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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
<issn pub-type="epub">1664-462X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2024.1470745</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Plant Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Experimental investigation on modes of spray formation, droplet size and size distribution in a spinning disc atomizer</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Jian</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2585853"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hu</surname>
<given-names>Wei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Dong</surname>
<given-names>Xiaoya</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2237762"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lin</surname>
<given-names>Jinlong</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2291699"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Gao</surname>
<given-names>Zhouming</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2769966"/>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Qiu</surname>
<given-names>Baijing</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1478163"/>
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<aff id="aff1">
<sup>1</sup>
<institution>School of Agricultural Engineering, Jiangsu University</institution>, <addr-line>Zhenjiang</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Key Laboratory of Plant Protection Equipment, Ministry of Agriculture and Rural Affairs, Jiangsu University</institution>, <addr-line>Zhenjiang</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Key Laboratory of Modern Agricultural Equipment and Technology, Ministry of Education, Jiangsu University</institution>, <addr-line>Zhenjiang</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Key Laboratory of Modern Agricultural Equipment of Jiangxi, Jiangxi Agricultural University</institution>, <addr-line>Nanchang</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Demosthenis Chachalis, Benaki Phytopathological Institute, Greece</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Weixiang Yao, Shenyang Agricultural University, China</p>
<p>Shahbaz Gul Hassan, Zhongkai University of Agriculture and Engineering, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Baijing Qiu, <email xlink:href="mailto:qbj@ujs.edu.cn">qbj@ujs.edu.cn</email>; Xiaoya Dong, <email xlink:href="mailto:dongxiaoya@ujs.edu.cn">dongxiaoya@ujs.edu.cn</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>05</day>
<month>12</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1470745</elocation-id>
<history>
<date date-type="received">
<day>26</day>
<month>07</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>11</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Chen, Hu, Dong, Lin, Gao and Qiu</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Chen, Hu, Dong, Lin, Gao and Qiu</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>The spinning disc atomizer is extensively utilized in agricultural spraying, with optimized operating conditions significantly enhancing atomization performance. In this paper, the atomization characteristics of a spinning disc were studied using photographs taken by a high-speed camera. Ethanol-water solutions were used at various flow rates and the disc speed was varied in a wide range. The influence of disc speed, flow rate, and surface tension on modes of spray formation, droplet size, and size distribution were investigated. The correlations for Reynolds number (<italic>Re</italic>), Stability number (<italic>St</italic>), and dimensionless droplet size (<italic>d<sup>*</sup>
</italic>) were proposed in a wide range of operational conditions. The Rosin-Rammler (RR) and modified Rosin-Rammler (MRR) distributions appropriately represented the droplet size distribution. It was found that the increase in flow rate resulted in modes of spray formation translation under the same disc speed and ethanol-water solution. The predicted droplet sizes showed good agreement with the experiment values. Most of the predicted droplet sizes were within the band of &#xb1;15% of the experiment values. The droplet size decreased with increasing <italic>Re</italic> or <italic>St</italic>, but was hardly affected by <italic>q</italic>. Besides, the droplet size decreased with increasing disc speed and decreasing surface tension. The RR and MRR distribution matched with the calculated cumulative volume fraction from the experimental data reasonably well for the entire range. It was recommended to appropriately elevate <italic>Re</italic> during the spinning disc atomization process to narrow the range of droplet sizes and enhance uniformity.</p>
</abstract>
<kwd-group>
<kwd>spinning disc atomizer</kwd>
<kwd>spray formation mode</kwd>
<kwd>droplet size</kwd>
<kwd>droplet size distribution</kwd>
<kwd>Rosin-Rammler distribution</kwd>
</kwd-group>
<contract-num rid="cn001">31971790</contract-num>
<contract-num rid="cn002">PAPD2023-87</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">Priority Academic Program Development of Jiangsu Higher Education Institutions<named-content content-type="fundref-id">10.13039/501100012246</named-content>
</contract-sponsor>
<counts>
<fig-count count="11"/>
<table-count count="4"/>
<equation-count count="11"/>
<ref-count count="57"/>
<page-count count="16"/>
<word-count count="6209"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Sustainable and Intelligent Phytoprotection</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Rotary atomizers, characterized by a narrow droplet size distribution and an open structure that is resistant to clogging, have significant advantages over hydraulic nozzles. Hence, they are extensively used in many applications, such as spray pesticides (<xref ref-type="bibr" rid="B37">Ru et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B26">Liu et&#xa0;al., 2024</xref>), spray coating (<xref ref-type="bibr" rid="B13">G&#xf6;deke et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B42">Sidawi et&#xa0;al., 2021</xref>), and slag granulation (<xref ref-type="bibr" rid="B27">Mantripragada et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B22">Li et&#xa0;al., 2023</xref>).</p>
<p>In these rotary atomizers, the liquid is directly fed into the center of a spinning disc, cup, or cage. The liquid is forced to the edge by centrifugal forces, then ejected from the edge, and broken into small droplets (<xref ref-type="bibr" rid="B30">Peng et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B40">Sahoo and Kumar, 2024</xref>). <xref ref-type="bibr" rid="B16">Hinze and Milborn (1950)</xref> identified three different modes of spray formation. As the flow rate increases, the modes of spray formation will transition from direct drop to ligament formation, and then further to sheet formation. <xref ref-type="bibr" rid="B10">Frost (1981)</xref> confirmed this phenomenon and highlighted the presence of mixed modes of spray formation. He established dimensionless correlations for the transition of spray formation modes. <xref ref-type="bibr" rid="B12">Glahn et&#xa0;al. (2002)</xref>; <xref ref-type="bibr" rid="B33">Peng et&#xa0;al. (2016)</xref>, and <xref ref-type="bibr" rid="B52">Wu et&#xa0;al. (2018)</xref> also developed correlations for the transition of spray formation modes on a spinning disc. The correlations from these studies show significant variances, likely due to differences in operational conditions and atomizer configurations (<xref ref-type="bibr" rid="B9">Feng et&#xa0;al., 2021</xref>).</p>
<p>To better understand the factors affecting droplet size in spinning disc atomization, various research teams have conducted numerous experiments. <xref ref-type="bibr" rid="B47">Walton and Prewett (1949)</xref> estimated the droplet size by impaction of the droplets on magnesium oxide coated slides and measurement of the crater diameters. They found that spinning disc atomization can produce uniform droplet sprays and revealed the relationship between average droplet size, disc speed, surface tension, and density. <xref ref-type="bibr" rid="B4">Boize and Dombrowski (1976)</xref> used sub-microsecond spark photography to study the atomization characteristics of oils with different viscosities under various operating conditions. They found that droplet size is mainly influenced by disc speed. <xref ref-type="bibr" rid="B10">Frost (1981)</xref> measured droplet size using short-duration spark photography and developed a droplet size correlation. This further revealed the relationship between droplet size and various influencing factors. <xref ref-type="bibr" rid="B1">Ahmed and Youssef (2012)</xref> measured droplet sizes under different operating conditions using a phase-doppler particle analyzer. The results indicated that droplet size is related to various dimensionless numbers. <xref ref-type="bibr" rid="B49">Wang et&#xa0;al. (2016)</xref> used a high-speed camera to experimentally study the ligament formation and break-up process at the edge of the spinning disc. They established the relationship between average droplet size, disc speed, and liquid physical properties. <xref ref-type="bibr" rid="B20">Kumar and Sarkar (2019)</xref> investigated the impact of slotted discs on droplet size, while <xref ref-type="bibr" rid="B34">Prather et&#xa0;al. (2023)</xref> analyzed the atomization dynamics and their effect on droplet size in the spinning disc atomization process. <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> summarizes the correlations of droplet size with spinning disc atomizers from previous studies, listing the test liquids, range of operating variables, and modes of spray formation. However, the correlations established by these studies are not consistent. The differences are mainly due to variations in droplet size measurement techniques, atomizer structures, and modes of spray formation (<xref ref-type="bibr" rid="B34">Prather et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B1">Ahmed and Youssef, 2012</xref>). Additionally, different definitions of droplet size may also lead to varying results. The correlation of droplet size is based on droplet distribution corresponding to droplet diameters, including arithmetic mean diameter (<italic>D</italic>
