2500&#x2013;3000&#xa0;m. The possible reason is particle hygroscopicity under high ambient humidity, where an obviously positive correlation (r &#x3d; 0.58) exists between <italic>D</italic>
<sub>
<italic>a</italic>
</sub> and supersaturation rate (<xref ref-type="fig" rid="F7">Figure 7</xref>). At other cloudless atmospheric layers, <italic>N</italic>
<sub>
<italic>a</italic>
</sub> declined slightly with altitude, while <italic>D</italic>
<sub>
<italic>a</italic>
</sub> remained nearly unchanged. <xref ref-type="fig" rid="F8">Figure 8</xref> shows the mean aerosol size spectrum observed in five cloudless atmospheric layers. Clearly, fine particles, especially particles with sizes of less than 0.15 &#x3bc;m, predominated at all altitudes. The peak of the unimodal spectrum centers at 0.12&#xa0;&#x3bc;m. Accumulation mode aerosols account for up to 98% of total number concentrations. Such a result is similar to <xref ref-type="bibr" rid="B27">Hao et al. (2017)</xref>, in which they found that accumulation mode aerosols accounted for more than 95% during August 2014 over Anhui Province.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Vertical distributions of <bold>(A)</bold> temperature (blue line) and relative humidity (RH, brown line), <bold>(B)</bold> aerosol number concentration (<italic>N</italic>
<sub>
<italic>a</italic>
</sub>, cm&#x2013;3), <bold>(C)</bold> aerosol effective diameter (<italic>D</italic>
<sub>
<italic>a</italic>
</sub>, &#xb5;m), <bold>(D)</bold> CCN at 0.2% supersaturation and <bold>(E)</bold> CCN/<italic>N</italic>
<sub>
<italic>a</italic>
</sub> ratios, <bold>(F)</bold> cloud droplet number concentration (<italic>N</italic>
<sub>
<italic>c</italic>
</sub>, cm<sup>&#x2212;3</sup>), <bold>(G)</bold> liquid water content (LWC, g&#xa0;m<sup>&#x2212;3</sup>), <bold>(H)</bold> cloud droplet effective diameter (<italic>D</italic>
<sub>
<italic>c</italic>
</sub>, &#xb5;m), <bold>(I)</bold> relative dispersion rate (&#x3b5;) and <bold>(J)</bold> size spectrum of cloud particles on 1 November 2020. The green shading denotes cloud layers.</p>
</caption>
<graphic xlink:href="fenvs-10-1098611-g005.tif"/>
</fig>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Relative fractions of aerosol composition types as a function of altitude (PHOBIC: hydrophobic, PHILIC: hydrophilic).</p>
</caption>
<graphic xlink:href="fenvs-10-1098611-g006.tif"/>
</fig>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Linear relationship between aerosol effective diameter (<italic>D</italic>
<sub>
<italic>a</italic>
</sub>, &#xb5;m), supersaturation ratio and CCN/<italic>N</italic>
<sub>
<italic>a</italic>
</sub> ratios in 2500&#x2013;3000&#xa0;m.</p>
</caption>
<graphic xlink:href="fenvs-10-1098611-g007.tif"/>
</fig>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Aerosol size spectrum at different cloudless heights.</p>
</caption>
<graphic xlink:href="fenvs-10-1098611-g008.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>3.3 CCN vertical distribution</title>
<p>Aerosols from several large-scale industrial districts in southern Anhui have been found to have a high hygroscopic growth ability (<xref ref-type="bibr" rid="B28">He et al., 2016</xref>). <xref ref-type="fig" rid="F5">Figure 5D</xref> shows vertical distributions of CCN concentrations at a 0.2% supersaturation level. CCN concentrations decreased with altitude from the ground until 4000&#xa0;m and increased sharply at higher levels. The ratio of CCN to <italic>N</italic>
<sub>
<italic>a</italic>
</sub> represents the activation ability of aerosols to become CCN under certain supersaturation conditions. Note that due to the detection limit of instruments, the absence of particles with sizes less than 0.1&#xa0;&#x3bc;m or greater than 3&#xa0;&#x3bc;m may result in somewhat underestimation for <italic>N</italic>
<sub>
<italic>a</italic>
</sub> and CCN/<italic>N</italic>
<sub>
<italic>a</italic>
</sub> exceeding 1.0&#xa0;at various altitudes. Aerosol CCN activation is known to be closely related to aerosol size, composition, mixing state, and ambient humidity (<xref ref-type="bibr" rid="B52">McFiggans et al., 2006</xref>; <xref ref-type="bibr" rid="B7">Bauer and Menon, 2012</xref>; <xref ref-type="bibr" rid="B17">Farmer et al., 2015</xref>; <xref ref-type="bibr" rid="B37">Kanji et al., 2017</xref>). It is also known that aerosol chemical composition and the initial periods of activation play important roles in aerosol CCN activation under low supersaturation conditions, particularly for fine particles with low-hygroscopicity, such as primary organic aerosol (<xref ref-type="bibr" rid="B84">Zhang et al., 2012</xref>). However, aerosol CCN activation depends on aerosol size more under high supersaturation ratio due to strong hygroscopicity (<xref ref-type="fig" rid="F7">Figure 7</xref>).</p>
<p>In terms of CCN/<italic>N</italic>
<sub>
<italic>a</italic>
</sub> and <italic>D</italic>
<sub>
<italic>a</italic>
</sub>, the cloudless atmosphere can be divided into three layers below 5300&#xa0;m. Below 2200&#xa0;m, CCN/<italic>N</italic>
<sub>
<italic>a</italic>
</sub> increased with altitude and reached the maximum at 2200&#xa0;m (<xref ref-type="fig" rid="F5">Figure 5E</xref>). CCN/<italic>N</italic>
<sub>
<italic>a</italic>
</sub> was lowest within the boundary layer (<xref ref-type="fig" rid="F5">Figure 5E</xref>), where aerosols were mainly composed of sulfate and hydrophilic organic carbon with <italic>D</italic>
<sub>
<italic>a</italic>
</sub> less than 0.12&#xa0;&#x3bc;m (<xref ref-type="fig" rid="F6">Figure 6</xref>). Moreover, hydrophobic organic aerosols (i.e., black carbon and soot) from local emissions are difficult to activate into CCN (<xref ref-type="bibr" rid="B83">Zhang et al., 2017</xref>; <xref ref-type="bibr" rid="B80">Yu et al., 2022</xref>). The CCN ability of low-hygroscopic organic aerosols can be significantly enhanced under pollution due to their mixing with local and regional pollutants (<xref ref-type="bibr" rid="B29">Hu et al., 2020</xref>). Between 2200 and 3000&#xa0;m, CCN/<italic>N</italic>
<sub>
<italic>a</italic>
</sub> was stable. Above 3000&#xa0;m, CCN began to increase and CCN/<italic>N</italic>
<sub>
<italic>a</italic>
</sub> was relatively higher than the boundary layer due to a higher proportion of dust transported from upstream regions (<xref ref-type="fig" rid="F6">Figure 6</xref>). <xref ref-type="bibr" rid="B45">Li and Shao. (2009)</xref> reported that aerosol aging and secondary material generation occur in long-distance transportation of air mass. Dust hygroscopicity increases after its aging, and aged dust aerosol become activated to be CCN in the atmosphere (<xref ref-type="bibr" rid="B71">Tang et al., 2015</xref>).</p>
</sec>
<sec id="s3-4">
<title>3.4 Cloud vertical distribution</title>
<p>The zero level (0&#xb0;C) of ambient temperature appeared at 4650&#xa0;m (<xref ref-type="fig" rid="F5">Figure 5A</xref>). There were four layers of clouds located at different heights in the atmosphere (<xref ref-type="fig" rid="F1">Figure 1A</xref>, <xref ref-type="fig" rid="F5">Figure 5</xref>). Specifically, the maximum <italic>N</italic>
<sub>
<italic>c</italic>
</sub> was 125&#xa0;cm<sup>&#x2212;3</sup>&#xa0;at 2284&#xa0;m in the mid-level clouds (<xref ref-type="fig" rid="F5">Figure 5F</xref>), and the maximum <italic>D</italic>
<sub>
<italic>c</italic>
</sub> was 34.25&#xa0;&#x3bc;m&#xa0;at 4777&#xa0;m in the high-level clouds (<xref ref-type="fig" rid="F5">Figure 5H</xref>). Overall, inside each cloud layer, <italic>N</italic>
<sub>
<italic>c</italic>
</sub> and <italic>D</italic>
<sub>
<italic>c</italic>
</sub> increased with altitude and reached the maximum in the middle, and then decreased with altitude until the cloud top. Such variability is related to the entrainment of drier air from the environment that induces fewer cloud droplets by promoting evaporation (<xref ref-type="bibr" rid="B20">Freud et al., 2011</xref>).</p>
<p>The low-level clouds at the top of the boundary layer were very thin, with a mean <italic>N</italic>
<sub>
<italic>c</italic>