<sub>10</sub>), Sauter mean diameter (<italic>D</italic>
<sub>32</sub>), and volume median diameter (<italic>D</italic>
<sub>V0.5</sub> or VMD) (<xref ref-type="bibr" rid="B2">ASTM E799-03(2020)e1, 2020</xref>; <xref ref-type="bibr" rid="B50">Wang et&#xa0;al., 2022</xref>). Although these parameters provide measurements of droplet size, <italic>D</italic>
<sub>V0.5</sub> is usually used in agricultural spray applications to better evaluate the overall size distribution (<xref ref-type="bibr" rid="B43">Sijs et&#xa0;al., 2021</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Correlations of droplet size by spinning disc atomizers.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Authors</th>
<th valign="middle" align="left">Liquids</th>
<th valign="middle" align="left">Correlations</th>
<th valign="middle" align="left">Modes of formation</th>
<th valign="middle" align="left">Range of variables</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">(<xref ref-type="bibr" rid="B47">Walton and Prewett, 1949</xref>)</td>
<td valign="middle" align="left">Water, mercury, methyl salicylate</td>
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<tr>
<td valign="middle" align="left">(<xref ref-type="bibr" rid="B4">Boize and Dombrowski, 1976</xref>)</td>
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<mml:mo>=</mml:mo>
<mml:mn>750</mml:mn>
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<mml:mn>6000</mml:mn>
<mml:mtext>&#xa0;r</mml:mtext>
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</mml:mrow>
<mml:mrow>
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</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr columnalign="left">
<mml:mtd columnalign="left">
<mml:mrow>
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<mml:mn>0.088</mml:mn>
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</mml:mrow>
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</mml:mtr>
<mml:mtr columnalign="left">
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<mml:mn>0.0603</mml:mn>
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</mml:mtr>
<mml:mtr columnalign="left">
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<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
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<mml:mn>834</mml:mn>
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<mml:mn>868</mml:mn>
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</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr columnalign="left">
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<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>28</mml:mn>
<mml:mo>-</mml:mo>
<mml:mn>35</mml:mn>
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<mml:msup>
<mml:mtext>m</mml:mtext>
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</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</inline-formula>
<break/>
</td>
</tr>
<tr>
<td valign="middle" align="left">(<xref ref-type="bibr" rid="B10">Frost, 1981</xref>)</td>
<td valign="middle" align="left">Aqueous solutions of glycerol and proprietary wetting agent</td>
<td valign="middle" align="left">
<inline-formula>
<mml:math display="inline" id="im6">
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>V</mml:mi>
<mml:mn>0.5</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mn>1.87</mml:mn>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mi>Q</mml:mi>
<mml:mrow>
<mml:mn>0.44</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mn>0.15</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi>&#x3bc;</mml:mi>
<mml:mrow>
<mml:mn>0.017</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mi>D</mml:mi>
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<mml:mn>0.80</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mrow>
<mml:mn>0.75</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mn>0.16</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td valign="middle" align="left">Ligament</td>
<td valign="middle" align="left">
<inline-formula>
<mml:math display="inline" id="im7">
<mml:mrow>
<mml:mtable columnalign="left">
<mml:mtr columnalign="left">
<mml:mtd columnalign="left">
<mml:mrow>
<mml:mi>Q</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>60</mml:mn>
<mml:mo>-</mml:mo>
<mml:mn>600</mml:mn>
<mml:mtext>&#xa0;ml</mml:mtext>
<mml:mo>&#x22c5;</mml:mo>
<mml:msup>
<mml:mrow>
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</mml:mrow>
<mml:mrow>
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</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr columnalign="left">
<mml:mtd columnalign="left">
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>477</mml:mn>
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<mml:mn>9549&#xa0;r</mml:mn>
<mml:mo>&#x22c5;</mml:mo>
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</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr columnalign="left">
<mml:mtd columnalign="left">
<mml:mrow>
<mml:mi>D</mml:mi>
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<mml:mn>0.04</mml:mn>
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</mml:mtd>
</mml:mtr>
<mml:mtr columnalign="left">
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<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>0.001</mml:mn>
<mml:mo>-</mml:mo>
<mml:mn>0.022</mml:mn>
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</mml:mtr>
<mml:mtr columnalign="left">
<mml:mtd columnalign="left">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>1000</mml:mn>
<mml:mo>-</mml:mo>
<mml:mn>1170</mml:mn>
<mml:mtext>&#xa0;kg</mml:mtext>
<mml:mo>&#x22c5;</mml:mo>
<mml:msup>
<mml:mtext>m</mml:mtext>
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</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr columnalign="left">
<mml:mtd columnalign="left">
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>33</mml:mn>
<mml:mo>-</mml:mo>
<mml:mn>59</mml:mn>
<mml:mtext>&#xa0;mN</mml:mtext>
<mml:mo>&#x22c5;</mml:mo>
<mml:msup>
<mml:mtext>m</mml:mtext>
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</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</inline-formula>
<break/>
</td>
</tr>
<tr>
<td valign="middle" align="left">(<xref ref-type="bibr" rid="B1">Ahmed and Youssef, 2012</xref>)</td>
<td valign="middle" align="left">Water</td>
<td valign="middle" align="left">
<inline-formula>
<mml:math display="inline" id="im8">
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mn>32</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mi>D</mml:mi>
</mml:mfrac>
<mml:mo>=</mml:mo>
<mml:mn>27.81</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mo stretchy="false">[</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mi>Q</mml:mi>
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<mml:msup>
<mml:mi>D</mml:mi>
<mml:mn>3</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo stretchy="false">]</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mn>0.051</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mrow>
<mml:mo stretchy="false">[</mml:mo>
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</mml:mrow>
<mml:mo stretchy="false">]</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mn>0.581</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mtext>&#xa0;&#xa0;&#xa0;&#xa0;&#xa0;&#xa0;&#xa0;&#xa0;&#xa0;</mml:mtext>
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<mml:msup>
<mml:mi>D</mml:mi>
<mml:mn>2</mml:mn>
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<mml:mi>&#x3c9;</mml:mi>
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</mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
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</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.651</mml:mn>
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</mml:msup>
<mml:msup>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mi>D</mml:mi>
<mml:mn>3</mml:mn>
</mml:msup>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mn>2</mml:mn>
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<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
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</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.0218</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:math>
</inline-formula>
</td>
<td valign="middle" align="left">Ligament</td>
<td valign="middle" align="left">
<inline-formula>
<mml:math display="inline" id="im9">
<mml:mrow>
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<mml:mtr columnalign="left">
<mml:mtd columnalign="left">
<mml:mrow>
<mml:mi>Q</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>33.36</mml:mn>
<mml:mo>-</mml:mo>
<mml:mn>166.8</mml:mn>
<mml:mtext>&#xa0;ml</mml:mtext>
<mml:mo>&#x22c5;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mtext>min</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>-1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr columnalign="left">
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<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>8002</mml:mn>
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<mml:mn>16014&#xa0;r</mml:mn>
<mml:mo>&#x22c5;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mtext>min</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>-1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr columnalign="left">
<mml:mtd columnalign="left">
<mml:mrow>
<mml:mi>D</mml:mi>
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<mml:mn>0.04</mml:mn>
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<mml:mn>0.12</mml:mn>
<mml:mtext>&#xa0;m</mml:mtext>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr columnalign="left">
<mml:mtd columnalign="left">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>0.001</mml:mn>
<mml:mo>-</mml:mo>
<mml:mn>0.022</mml:mn>
<mml:mtext>&#xa0;Pa</mml:mtext>
<mml:mo>&#x22c5;</mml:mo>
<mml:mtext>s</mml:mtext>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr columnalign="left">
<mml:mtd columnalign="left">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>1000</mml:mn>