</sub> of 25.21 cm<sup>&#x2212;3</sup> (<xref ref-type="fig" rid="F5">Figure 5F</xref>). At this level, a large number of fine particles uplifted from the boundary layer are difficult to grow into large cloud droplets due to the competition for limited water vapor (<xref ref-type="bibr" rid="B81">Yuan et al., 2008</xref>; <xref ref-type="bibr" rid="B22">Grandey and Stier, 2010</xref>), and therefore, cloud droplets sizes were small, with a maximum <italic>D</italic>
<sub>
<italic>c</italic>
</sub> of 12&#xa0;&#x3bc;m (<xref ref-type="fig" rid="F5">Figure 5H</xref>). The mid-level cloud layer was also thin, but the maximum <italic>N</italic>
<sub>
<italic>c</italic>
</sub> and the minimum <italic>D</italic>
<sub>
<italic>c</italic>
</sub> appeared here approximately 107.7 cm<sup>&#x2212;3</sup> and 4.03 &#x3bc;m, respectively. According to <xref ref-type="bibr" rid="B70">Swietlicki et al. (2008)</xref>, hygroscopic particles are mainly composed of inorganic salts like sulfates. The average CCN/<italic>N</italic>
<sub>
<italic>a</italic>
</sub> of aerosols was about 0.78&#xa0;at 200&#xa0;m below the mid-level cloud base (<xref ref-type="fig" rid="F5">Figure 5E</xref>). Sulfate accounted for 69.8% of the aerosol mass (<xref ref-type="fig" rid="F6">Figure 6</xref>), indicating that the aerosol particles here have a high ability of hygroscopic growth to activate into cloud droplets when entrained into the cloud, resulting in more cloud droplets with smaller size (<xref ref-type="bibr" rid="B36">Jones et al., 1994</xref>; <xref ref-type="bibr" rid="B34">Ishizaka and Adhikari, 2003</xref>). The mean <italic>N</italic>
<sub>
<italic>c</italic>
</sub> and <italic>D</italic>
<sub>
<italic>c</italic>
</sub> of the mid-high level clouds were 24.73 cm<sup>&#x2212;3</sup> and 16.46 &#x3bc;m, respectively, while they were 12.54 cm<sup>&#x2212;3</sup> and 16.65&#xa0;&#x3bc;m in the high-level clouds. Although the mid-high and high-level clouds had relatively low cloud droplet loading, their <italic>D</italic>
<sub>
<italic>c</italic>
</sub> was relatively larger due to sufficient LWC and lower temperature.</p>
<p>Both cloud droplet size spectra in the low- and mid-level clouds showed a single peak at 5&#xa0;&#x3bc;m, and no droplets greater than 12&#xa0;&#x3bc;m appeared (<xref ref-type="fig" rid="F5">Figure 5J</xref>). By contrast, in the mid-high layer cloud, the spectra showed a bimodal pattern, with the first peak at 8&#xa0;&#x3bc;m and the second peak at 15&#xa0;&#x3bc;m. Moreover, a trimodal pattern with peaks at 7&#xa0;&#x3bc;m, 12&#xa0;&#x3bc;m, and 17&#xa0;&#x3bc;m appeared in the high-level clouds. Relative dispersion rate (<bold>&#x3b5;</bold>), defined as the ratio of the standard deviation of cloud droplet size spectrum and average radius of cloud droplets, is used to illustrate the relative spectral width of cloud droplet spectrum. It is usually linked with the physical and chemical properties of aerosols, related activation process and hygroscopic growth (<xref ref-type="bibr" rid="B50">Ma et al., 2010</xref>; <xref ref-type="bibr" rid="B74">Wang et al., 2019</xref>), the development stage of clouds, atmospheric temperature, humidity, entrainment process, and turbulence (<xref ref-type="bibr" rid="B48">Lu et al., 2013</xref>). A positive correlation was found between the relative dispersion rate and <italic>D</italic>
<sub>
<italic>c</italic>
</sub> (<xref ref-type="fig" rid="F5">Figures 5H,I</xref>, r &#x3d; 0.78). In addition to the coalescence process (<xref ref-type="bibr" rid="B46">Liu and Daum, 2002</xref>; <xref ref-type="bibr" rid="B54">Pandithurai et al., 2012</xref>), the appearance of ice crystals with large sizes also increases cloud droplet inhomogeneity which leads to a broadening cloud droplet size spectrum in higher cloud layers.</p>
</sec>
<sec id="s3-5">
<title>3.5 Impacts of artificial seeding on cloud and precipitation</title>
<p>To examine cloud evolution during the artificial seeding experiment, we compared the cloud microphysical properties detected by CDP and CIP (<xref ref-type="fig" rid="F9">Figure 9</xref>). The cloud seeding began at 15:06 LT. Before that, cloud droplets smaller than 25&#xa0;&#x3bc;m prevailed, accounting for about 97%, and cloud droplets greater than 50&#xa0;&#x3bc;m hardly existed. The size spectra of cloud droplets showed a trimodal pattern, with the first peak at 7&#xa0;&#x3bc;m, the second at 12&#xa0;&#x3bc;m, and the third at 17&#xa0;&#x3bc;m, indicating sufficient supercooled water in clouds. Moreover, there was a negative relation between <italic>D</italic>
<sub>
<italic>c</italic>
</sub> and <italic>N</italic>
<sub>
<italic>c</italic>
</sub>, indicating that the effect of strong coalescence caused some small cloud droplets to convert into large droplets and ice crystals. The man-made ice nuclei seeded into the clouds grew through the Wegener&#x2013;Bergeron&#x2013;Findeisen mechanism (<xref ref-type="bibr" rid="B75">Wegener, 1911</xref>; <xref ref-type="bibr" rid="B10">Bergeron, 1935</xref>; <xref ref-type="bibr" rid="B18">Findeisen, 1938</xref>). Supercooled water droplets were converted into ice crystals, resulting in the evaporation and dissipation of small cloud droplets and the formation of large cloud droplets or ice crystals (<xref ref-type="fig" rid="F10">Figure 10</xref>).</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Size spectra of cloud droplets before and after cloud seeding measured by <bold>(A)</bold> Cloud Droplet Probe (CDP) and <bold>(B)</bold> Cloud Imaging Probe (CIP). The red dotted line refers to seeding start time, the black dashed lines correspond to the routes of A&#x2013;B and B1&#x2013;E marked in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
</caption>
<graphic xlink:href="fenvs-10-1098611-g009.tif"/>
</fig>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Time series of <bold>(A)</bold> cloud droplet effective diameter (<italic>D</italic>
<sub>
<italic>c</italic>
</sub>, &#xb5;m), <bold>(B)</bold> cloud droplet number concentration (<italic>N</italic>
<sub>
<italic>c</italic>
</sub>, cm<sup>&#x2212;3</sup>) and <bold>(C)</bold> big cloud droplet and ice crystals number concentration (<italic>N</italic>
<sub>
<italic>cip</italic>
</sub>, cm<sup>&#x2212;3</sup>). The red dotted line refers to seeding start time, the black dashed lines correspond to the routes of A-B and B1-E.</p>
</caption>
<graphic xlink:href="fenvs-10-1098611-g010.tif"/>
</fig>
<p>Considering the horizontal movement of air mass near the flight track line, seeding agent diffusion, and cloud spatial inhomogeneity, we selected the A&#x2013;B and B1&#x2013;E sub-tracks (<xref ref-type="fig" rid="F1">Figure 1B</xref>) to compare changes in clouds before and after artificial seeding. Before seeding, mean <italic>N</italic>
<sub>
<italic>c</italic>
</sub> and <italic>D</italic>
<sub>
<italic>c</italic>
</sub> were 20.87&#xa0;cm<sup>&#x2212;3</sup> and 15.98&#xa0;&#x3bc;m, respectively, and CIP almost detected nothing. After seeding, the mean <italic>N</italic>
<sub>
<italic>c</italic>
</sub> reduced to 16.62&#xa0;cm<sup>&#x2212;3</sup> in the A-B sub-track and 6.36&#xa0;cm<sup>&#x2212;3</sup> in the B1-E sub-track, while the mean <italic>D</italic>
<sub>
<italic>c</italic>
</sub> was raised to 23.33&#xa0;&#x3bc;m and 38.90&#xa0;&#x3bc;m in these stages. Meanwhile, the mean <italic>N</italic>
<sub>
<italic>cip</italic>
</sub> increased slightly to 20&#xa0;L<sup>&#x2212;1</sup> and 70&#xa0;L<sup>&#x2212;1</sup> in two sub-tracks. Especially, cloud droplets bigger than 25&#xa0;&#x3bc;m increased significantly from 3% to 16% in the A-B sub-track and to 56% in the B1-E sub-track, indicating a broader cloud droplet size spectrum because of condensation growth. The initiation of precipitation is often considered to occur when <italic>R</italic>
<sub>
<italic>c</italic>
</sub> exceeds 12&#x2013;14&#xa0;&#x3bc;m (<xref ref-type="bibr" rid="B62">Rosenfeld et al., 2012</xref>; <xref ref-type="bibr" rid="B8">Bera et al., 2016</xref>; <xref ref-type="bibr" rid="B11">Braga et al., 2017</xref>), corresponding to Dc of 24&#x2013;28&#xa0;&#x3bc;m (<xref ref-type="bibr" rid="B65">Sheng et al., 2022</xref>). During this experiment, <italic>N</italic>