<mml:mo>-</mml:mo>
<mml:mn>1170</mml:mn>
<mml:mtext>&#xa0;kg</mml:mtext>
<mml:mo>&#x22c5;</mml:mo>
<mml:msup>
<mml:mtext>m</mml:mtext>
<mml:mrow>
<mml:mn>-3</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr columnalign="left">
<mml:mtd columnalign="left">
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>33</mml:mn>
<mml:mo>-</mml:mo>
<mml:mn>59</mml:mn>
<mml:mtext>&#xa0;mN</mml:mtext>
<mml:mo>&#x22c5;</mml:mo>
<mml:msup>
<mml:mtext>m</mml:mtext>
<mml:mrow>
<mml:mn>-1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</inline-formula>
<break/>
</td>
</tr>
<tr>
<td valign="middle" align="left">(<xref ref-type="bibr" rid="B49">Wang et&#xa0;al., 2016</xref>)</td>
<td valign="middle" align="left">glycerol/water mixture</td>
<td valign="middle" align="left">
<inline-formula>
<mml:math display="inline" id="im10">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mi>R</mml:mi>
</mml:mfrac>
<mml:mo>=</mml:mo>
<mml:mn>2.582</mml:mn>
<mml:mi>W</mml:mi>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.321</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mi>O</mml:mi>
<mml:msup>
<mml:mi>h</mml:mi>
<mml:mrow>
<mml:mn>0.251</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
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<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
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<mml:mi>Q</mml:mi>
<mml:mn>2</mml:mn>
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</mml:mrow>
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:msup>
<mml:mi>R</mml:mi>
<mml:mn>3</mml:mn>
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</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo stretchy="false">/</mml:mo>
<mml:mn>7</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td valign="middle" align="left">Ligament</td>
<td valign="middle" align="left">
<inline-formula>
<mml:math display="inline" id="im11">
<mml:mrow>
<mml:mtable columnalign="left">
<mml:mtr columnalign="left">
<mml:mtd columnalign="left">
<mml:mrow>
<mml:mi>Q</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>-</mml:mo>
<mml:mn>1800</mml:mn>
<mml:mtext>&#xa0;ml</mml:mtext>
<mml:mo>&#x22c5;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mtext>min</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>-1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr columnalign="left">
<mml:mtd columnalign="left">
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>600</mml:mn>
<mml:mo>-</mml:mo>
<mml:mn>3000&#xa0;r</mml:mn>
<mml:mo>&#x22c5;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mtext>min</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>-1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr columnalign="left">
<mml:mtd columnalign="left">
<mml:mrow>
<mml:mi>D</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>0.1</mml:mn>
<mml:mtext>&#xa0;m</mml:mtext>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr columnalign="left">
<mml:mtd columnalign="left">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>0.00528</mml:mn>
<mml:mo>-</mml:mo>
<mml:mn>0.0175</mml:mn>
<mml:mtext>&#xa0;Pa</mml:mtext>
<mml:mo>&#x22c5;</mml:mo>
<mml:mtext>s</mml:mtext>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr columnalign="left">
<mml:mtd columnalign="left">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>1113</mml:mn>
<mml:mo>-</mml:mo>
<mml:mn>1170</mml:mn>
<mml:mtext>&#xa0;kg</mml:mtext>
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<tr>
<td valign="middle" align="left">(<xref ref-type="bibr" rid="B20">Kumar and Sarkar, 2019</xref>)</td>
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<td valign="middle" align="left">Direct drop and ligament</td>
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<tr>
<td valign="middle" align="left">(<xref ref-type="bibr" rid="B34">Prather et&#xa0;al., 2023</xref>)</td>
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<td valign="middle" align="left">Direct drop and ligament</td>
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<p>In agricultural spray applications, droplet size distribution is a critical factor in determining spraying efficacy, directly impacting coverage, drift risk, and deposition and absorption on target plants (<xref ref-type="bibr" rid="B15">Gong et&#xa0;al., 2022b</xref>, <xref ref-type="bibr" rid="B14">2022a</xref>). Droplet size distribution is typically presented as histograms and cumulative distribution curves. <xref ref-type="bibr" rid="B4">Boize and Dombrowski (1976)</xref> analyzed droplet size distribution across various liquid viscosities, disc speeds, and flow rates using histograms. <xref ref-type="bibr" rid="B10">Frost (1981)</xref> illustrated the uniformity of droplet size distribution using cumulative distribution curves. To more accurately evaluate droplet size distribution, researchers have employed the VMD-NMD (Number median diameter, NMD) ratio, coeficient of variation, and relative span factor (RSF) as assessment metrics. <xref ref-type="bibr" rid="B29">Panneton (2002)</xref> assessed the uniformity of droplet size distribution generated by spinning cups under various geometric parameters and operating conditions using the VMD-NMD ratio, and explored key influencing factors. <xref ref-type="bibr" rid="B38">Sahoo and Kumar (2021a)</xref> systematically studied the size distribution of primary and secondary droplets in the direct droplet mode of a spinning disc and quantified their coefficient of variation. <xref ref-type="bibr" rid="B37">Ru et&#xa0;al. (2024)</xref> employed the RSF to investigate the factors influencing droplet size distribution in rotary nozzles. Additionally, the practical and mathematically simple Rosin-Rammler (RR) distribution has been applied to droplet size distribution in rotating packed beds (<xref ref-type="bibr" rid="B54">Xie et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B11">Gao et&#xa0;al., 2015</xref>) and rotary-bell atomizers (<xref ref-type="bibr" rid="B7">Corbeels et&#xa0;al., 1992</xref>). However, compared to these applications, the droplet size distribution of spinning disc atomizers in agricultural sprays is broader and contains more large droplets, warranting further investigation.</p>
<p>This study used ethanol-water solutions as the test liquids and utilized a high-speed camera to analyze the atomization characteristics of a spinning disc atomizer. The research investigated the effects of disc speed, flow rate, and surface tension on the modes of spray formation, droplet size, and size distribution. Based on the experimental results, a dimensionless correlation for droplet size was established, and the statistical distribution of droplet sizes around <italic>D<sub>V0.5</sub>
</italic> was analyzed.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Experimental setup</title>
<p>The experimental setup consisted of a spinning disc atomizer, a feed system, and a visualization system (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). The disc was made of photopolymer resin and polished with fine sandpaper to remove burrs before spraying. The disc had a diameter of 0.06 m and an edge thickness of 0.003 m, and was driven by a stepper motor. The rotational speed was adjusted by a speed governor and varied between 1000 and 4000 r&#xb7;min<sup>-1</sup> in increments of 500 r&#xb7;min<sup>-1</sup>. The liquid was delivered to the disc by gravity through a 6 mm diameter circular nozzle from the supply tank. The nozzle was positioned vertically above the disc at a distance of 5 mm from the surface. The liquid volumetric flow rate was adjusted by a flow meter on the supply tube. The droplets were collected in a collection tank and returned to the supply tank by a circulating pump. A high-speed camera (SH6-109, Shenzhen Sincevision Technology Co., Ltd, China) was installed above the disc, with a panel light source positioned below it. <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref> presents a top view illustrating the relative positions of the camera window and the disc.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Schematic diagram of <bold>(A)</bold> experimental setup for spinning disc atomization and <bold>(B)</bold> image acquisition windows (top view). The diameter of the disc is <italic>D</italic> = 0.06 m and the thickness is <italic>t</italic> = 0.003 m.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1470745-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Test liquids</title>
<p>To vary the surface tension of the spray liquid without significantly altering the viscosity, various volume percentages of ethanol-water solutions were used, following <xref ref-type="bibr" rid="B19">Kooij et&#xa0;al. (2018)</xref> (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). The surface tension varied with different volume percentages and was measured using the Wilhelmy plate method with a Kr&#xfc;ss Force Tensiometer K100. The density was measured using a pycnometer, with each measurement repeated three times. In the experiments, changes in ethanol concentration had minimal effect on viscosity (<xref ref-type="bibr" rid="B56">Yao and Fang, 2013</xref>; <xref ref-type="bibr" rid="B19">Kooij et&#xa0;al., 2018</xref>). Therefore, the viscosity was approximated to be equal to that of water, which is 0.001 Pa&#xb7;s.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Surface tension and density of ethanol-water solutions.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Vol %ethanol</th>
<th valign="middle" align="center">Surface tension (mN&#xb7;m<sup>-1</sup>)</th>
<th valign="middle" align="center">Density (kg&#xb7;m<sup>-3</sup>)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">0</td>
<td valign="middle" align="center">72.535 &#xb1; 0.072</td>
<td valign="middle" align="center">997.9 &#xb1; 0.4</td>
</tr>
<tr>
<td valign="middle" align="center">9</td>
<td valign="middle" align="center">51.764 &#xb1; 0.083</td>
<td valign="middle" align="center">985.6 &#xb1; 1.5</td>
</tr>
<tr>
<td valign="middle" align="center">50</td>
<td valign="middle" align="center">29.681 &#xb1; 0.025</td>
<td valign="middle" align="center">930.1 &#xb1; 0.1</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Experimental operating conditions</title>
<p>During measurements, the ambient temperature was maintained at approximately 20&#xb0;C. Five flow rates, three concentrations of ethanol-water solutions, and seven disc speeds were used, resulting in 105 operating points. For capturing images of droplet size measurements, the flow rate varied between 100 and 500 ml&#xb7;min<sup>-1</sup> in increments of 100 ml&#xb7;min<sup>-1</sup>. To further capture the space of spray formation modes, additional flow rates (50, 600, and 880 ml&#xb7;min<sup>-1</sup>) were tested with a 50% ethanol-water solution. At the operating point, 9500 frames per second were captured at a resolution of 1280 &#xd7; 1024. To prevent image blurring caused by high-speed rotation, the camera exposure time was set to a low value of 5 &#x3bc;s. Prior to experimentation, images of a 1.5 mm &#xd7; 1.5 mm checkerboard were captured to determine spatial resolution. Image acquisition commenced approximately 15 seconds after spray initiation, once a stable spray state was achieved. To avoid capturing the same droplet multiple times, images were acquired in intervals: after each pair of images, a 60-frame interval was imposed before capturing the subsequent pair. A minimum of 1088 image pairs were recorded for each operating point. Matlab software (R2019b, MathWorks, Natick, MA, USA) was employed to determine the size and size distribution of droplets in the image. To ensure data reliability, over 2000 droplets were analyzed for each operating point. Each operation was repeated three times, maintaining a coefficient of variation below 7.5%.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Dimensional analysis</title>
<p>In the study of spinning disc atomization, the relationships among various variables were complex. To simplify the relationships among variables and better understand their effects on <italic>D</italic>
<sub>V0.5</sub>, dimensional analysis was employed. The density of the surrounding air is negligible compared to the liquid density, thus it is not considered a major variable. Consequently, the <italic>D</italic>
<sub>V0.5</sub> of spinning disc atomization depends solely on the liquid&#x2019;s physical properties (density <italic>&#x3c1;</italic>, viscosity <italic>&#x3bc;</italic>, surface tension <italic>&#x3c3;</italic>), disc diameter (<italic>D</italic>), and operating conditions (disc speed <italic>&#x3c9;</italic>, flow rate <italic>Q</italic>). Thus, the studied physical phenomena are summarized in the following relationship:</p>
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<mml:mtext>&#xa0;</mml:mtext>
<mml:mi>&#x3c3;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi>Q</mml:mi>
<mml:mo>,</mml:mo>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi>&#x3bc;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi>D</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>According to Buckingham&#x2019;s &#x3c0; theorem, four dimensionless quantities were derived (<xref ref-type="bibr" rid="B5">Buckingham, 1914</xref>):</p>
<disp-formula id="eq2">
<label>(2)</label>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>V</mml:mi>
<mml:mn>0.5</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mi>D</mml:mi>
</mml:mfrac>
<mml:mo>=</mml:mo>
<mml:mi>F</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mi>D</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mfrac>
<mml:mo>,</mml:mo>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:msup>
<mml:mi>&#x3bc;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>Q</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>D</mml:mi>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Where: [<italic>D</italic>
<sub>V0.5</sub>
<italic>/D</italic>] is defined as dimensionless droplet size, <italic>d<sup>*</sup>
</italic>; [<italic>D</italic>
<sup>2</sup>
<italic>&#x3c9;&#x3c1;</italic>/<italic>&#x3bc;</italic>] is defined as the Reynolds number, <italic>Re</italic>, representing the ratio of inertial forces to viscous forces; [2<italic>&#x3bc;</italic>
<sup>2</sup>/<italic>&#x3c1;&#x3c3;D</italic>] is defined as the Stability number, <italic>St</italic>, which is proportional to the ratio of viscous to inertial and surface tension forces (<xref ref-type="bibr" rid="B3">Bizjan et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B24">Li et&#xa0;al., 2022</xref>); [<italic>&#x3c1;Q</italic>/<italic>D&#x3bc;</italic>] is defined as the dimensionless flow rate, <italic>q</italic>.</p>
<p>A widely accepted monomial form was employed for correlating <italic>d</italic>* as a function of <italic>Re</italic>, <italic>St</italic>, and <italic>q</italic>. The application of the monomial form to <xref ref-type="disp-formula" rid="eq2">Equation 2</xref> gives <xref ref-type="disp-formula" rid="eq3">Equation 3</xref>:</p>
<disp-formula id="eq3">
<label>(3)</label>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:msup>
<mml:mi>d</mml:mi>
<mml:mo>*</mml:mo>
</mml:msup>
<mml:mo>=</mml:mo>
<mml:mi>C</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi>Re</mml:mi>
</mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:msup>
<mml:mi>S</mml:mi>
<mml:msup>
<mml:mi>t</mml:mi>
<mml:mi>&#x3b2;</mml:mi>
</mml:msup>
<mml:msup>
<mml:mi>q</mml:mi>
<mml:mi>&#x3b3;</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</disp-formula>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Droplet size distribution functions</title>
<p>To make useful predictions, it is essential to consider the statistical distribution of droplet sizes around the characteristic diameter. Among the various options, the RR distribution function is the most commonly used in droplet breakup studies (<xref ref-type="bibr" rid="B21">Lefebvre and McDonell, 2017</xref>; <xref ref-type="bibr" rid="B17">Johansen et&#xa0;al., 2013</xref>). The RR distribution is a two-parameter function defined by the characteristic diameter <italic>d<sub>i</sub>
</italic>, corresponding to a specific cumulative volume fraction, and the spread parameter <italic>n</italic>. The cumulative volume distribution function is:</p>
<disp-formula id="eq4">
<label>(4)</label>
<mml:math display="block" id="M4">
<mml:mrow>
<mml:mi>V</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>d</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>exp</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mi>d</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:msup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>k<sub>i</sub>
</italic> = -ln(1-<italic>V<sub>i</sub>
</italic>), for <italic>V<sub>i</sub>
</italic> = 50%, <italic>d<sub>i</sub>
</italic> represents the median diameter, and <italic>k<sub>i</sub>
</italic> = -ln(0.5) =0.693. The exponent <italic>n</italic> indicates a measure of the spread of drop sizes, with higher values of <italic>n</italic> signifying a more uniform spray distribution.</p>
<disp-formula id="eq5">
<label>(5)</label>
<mml:math display="block" id="M5">
<mml:mrow>
<mml:mi>V</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>d</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>exp</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>ln</mml:mi>
<mml:mo>(</mml:mo>
<mml:mn>0.5</mml:mn>
<mml:mo>)</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mi>d</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>V</mml:mi>
<mml:mn>0.5</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:msup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<p>
<xref ref-type="bibr" rid="B36">Rizk and Lefebvre (1985)</xref> proposed a Modified Rosin-Rammler (MRR) distribution function to better fit over most of the drop size range, as shown in the following equation:</p>
<disp-formula id="eq6">
<label>(6)</label>
<mml:math display="block" id="M6">
<mml:mrow>
<mml:mi>V</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>d</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>exp</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>ln</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:mn>0.5</mml:mn>
<mml:mo stretchy="false">)</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>ln</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>d</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mi>ln</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>V</mml:mi>
<mml:mn>0.5</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:msup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results and discussion</title>
<sec id="s3_1">
<label>3.1</label>
<title>Modes of spray formation</title>
<sec id="s3_1_1">
<label>3.1.1</label>
<title>Evolution of modes of spray formation</title>
<p>
<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> illustrates the transition in modes of spray formation as the flow rate increases, with the spinning disc operating at 1000 r&#xb7;min<sup>-1</sup> and using a constant ethanol-water solution. At a low flow rate of 50 ml&#xb7;min<sup>-1</sup>, direct droplet formation is initially observed at the edge of the disc (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). Driven by centrifugal force, the liquid spreads outward, forming a radial liquid film on the disc surface. Once the liquid film reaches the disc&#x2019;s edge, it extends a finite distance radially, forming a liquid torus around the edge (<xref ref-type="bibr" rid="B48">Wang et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B44">Tan et&#xa0;al., 2019</xref>). Rayleigh-Taylor instability, induced by centripetal acceleration, destabilizes the torus, forming one or more bulges (<xref ref-type="bibr" rid="B18">Keshavarz et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B8">Eisenklam, 1964</xref>). Primary droplets form by elongating the bulge, followed by the creation of smaller satellite droplets from the liquid thread connecting the primary droplet with the bulge (<xref ref-type="bibr" rid="B38">Sahoo and Kumar, 2021a</xref>, <xref ref-type="bibr" rid="B39">2021b</xref>). This mode is commonly employed in handheld and aerial rotary atomizers.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Modes of spray formation of 50% ethanol-water solutions in spinning disc atomization process. <bold>(A)</bold> Direct droplet formation (50 ml&#xb7;min<sup>-1</sup> and 1000 r&#xb7;min<sup>-1</sup>); <bold>(B)</bold> Droplet-Ligament formation (200 ml&#xb7;min<sup>-1</sup> and 1000 r&#xb7;min<sup>-1</sup>); <bold>(C)</bold> Ligament formation (500 ml&#xb7;min<sup>-1</sup> and 1000 r&#xb7;min<sup>-1</sup>); <bold>(D)</bold> Ligament-Sheet formation (600 ml&#xb7;min<sup>-1</sup> and 1000 r&#xb7;min<sup>-1</sup>); <bold>(E)</bold> Sheet formation (880 ml&#xb7;min<sup>-1</sup> and 1000 r&#xb7;min<sup>-1</sup>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1470745-g002.tif"/>