<sub>
<italic>c</italic>
</sub> decreased while <italic>D</italic>
<sub>
<italic>c</italic>
</sub> increased, owing to the AgI agent that worked as artificial ice nuclei to enhance the condensation growth of cloud droplets. Ice crystals continued to grow and formed ice crystal coagulation through condensation, riming, and collision, thus widening the cloud droplet size spectrum (<xref ref-type="bibr" rid="B61">Rosenfeld and Bell, 2011</xref>; <xref ref-type="bibr" rid="B13">Chen et al., 2017</xref>; <xref ref-type="bibr" rid="B42">Lerach and Cotton, 2018</xref>). In this conversion process, latent heat was released due to seeding-induced glaciation to strengthen updraft in clouds, and thereby some cloud droplets and ice crystals were brought to higher levels.</p>
<p>Satellites provide products with high spatio-temporal resolutions to examine cloud and precipitation changes in real situation (<xref ref-type="bibr" rid="B63">Rosenfeld et al., 2019</xref>; <xref ref-type="bibr" rid="B82">Yue et al., 2019</xref>). Reananlysis data can be regard as the case of cloud and precipitation not influenced by cloud seeding. We calculate the 1-h air-moving influence area affected by the seeding agent through advection and diffusing with wind speed about 20&#xa0;m&#xa0;s<sup>&#x2212;1</sup> above 5000&#xa0;m. <xref ref-type="fig" rid="F11">Figure 11</xref> shows the cloud droplet effective radius observed by the Himawari-8 satellite at 15:00 LT (before seeding) and at 16:00 LT (after seeding). Before seeding, cloud droplets smaller than 20&#xa0;&#x3bc;m predominated, and droplets greater than that only accounted for 5%. After seeding, cloud droplets larger than 20&#xa0;&#x3bc;m increased notably up to 15% over downstream regions. In <xref ref-type="fig" rid="F12">Figure 12</xref>, the spatial average of hourly precipitation over air-moving influence area is stable around 0.2&#xa0;mm based on reanalysis data. However, comparing with satellite products, an obviously increment of precipitation shows after cloud seeding (15:00 LT) with maximum up to 1.05&#xa0;mm. On the whole, the artificial precipitation experiment enhanced rainfall, reduced cloud cover, and contributed to the removal of pollutants from the atmosphere through wet scavenging, which was beneficial to the air quality in the downstream regions (e.g., Shanghai). Previous studies have shown that precipitation has a significant wet removal effect on aerosols of different sizes, especially fine particles (<xref ref-type="bibr" rid="B89">Zhao et al., 2015</xref>; <xref ref-type="bibr" rid="B25">Guo et al., 2016</xref>). <xref ref-type="bibr" rid="B49">Lu et al. (2019)</xref> analyzed the PM<sub>2.5</sub> removal effect by precipitation with different intensities and duration, raindrops spectrum, and wind speeds and found that strong precipitations often exert higher removal rates on aerosols. Since Huangshan, Xuancheng, and Nanjing are located downstream of the seeding operation area (<xref ref-type="fig" rid="F1">Figure 1B</xref>), air quality in these cities was improved by the experiment. PM<sub>2.5</sub> decreased since 15:00 LT in Huangshan and then followed with a 1&#xa0;hour interval in Xuancheng and Nanjing, respectively (<xref ref-type="fig" rid="F13">Figure 13A</xref>), corresponding to the air-moving influence area. Comparing with PM<sub>2.5</sub> before cloud seeding, it decreased by 23%, 18% and 26% at most in Huangshan, Xuancheng, and Nanjing, respectively. However, PM<sub>2.5</sub> of Fuyang, Huaian, and Luan located in northern Anhui, out of the seeding operation area, was at high levels and worsening (<xref ref-type="fig" rid="F13">Figure 13B</xref>). This result demonstrated that the artificial seeding experiment could reduce pollutants by wet scavenging and mitigate pollution in downstream regions efficiently. It is worth noting that how to more quantitatively evaluate the contribution of artificial seeding precipitation and natural rainfall to the removal of pollutants is an issue that warrants further studies.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Cloud droplet effective radius (<italic>R</italic>