</fig>
<p>If the disc is oversupplied with liquid, this direct droplet formation mode is disrupted. When the flow rate increases to 200 ml&#xb7;min<sup>-1</sup>, a mixture of direct droplet formation and ligament formation is observed (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). At this stage, ligaments are drawn out from the disc edge, but their distribution is chaotic and disordered. Some droplets still form directly from the disc edge, while others are formed from the breakup of ligaments (<xref ref-type="bibr" rid="B30">Peng et&#xa0;al., 2017</xref>). As the flow rate increases to 500 ml&#xb7;min<sup>-1</sup>, the mode transitions to ligament formation, with droplets formed directly being completely replaced by those formed from ligaments. Distinct, regular ligaments form with stable, orderly flight trajectories (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>). The ligaments break into droplets due to Plateau&#x2013;Rayleigh instability, with disturbances of wavelength larger than the ligament diameter causing instability, eventually breaking up the ligaments and forming droplets (<xref ref-type="bibr" rid="B35">Rayleigh, 1879</xref>). This mode typically results in the formation of uniform droplets proportional to the disturbance wavelength (<xref ref-type="bibr" rid="B23">Li et&#xa0;al., 2018</xref>).</p>
<p>When the flow rate reaches 600 ml&#xb7;min<sup>-1</sup>, adjacent ligaments begin to merge, forming a liquid sheet (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2D</bold>
</xref>). At a flow rate of 880 ml&#xb7;min<sup>-1</sup>, the liquid film on the disc thickens, resulting in fully developed sheet formation (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2E</bold>
</xref>). In this mode, the liquid film leaves the disc as a free sheet and then breaks up irregularly (<xref ref-type="bibr" rid="B34">Prather et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B23">Li et&#xa0;al., 2018</xref>). Although the droplets formed in this mode are less uniform than those from ligament formation, overall, droplets from these three modes are more uniform than those produced by hydraulic nozzles (<xref ref-type="bibr" rid="B41">Salah et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B55">Yang et&#xa0;al., 2023</xref>).</p>
</sec>
<sec id="s3_1_2">
<label>3.1.2</label>
<title>Space of modes of spray formation</title>
<p>
<xref ref-type="bibr" rid="B10">Frost (1981)</xref> studied spinning disc atomization using aqueous solutions of glycerol and Agral surfactant. He established transition correlations for spray formation modes through dimensional analysis, see <xref ref-type="app" rid="app1">
<bold>Appendix A</bold>
</xref>.</p>
<p>
<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref> presents the spray formation modes predicted by Frost&#x2019;s transition correlations (9)-(11), with different symbols indicating various operating points. These modes were identified through visual inspection of recorded images and are depicted by the features shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>. Overall, the predicted spray formation modes closely matched the experimental results, except for ligament formation and ligament-sheet formation. The transition from ligament to sheet formation occurred earlier than predicted, indicating a more abrupt change. This discrepancy may result from subjectivity in defining the mode boundaries or because the equilibrium surface tension used in Frost&#x2019;s calculations was lower than the actual surface tension. <xref ref-type="bibr" rid="B10">Frost (1981)</xref> used aqueous solutions of glycerol and Agral surfactant as test liquids, where the surface tension of the liquid after forming a new surface was equivalent to that of the glycerol solution. Due to the slow molecular dynamics of Agral surfactant, its delivery rate to the droplet surface is insufficient to reach equilibrium, causing the actual surface tension to be higher than the equilibrium surface tension (<xref ref-type="bibr" rid="B19">Kooij et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B46">Varghese et&#xa0;al., 2024</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Space of spray formation modes, as predicted by Frost, overlaid with experimental results of 50% ethanol-water solution. Circles represent direct droplet formation, plus signs represent droplet-ligament formation, asterisks represent ligament formation, crosses represent ligament-sheet formation, and squares represent sheet formation.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1470745-g003.tif"/>
</fig>
</sec>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Droplet size analysis and correlations</title>
<sec id="s3_2_1">
<label>3.2.1</label>
<title>Correlation for droplet size</title>
<p>
<italic>D</italic>
<sub>V0.5</sub> represents the droplet diameter at which half of the spray volume consists of droplets smaller than this size, and the other half consists of droplets larger than this size (<xref ref-type="bibr" rid="B53">Xiang et&#xa0;al., 2021</xref>). <xref ref-type="bibr" rid="B10">Frost (1981)</xref> proposed a correlation to predict the droplet size produced by a spinning disc atomizer, expressed as:</p>
<disp-formula id="eq7">
<label>(7)</label>
<mml:math display="block" id="M7">
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>V</mml:mi>
<mml:mn>0.5</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mn>1.87</mml:mn>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mi>Q</mml:mi>
<mml:mrow>
<mml:mn>0.44</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mn>0.15</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi>&#x3bc;</mml:mi>
<mml:mrow>
<mml:mn>0.017</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mn>0.80</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mrow>
<mml:mn>0.75</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mn>0.16</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Under the ligament formation mode, <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref> shows that the <italic>D</italic>
<sub>V0.5</sub> predicted by Frost&#x2019;s correlation is significantly lower than the experimental results, with an error range from 0% to -60%. This underestimation may be due to the equilibrium surface tension used in Frost&#x2019;s correlation being lower than the actual surface tension, as previously discussed. Therefore, to improve prediction accuracy, it is preferable to use test liquids with faster molecular dynamics when establishing the correlation.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Comparison between measurement data (ligament formation mode) and Frost&#x2019;s correlation (7) predicted data.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1470745-g004.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref> illustrates that as the <italic>Re</italic> increased from 0.35&#xd7;10<sup>6</sup> to 1.50&#xd7;10<sup>6</sup>, reflecting a rise in disc speed, the <italic>d</italic>* decreased across all conditions. In <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>, with a nearly constant <italic>q</italic> ranging from 129.19 to 138.60, an increase in <italic>St</italic> from 0.46&#xd7;10<sup>-6</sup> to 1.21&#xd7;10<sup>-6</sup>, reflecting a decrease in surface tension, led to a reduction in <italic>d</italic>*. Additionally, at <italic>St</italic> = 1.21&#xd7;10<sup>-6</sup>, <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref> demonstrates that the <italic>q</italic> (from 25.84 to 129.19) associated with flow rate had a negligible effect on <italic>d</italic>*.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>The relationship between <italic>Re</italic> (0.35&#xd7;106 to 1.50&#xd7;106) and dimensionless droplet size (<italic>d</italic>*). <bold>(A)</bold> At a nearly constant q (129.19 to 138.60), St varies from 0.46&#xd7;10-6 to 1.21&#xd7;10-6; <bold>(B)</bold> At St = 1.21&#xd7;10-6, q varies from 25.84 to 129.19.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1470745-g005.tif"/>
</fig>
<p>The <italic>Re</italic> values range from 0.35&#xd7;10<sup>6</sup> to 1.50&#xd7;10<sup>6</sup>, <italic>St</italic> values range from 0.46&#xd7;10<sup>-6</sup> to 1.21&#xd7;10<sup>-6</sup>, and <italic>q</italic> values range from 25.84 to 138.60. The correlation was first fitted according to the <xref ref-type="disp-formula" rid="eq3">Equation 3</xref>. However, the <italic>p</italic>-value for the coefficient &#x3b3; associated with <italic>q</italic> is 0.108, being higher than 0.05, indicating this variable is statistically insignificant. This finding aligned with the results shown in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>. Therefore, <italic>q</italic> was removed from the dimensionless parameters of interest. By analyzing the coefficients in the <xref ref-type="disp-formula" rid="eq3">Equation 3</xref>, a dimensionless droplet size correlation was obtained:</p>
<disp-formula id="eq8">
<label>(8)</label>
<mml:math display="block" id="M8">
<mml:mrow>
<mml:msup>
<mml:mi>d</mml:mi>
<mml:mo>*</mml:mo>
</mml:msup>
<mml:mo>=</mml:mo>
<mml:mn>0.277</mml:mn>
<mml:mi>R</mml:mi>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mn>-0.814</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mi>S</mml:mi>
<mml:msup>
<mml:mi>t</mml:mi>
<mml:mrow>
<mml:mn>-0.530</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mtext>&#x2003;</mml:mtext>
<mml:mo stretchy="false">(</mml:mo>
<mml:msup>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>=</mml:mo>