<sub>
<italic>c</italic>
</sub>) before and after seeding detected by Himawari-8 satellite at <bold>(A)</bold>15:00 LT and <bold>(B)</bold>16:00 LT. The black box refer s to seeding area, the yellow box is upstream area without seeding influence, and the green box is downstream area influenced by seeding.</p>
</caption>
<graphic xlink:href="fenvs-10-1098611-g011.tif"/>
</fig>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Comparison of spatial average precipitaion over 1-h air-moving influence area between reanalysis and satellite data.</p>
</caption>
<graphic xlink:href="fenvs-10-1098611-g012.tif"/>
</fig>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Time series of PM<sub>2.5</sub> in different cities in areas <bold>(A)</bold> with and <bold>(B)</bold> without artificial seeding influence. The red dotted line is seeding start time.</p>
</caption>
<graphic xlink:href="fenvs-10-1098611-g013.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>Aircraft observations and an artificial precipitation experiment were conducted over the upstream regions of Shanghai on 1 November 2020 during the Third China International Import Expo. This fieldwork provided a valuable opportunity to study the vertical characteristics of aerosols and clouds and how they were impacted by cloud seeding. Aerosols, CCN, and cloud droplets exhibited vertical stratification, with most aerosols constrained within the boundary layer. Note that aerosol size, chemical composition, mixing state, and ambient humidity all play important roles in CCN activation. During the observation, CCN decreased continuously with altitude until 2200&#xa0;m and began to increase significantly at a higher altitude due to aerosol aging during long-distance air mass transportation. <italic>N</italic>
<sub>
<italic>c</italic>
</sub> and <italic>D</italic>
<sub>
<italic>c</italic>
</sub> were close related to hygroscopic particles, which are sensitive to relative humidity changes. The artificial precipitation operation led to evident changes in cloud microphysical properties. The Wegener&#x2013;Bergeron&#x2013;Findeisen mechanism within clouds after artificial precipitation experiment caused the transformation of supercooled liquid water freezing into ice droplets manifesting as the decrease of <italic>N</italic>
<sub>
<italic>c</italic>
</sub> and the increase of <italic>D</italic>
<sub>
<italic>c</italic>
</sub> and big cloud droplets, and cloud seeding of man-made aerosols caused precipitation enhancement. The artificial precipitation experiment played a positive role in the removal of atmospheric pollutants due to wet scavenging to hamper their potential harm to the air quality in downstream regions. The result here was that PM<sub>2.5</sub> was below 50&#xa0;&#x3bc;g&#xa0;m<sup>&#x2212;3</sup> in the downstream areas after cloud seeding. Although such results can be expected, how to identify and quantify cloud seeding conditions, accurately evaluate the effects of artificial precipitation, and estimate the role of background natural aerosols warrant further investigation.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>YY and TC conceived the idea and designed the study. QH, YG, XUZ, RZ, XIZ, WW, and HL processed and analyzed the datasets, and YY and QZ performed the relevant statistical analysis. YY wrote the first draft of the manuscript. All authors contributed to manuscript revision, read, and approved the submitted version.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This research was supported by the National Natural Science Foundation of China (42175179, 41775129) and the Natural Science Foundation of Shanghai (22ZR1404000).</p>
</sec>
<ack>
<p>We thank reviewers for their helpful suggestions.</p>
</ack>
<sec sec-type="COI-statement" id="s8">
<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="s9">
<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>
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