<mml:mn>0.951</mml:mn>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>The magnitude of the coefficient associated with each dimensionless number gives some essential guidance on the phenomena&#x2019;s prevalence in the spinning disc atomization process. The coefficient associated with <italic>Re</italic> and <italic>St</italic> in the <xref ref-type="disp-formula" rid="eq8">Equation 8</xref> corroborated the conclusions presented in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>. <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref> presents a comparison of experimental and predicted droplet sizes. The results indicate that the relative error between most experimental and predicted data is within &#xb1;15%, demonstrating the high accuracy and reliability of the <xref ref-type="disp-formula" rid="eq8">Equation 8</xref>. This consistency also indicates the high regularity of the spinning disc atomization process. However, some larger droplet sizes exceeded the &#xb1;15% error range. This discrepancy may result from poor droplet uniformity at these operating points, affecting the measured <italic>D</italic>
<sub>V0.5</sub> values.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Comparison between measurement data and correlation (8) predicted data.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1470745-g006.tif"/>
</fig>
<p>Although this study was conducted in a simplified laboratory environment without considering field complexities such as wind speed, temperature, and humidity, which can indeed influence atomization efficiency and pesticide deposition in practical applications (<xref ref-type="bibr" rid="B25">Lin et&#xa0;al., 2021</xref>), the droplet size correlation proposed here holds substantial value for droplet size control. According to the theory of biological optimum droplet size, droplets of specific sizes are more likely to adhere to target organisms, thus enhancing pesticide adhesion and efficacy (<xref ref-type="bibr" rid="B45">Uk, 1977</xref>; <xref ref-type="bibr" rid="B6">Chen et&#xa0;al., 2022</xref>). Consequently, by adjusting disc speed or liquid surface tension under the guidance of the droplet size correlation, droplets can be generated that align with the biological optimum droplet size, thereby improving pest control effectiveness.</p>
</sec>
<sec id="s3_2_2">
<label>3.2.2</label>
<title>Effect of disc speed on droplet size</title>
<p>Under all operating conditions, <italic>D</italic>
<sub>V0.5</sub> decreased as disc speed increased. <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref> illustrates the relationship between disc speed and <italic>D</italic>
<sub>V0.5</sub>. The blue solid line in <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref> indicates that at a flow rate of 100 ml&#xb7;min<sup>-1</sup> and surface tension of 29.681 mN&#xb7;m<sup>-1</sup>, <italic>D</italic>
<sub>V0.5</sub> decreases from 751 &#x3bc;m to 214 &#x3bc;m as disc speed increases from 1000 r&#xb7;min<sup>-1</sup> to 4000 r&#xb7;min<sup>-1</sup>, a total reduction of 537 &#x3bc;m. Between 1000 r&#xb7;min<sup>-1</sup> and 2500 r&#xb7;min<sup>-1</sup>, <italic>D</italic>
<sub>V0.5</sub> decreased by 420 &#x3bc;m, accounting for 78.2% of the total reduction. This reduction may be due to the increased centrifugal force at higher speeds, which pushes the liquid to the disc edge, thins the liquid film, and forms smaller droplets (<xref ref-type="bibr" rid="B28">Mantripragada and Sarkar, 2017</xref>; <xref ref-type="bibr" rid="B1">Ahmed and Youssef, 2012</xref>). Moreover, <xref ref-type="bibr" rid="B52">Wu et&#xa0;al. (2018)</xref> noted that stronger shear effects within the liquid film and at the liquid-solid and gas-liquid interfaces contribute to smaller droplet sizes. However, as disc speed further increases, the slip velocity between the liquid film and the disc surface increases, slowing the reduction of liquid film thickness, which leads to a plateau in the decrease of <italic>D</italic>
<sub>V0.5</sub> at higher disc speeds (<xref ref-type="bibr" rid="B31">Peng et&#xa0;al., 2018a</xref>).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>The effect of disc speed on <italic>D</italic>
<sub>V0.5</sub>. The data in the figure are the average values from three replications. Error bars represent the standard errors of the means.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1470745-g007.tif"/>
</fig>
</sec>
<sec id="s3_2_3">
<label>3.2.3</label>
<title>Effect of flow rate on droplet size</title>
<p>The flow rate influences droplet size, but its effect is less significant than that of disc speed. <xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref> depicts the effect of flow rate on <italic>D</italic>
<sub>V0.5</sub>. The solid line in <xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref> shows that at low disc speeds, <italic>D</italic>
<sub>V0.5</sub> heavily depends on the flow rate. At high disc speeds, as indicated by the dashed line, this dependence decreases significantly. At high disc speeds, <italic>D</italic>
<sub>V0.5</sub> slightly increases with the rising flow rate. For instance, at a disc speed of 4000 r&#xb7;min<sup>-1</sup>, the orange dashed line in <xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref> shows that as the flow rate increases from 100 ml&#xb7;min<sup>-1</sup> to 500 ml&#xb7;min<sup>-1</sup>, <italic>D</italic>
<sub>V0.5</sub> increases from 214 &#x3bc;m to 231 &#x3bc;m. This could be due to the spray formation mode showing more liquid ligament characteristics, where long ligaments extend from the disc edge. An increase in flow rate may lead to more liquid ligaments or their elongation, thus accommodating the increased liquid volume (<xref ref-type="bibr" rid="B49">Wang et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B32">Peng et&#xa0;al., 2018b</xref>). As shown in <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>, when the disc speed exceeds 2500 r&#xb7;min<sup>-1</sup>, <italic>D</italic>
<sub>V0.5</sub> is primarily controlled by disc speed, and the effect of flow rate becomes negligible. This phenomenon is supported by the study of the Micron ULVA rotary atomizer by <xref ref-type="bibr" rid="B4">Boize and Dombrowski (1976)</xref>. At low disc speeds, <italic>D</italic>
<sub>V0.5</sub> changes significantly with an increasing flow rate. For instance, the goldenrod solid line in <xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref> shows that at a disc speed of 1000 r&#xb7;min<sup>-1</sup> and a surface tension of 51.764 mN&#xb7;m<sup>-1</sup>, increasing the flow rate decreases droplet size. As the flow rate increases from 100 ml&#xb7;min<sup>-1</sup> to 500 ml&#xb7;min<sup>-1</sup>, <italic>D</italic>
<sub>V0.5</sub> decreases from 1158 &#x3bc;m to 792 &#x3bc;m. This might be due to a change in spray formation mode caused by the increase in flow rate. In the ligament formation mode, the droplet sizes produced are much smaller than those in the direct droplet mode at the same disc speed (<xref ref-type="bibr" rid="B34">Prather et&#xa0;al., 2023</xref>).</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>The effect of flow rate on <italic>D</italic>
<sub>V0.5</sub>. The data in the figure are the average values from three replications. Error bars represent the standard errors of the means.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1470745-g008.tif"/>
</fig>
</sec>
<sec id="s3_2_4">
<label>3.2.4</label>
<title>Effect of surface tension on droplet size</title>
<p>
<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref> demonstrates the significant impact of surface tension on <italic>D</italic>
<sub>V0.5</sub>. Lower surface tension results in smaller droplets. The solid lines in <xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref> indicate that at low disc speeds, <italic>D</italic>
<sub>V0.5</sub> is strongly dependent on surface tension. In contrast, the dashed lines show that this dependence decreases significantly at high disc speeds. At high disc speeds, <italic>D</italic>
<sub>V0.5</sub> decreases as surface tension decreases. The goldenrod dashed line in <xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref> shows that at 4000 r&#xb7;min<sup>-1</sup> and a flow rate of 500 ml&#xb7;min<sup>-1</sup>, <italic>D</italic>
<sub>V0.5</sub> decreases from 376 &#x3bc;m to 231 &#x3bc;m as surface tension drops from 72.535 mN&#xb7;m<sup>-1</sup> to 29.681 mN&#xb7;m<sup>-1</sup>. This is likely because surface tension represents the force resisting the formation of new surface areas (<xref ref-type="bibr" rid="B21">Lefebvre and McDonell, 2017</xref>). Lower surface tension allows droplets to form more quickly, resulting in smaller droplets (<xref ref-type="bibr" rid="B19">Kooij et&#xa0;al., 2018</xref>). At low disc speeds, <italic>D</italic>
<sub>V0.5</sub> decreases significantly as surface tension decreases. The blue solid line in <xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref> shows that at 1000 r&#xb7;min<sup>-1</sup> and a flow rate of 100 ml&#xb7;min<sup>-1</sup>, <italic>D</italic>
<sub>V0.5</sub> decreases from 1417 &#x3bc;m to 751 &#x3bc;m as surface tension drops from 72.535 mN&#xb7;m<sup>-1</sup> to 29.681 mN&#xb7;m<sup>-1</sup>.</p>
<fig id="f9" position="float">
<label>Figure&#xa0;9</label>
<caption>
<p>The effect of surface tension on <italic>D</italic>
<sub>V0.5</sub>. The data in the figure are the average values from three replications. Error bars represent the standard errors of the means.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1470745-g009.tif"/>
</fig>
</sec>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Droplet size distribution</title>
<p>
<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref> shows the distribution of droplet size in terms of both number and volume as the <italic>Re</italic> increases from 0.35&#xd7;10<sup>6</sup> to 1.40&#xd7;10<sup>6</sup>, with <italic>St</italic> of 1.21&#xd7;10<sup>-6</sup>, and <italic>q</italic> varying from 25.84 to 129.19. The results indicate that the droplet size distribution is positively skewed. At low <italic>Re</italic> and low <italic>q</italic>, such as <italic>Re</italic> = 0.35&#xd7;10<sup>6</sup> and <italic>q</italic> of 25.84 and 77.51, small droplets dominate in number but occupy only a small portion of the total volume, with most of the liquid volume concentrated in the few largest droplets. At high <italic>Re</italic> and high <italic>q</italic>, the liquid is mainly concentrated in the size range containing the most droplets. This is likely because, at higher <italic>Re</italic>, the liquid flow is more dominated by inertial forces, leading to flow instabilities (<xref ref-type="bibr" rid="B51">White and Xue, 2021</xref>) and, consequently, smaller droplet sizes. Additionally, as <italic>Re</italic> increases, the droplet size range narrows. For example, at <italic>q</italic> = 25.84 and <italic>Re</italic> = 0.35&#xd7;10<sup>6</sup>, the droplet size range is within 1240 &#x3bc;m. When <italic>Re</italic> increases to 1.40&#xd7;10<sup>6</sup>, the size range narrows further, with the maximum droplet size below 480 &#x3bc;m. For a given <italic>Re</italic>, increasing <italic>q</italic> from 25.84 to 129.19 slightly expands the droplet size range. Thus, the effect of <italic>q</italic> on droplet size distribution is less significant than that of <italic>Re</italic>. The RSF ranging from 0.670 to 1.001 indicates good uniformity in the droplet size distribution from the rotary atomization, as also noted by <xref ref-type="bibr" rid="B57">Zhou et&#xa0;al. (2017)</xref>. Overall, <italic>Re</italic> has a greater impact on RSF compared to <italic>q</italic>. As <italic>Re</italic> increases, the droplet size distribution becomes more uniform. For example, at <italic>q</italic> = 77.51, as <italic>Re</italic> increases from 0.35&#xd7;10<sup>6</sup> to 1.40&#xd7;10<sup>6</sup>, RSF decreases from 1.001 to 0.738. Therefore, to narrow the droplet size range and enhance uniformity, <italic>Re</italic> should be appropriately increased. Increasing <italic>Re</italic> can be achieved by enlarging the disc diameter, increasing the disc speed, raising the density, or reducing the viscosity.</p>
<fig id="f10" position="float">
<label>Figure&#xa0;10</label>
<caption>
<p>The number and volume fraction distributions for <italic>Re</italic> of 0.35&#xd7;10<sup>6</sup>, 0.88&#xd7;10<sup>6</sup>, and 1.40&#xd7;10<sup>6</sup>, with <italic>St</italic> of 1.21&#xd7;10<sup>-6</sup> and <italic>q</italic> values of 25.84, 77.51, and 129.19. The orange bars represent the number fraction distribution, while the blue bars represent the volume fraction distribution.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1470745-g010.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11</bold>
</xref> presents the experimental measurements and predicted cumulative volume distributions by <xref ref-type="disp-formula" rid="eq5">Equations 5</xref> and <xref ref-type="disp-formula" rid="eq6">6</xref> at <italic>St</italic> = 1.21&#xd7;10<sup>-6</sup>, with <italic>q</italic> values of 25.84 and 129.19, for different <italic>Re</italic>. As shown in the figure, as <italic>Re</italic> increases from 0.35&#xd7;10<sup>6</sup> to 1.40&#xd7;10<sup>6</sup>, the curve becomes steeper, indicating a narrower range of droplet size distribution. This observation is consistent with the phenomenon observed in <xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref>. The curves in <xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11</bold>
</xref>, combined with the <italic>R</italic>&#xb2; values in <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>, indicate that the RR and MRR distributions can accurately describe the droplet size distribution of the spinning disc atomizer, especially at high <italic>Re</italic>. Additionally, the <italic>R</italic>&#xb2; values of the MRR distribution fit are higher compared to the RR distribution. This suggests that the MRR distribution is superior to the RR distribution for spinning disc atomization with larger droplet sizes, consistent with the findings of <xref ref-type="bibr" rid="B36">Rizk and Lefebvre (1985)</xref>. For most sprays, the RR distribution can be well described with n values between 1.5 and 4 (<xref ref-type="bibr" rid="B21">Lefebvre and McDonell, 2017</xref>). In <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>, the n values range from 3.5 to 5.3, indicating that the spinning disc atomizer disperses droplets uniformly.</p>
<fig id="f11" position="float">
<label>Figure&#xa0;11</label>
<caption>
<p>Cumulative volume fraction of droplets under different <italic>Re</italic> with <italic>St</italic> = 1.21&#xd7;10<sup>-6</sup>. <bold>(A)</bold> <italic>q</italic> = 25.84 and <bold>(B)</bold> <italic>q</italic> = 129.19. Experimental data are compared with the fitting curves of the RR distribution (solid line) and the MRR distribution (dashed line).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-15-1470745-g011.tif"/>
</fig>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Parameters of RR and MRR distribution at different <italic>Re</italic>, with <italic>St</italic> = 1.21&#xd7;10<sup>-6</sup> and <italic>q</italic> values of 25.84 and 129.19.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="center">Distribution</th>
<th valign="middle" rowspan="2" align="center">
<italic>q</italic>
</th>
<th valign="middle" rowspan="2" align="center">Parameter</th>
<th valign="middle" colspan="4" align="center">
<italic>Re</italic> &#xd7; 10<sup>6</sup>
</th>
</tr>
<tr>
<th valign="middle" align="center">0.35</th>
<th valign="middle" align="center">0.70</th>
<th valign="middle" align="center">1.05</th>
<th valign="middle" align="center">1.40</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
<td valign="middle" align="center">
<italic>n</italic>
</td>
<td valign="middle" align="center">4.0</td>
<td valign="middle" align="center">4.3</td>
<td valign="middle" align="center">3.5</td>
<td valign="middle" align="center">4.1</td>
</tr>
<tr>
<td valign="middle" align="center">RR</td>
<td valign="middle" align="center">25.84</td>
<td valign="middle" align="center">
<italic>D</italic>
<sub>V0.5</sub>
</td>
<td valign="middle" align="center">708.0</td>
<td valign="middle" align="center">388.4</td>
<td valign="middle" align="center">288.6</td>
<td valign="middle" align="center">233.7</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
<td valign="middle" align="center">
<italic>R</italic>&#xb2;</td>
<td valign="middle" align="center">0.948</td>
<td valign="middle" align="center">0.948</td>
<td valign="middle" align="center">0.977</td>
<td valign="middle" align="center">0.984</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
<td valign="middle" align="center">
<italic>n</italic>
</td>
<td valign="middle" align="center">24.5</td>
<td valign="middle" align="center">25.1</td>
<td valign="middle" align="center">19.9</td>
<td valign="middle" align="center">22.7</td>
</tr>
<tr>
<td valign="middle" align="center">MRR</td>
<td valign="middle" align="center">25.84</td>
<td valign="middle" align="center">
<italic>D</italic>
<sub>V0.5</sub>
</td>
<td valign="middle" align="center">694.3</td>
<td valign="middle" align="center">379.2</td>
<td valign="middle" align="center">283.9</td>
<td valign="middle" align="center">231.3</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
<td valign="middle" align="center">
<italic>R</italic>&#xb2;</td>
<td valign="middle" align="center">0.960</td>
<td valign="middle" align="center">0.947</td>
<td valign="middle" align="center">0.984</td>
<td valign="middle" align="center">0.990</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
<td valign="middle" align="center">
<italic>n</italic>
</td>
<td valign="middle" align="center">5.3</td>
<td valign="middle" align="center">4.5</td>
<td valign="middle" align="center">4.4</td>
<td valign="middle" align="center">4.3</td>
</tr>
<tr>
<td valign="middle" align="center">RR</td>
<td valign="middle" align="center">129.19</td>
<td valign="middle" align="center">
<italic>D</italic>
<sub>V0.5</sub>
</td>
<td valign="middle" align="center">666.1</td>
<td valign="middle" align="center">463.8</td>
<td valign="middle" align="center">345.3</td>
<td valign="middle" align="center">277.2</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
<td valign="middle" align="center">
<italic>R</italic>&#xb2;</td>
<td valign="middle" align="center">0.868</td>
<td valign="middle" align="center">0.889</td>
<td valign="middle" align="center">0.926</td>
<td valign="middle" align="center">0.923</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
<td valign="middle" align="center">
<italic>n</italic>
</td>
<td valign="middle" align="center">32.9</td>
<td valign="middle" align="center">27.2</td>
<td valign="middle" align="center">25.8</td>
<td valign="middle" align="center">24.2</td>
</tr>
<tr>
<td valign="middle" align="center">MRR</td>
<td valign="middle" align="center">129.19</td>
<td valign="middle" align="center">
<italic>D</italic>
<sub>V0.5</sub>
</td>
<td valign="middle" align="center">650.4</td>
<td valign="middle" align="center">453.0</td>
<td valign="middle" align="center">338.9</td>
<td valign="middle" align="center">273.5</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
<td valign="middle" align="center">
<italic>R</italic>&#xb2;</td>
<td valign="middle" align="center">0.888</td>
<td valign="middle" align="center">0.910</td>
<td valign="middle" align="center">0.941</td>
<td valign="middle" align="center">0.937</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="conclusions">
<label>4</label>
<title>Conclusions</title>
<p>This study used ethanol-water solutions as test liquids to experimentally investigate the atomization characteristics of the spinning disc atomizer using a high-speed camera. The effects of disc speed, flow rate, and surface tension on modes of spray formation, droplet size, and size distribution were analyzed. The main findings are as follows: (1) Under the same disc speed and ethanol-water solution, an increase in flow rate caused the modes of spray formation to transition from direct droplet formation to ligament formation, and finally to sheet formation. Frost&#x2019;s transition correlations accurately predicted the spray formation modes, with the exception of ligament formation and ligament-sheet formation.</p>
<p>(2) It was found that the droplet sizes predicted by Frost&#x2019;s correlation were significantly lower than the experimental results, with an error range of 0% to -60%. A correlation between the dimensionless droplet size <italic>d<sup>*</sup>
</italic> and the dimensionless quantities <italic>Re</italic> and <italic>St</italic> was established. The coefficient of determination was <italic>R</italic>&#xb2;=0.951, and most predicted droplet sizes deviated from the experimental values by within &#xb1;15%. Under experimental conditions, <italic>Re</italic> and <italic>St</italic> were important quantities affecting droplet size. Droplet size decreased with increasing <italic>Re</italic> or <italic>St</italic>, but was hardly affected by <italic>q</italic>. Besides, the droplet size decreased with increasing disc speed and decreasing surface tension. At high disc speeds, the dependence of droplet size on flow rate weakened. At low disc speeds, the mode of spray formation affected droplet size, and an increase in flow rate led to a decrease in droplet size.(3) Appropriately increasing <italic>Re</italic> during the spinning disc atomization process can narrow the droplet size range and improve uniformity. At low <italic>Re</italic> and low <italic>q</italic>, small droplets dominate in number but occupy only a small portion of the total volume, with most of the liquid volume concentrated in the few largest droplets. At high <italic>Re</italic> and high <italic>q</italic>, the liquid is mainly concentrated in the size range containing the most droplets. The RR and MRR distributions can accurately describe the droplet size distribution, especially at high <italic>Re</italic>. For larger droplet sizes, the MRR distribution is superior to the RR distribution.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<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="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>JC: Formal analysis, Methodology, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. WH: Conceptualization, Formal analysis, Writing &#x2013; original draft. XD: Writing &#x2013; review &amp; editing. JL: Conceptualization, Writing &#x2013; original draft. ZG: Formal analysis, Writing &#x2013; original draft. BQ: Conceptualization, Funding acquisition, Project administration, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work was made possible by the National Natural Science Foundation of China (No.31971790), a Project Funded by the Priority Academic Program Development of Jiangsu Higher Education Institutions(No.PAPD2023-87).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors express their sincere gratitude to the Qwen 2.5 language model (Alibaba Cloud, Hangzhou, China) for its support in translation and polishing. Subsequently, the authors conducted a comprehensive review and made necessary revisions to ensure the accuracy and clarity of the manuscript. The final content of this publication remains the sole responsibility of the authors.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<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 id="s10" sec-type="disclaimer">
<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>
<fn-group>
<title>Nomenclature</title>
<fn fn-type="abbr" id="abbrev1">
<p><italic>d</italic>, Droplet size, (m); <italic>d*</italic>, Dimensionless droplet size, (-); <italic>D</italic>, Disc diameter, (m); <italic>D<sub>10</sub>
</italic>, Arithmetic mean diameter, (m); <italic>D<sub>32</sub>
</italic>, Sauter mean diameter, (m); <italic>D<sub>V0.5</sub>
</italic> (VMD) , Volume median diameter, (m); <italic>n</italic>, Spread parameter, (-); <italic>q</italic>, Dimensionless flow rate, (-); <italic>Q</italic>, Flow rate, (ml&#xb7;min<sup>-1</sup>); <italic>Re</italic>, Reynolds number, (-); <italic>St</italic>, Stability number, (-); <italic>t</italic>, Disc thickness, (m); <italic>V</italic>, Cumulative volume fraction, (-); <italic>&#x3c9;</italic>, Disc speed, (r&#xb7;min<sup>-1</sup>); <italic>&#x3bc;</italic>, Viscosity, (Pa&#xb7;s); <italic>&#x3c1;</italic>, Density, (kg&#xb7;m<sup>-3</sup>); <italic>&#x3c3;</italic>, Surface tension, (mN&#xb7;m<sup>-1</sup>); MRR, Modified Rosin-Rammler; NMD, Number mean diameter, (m); RR, Rosin-Rammler</p>
</fn>
</fn-group>
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</ref-list>
<app-group>
<app id="app1">
<title>Appendix A</title>
<table-wrap id="T4" position="float">
<label>Table&#xa0;A1</label>
<caption>
<p>Frost&#x2019;s transition correlations and parameter ranges.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Modes of formation</th>
<th valign="middle" align="center">Transition correlations</th>
<th valign="middle" align="center">Parameter ranges</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Droplet-Ligament</td>
<td valign="middle" align="left">
<disp-formula id="eq9">
<label>(9)</label>
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<mml:mrow>
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<mml:mn>1.52</mml:mn>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>D</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mi>&#x3bc;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
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<mml:mi>D</mml:mi>
</mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo stretchy="false">/</mml:mo>
<mml:msup>
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<mml:mo>(</mml:mo>
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<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
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<mml:mi>D</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mn>0.95</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
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</td>
<td valign="top" rowspan="3" align="left">
<inline-formula>
<mml:math display="inline" id="im18">
<mml:mrow>
<mml:mtable columnalign="left">
<mml:mtr columnalign="left">
<mml:mtd columnalign="left">
<mml:mrow>
<mml:mi>Q</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>60</mml:mn>
<mml:mo>-</mml:mo>
<mml:mn>600</mml:mn>
<mml:mtext>&#xa0;ml</mml:mtext>
<mml:mo>&#x22c5;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mtext>min</mml:mtext>
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<mml:mrow>
<mml:mn>-1</mml:mn>
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</mml:mtd>
</mml:mtr>
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<mml:mtd columnalign="left">
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<mml:mn>477</mml:mn>
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<mml:mn>9549&#xa0;r</mml:mn>
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</mml:mtd>
</mml:mtr>
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<mml:mtd columnalign="left">
<mml:mrow>
<mml:mi>D</mml:mi>
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<mml:mn>0.04</mml:mn>
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<mml:mn>0.12</mml:mn>
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</mml:mtr>
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<mml:mn>0.001</mml:mn>
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<mml:mn>0.022</mml:mn>
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<mml:mtext>s</mml:mtext>
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</mml:mtr>
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<mml:mtd columnalign="left">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
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<mml:mn>1000</mml:mn>
<mml:mo>-</mml:mo>
<mml:mn>1170</mml:mn>
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<mml:msup>
<mml:mtext>m</mml:mtext>
<mml:mrow>
<mml:mn>-3</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr columnalign="left">
<mml:mtd columnalign="left">
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>33</mml:mn>
<mml:mo>-</mml:mo>
<mml:mn>59</mml:mn>
<mml:mtext>&#xa0;mN</mml:mtext>
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<mml:msup>
<mml:mtext>m</mml:mtext>
<mml:mrow>
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</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
</tr>
<tr>
<td valign="middle" align="left">Ligament</td>
<td valign="middle" align="left">
<disp-formula id="eq10">
<label>(10)</label>
<mml:math display="block" id="M10">
<mml:mrow>
<mml:mi>Q</mml:mi>
<mml:mo>&gt;</mml:mo>
<mml:mn>0.46</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
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<mml:mi>D</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mi>&#x3bc;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mn>0.9</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>(</mml:mo>
<mml:mfrac>
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<mml:mi>D</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
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</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mn>0.63</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</disp-formula>
</td>
</tr>
<tr>
<td valign="middle" align="left">Ligament-Sheet</td>
<td valign="middle" align="left">
<disp-formula id="eq11">
<label>(11)</label>
<mml:math display="block" id="M11">
<mml:mrow>
<mml:mi>Q</mml:mi>
<mml:mo>&gt;</mml:mo>
<mml:mn>19.8</mml:mn>
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<mml:mrow>
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</mml:msup>
</mml:mrow>
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</mml:mrow>
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</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mn>0.9</mml:mn>
</mml:mrow>
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<mml:mfrac>
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<mml:mi>D</mml:mi>
<mml:mn>2</mml:mn>
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</mml:mrow>
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</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mn>0.84</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</disp-formula>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</app>
</app-group>
</back>
</article>