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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Phys.</journal-id>
<journal-title>Frontiers in Physics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Phys.</abbrev-journal-title>
<issn pub-type="epub">2296-424X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">731804</article-id>
<article-id pub-id-type="doi">10.3389/fphy.2021.731804</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Physics</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Effects of Surface Tension on the Stability of Surface Nanobubbles</article-title>
<alt-title alt-title-type="left-running-head">Pan et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">The Stability of Surface Nanobubbles</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Pan</surname>
<given-names>Yongcai</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/1360098/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>He</surname>
<given-names>Bing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wen</surname>
<given-names>Binghai</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1369306/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Guangxi Key Lab of Multi-Source Information Mining and Security, Guangxi Normal University, <addr-line>Guilin</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>School of Electrical and Information Engineering, Guangxi University of Science and Technology, <addr-line>Liuzhou</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/1204345/overview">Lijuan Zhang</ext-link>, Shanghai Advanced Research Institute (CAS), 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/1061185/overview">Vickramjeet Singh</ext-link>, Dr. B. R. Ambedkar National Institute of Technology Jalandhar, India</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1409723/overview">Hong Peng</ext-link>, The University of Queensland, Australia</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Bing He, <email>hebing@gxnu.edu.cn</email>; Binghai Wen, <email>oceanwen@gxnu.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Physical Chemistry and Chemical Physics, a section of the journal Frontiers in Physics</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>01</day>
<month>09</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>731804</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>06</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>08</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Pan, He and Wen.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Pan, He and Wen</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>The existence of surface nanobubbles has already been confirmed by variable detection methods, but the mechanism of their extraordinary stability remains unclear and has aroused widespread research interest in the past 2&#xa0;decades. Experiments and theoretical analyses have tried to account for these stabilities such as the very long lifetime, very high pressure and very small contact angle. Attractive hydrophobic potential was applied to complement the pinning-oversaturation theory and successfully explain the survival of surface nanobubbles in undersaturation environment by some researchers. However, the survival of nanobubbles on hydrophilic surface still requires sizeable oversaturation. In this paper, we introduce the variable surface tensions, namely Tolman-dependence and state-dependence, and show that they effectively promote the stability of nanobubbles. The decrease in surface tension can lead to larger contact angle and even make the nanobubbles survivable on the highly hydrophilic surface. In Tolman-dependence, the changing rate in the contact angle evolution slows down, which is more obvious when the bubble size is close to the Tolman length. The contact angle is also getting larger in the state-dependence, and the increase of the gas saturation degree is beneficial to the stability of surface nanobubbles. With the gas saturation ratio of 3, the bubbles on the quite hydrophilic surface can also be stable, while grow up on the hydrophobic surface. The variable surface tensions weaken the need of saturation degree for the surface nanobubbles&#x2019; stability.</p>
</abstract>
<kwd-group>
<kwd>surface tension</kwd>
<kwd>surface nanobubbles</kwd>
<kwd>contact angle</kwd>
<kwd>Tolman expression</kwd>
<kwd>gas oversaturation</kwd>
<kwd>stability mechanism</kwd>
<kwd>hydrophobic attraction</kwd>
<kwd>survival evolution</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Small bubble can exist everywhere in the nature and industrial liquid systems, which is a spherical void under or in the liquid. Nanobubbles include bulk nanobubbles and surface nanobubbles (SNBs) [<xref ref-type="bibr" rid="B1">1</xref>]. In all kinds of environments, SNBs survive with smaller contact angles of the gaseous phase and higher stability than the common-sized ones. <xref ref-type="fig" rid="F1">Figure&#x20;1</xref> shows a SNB of spherical cap on the solid substrate. Its contact angle is usually between 10 and 30&#xb0; and lateral size is several or more than ten times of the height.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>The sketch of a pinned surface nanobubble. <italic>&#x3b8;</italic> is the gas-side contact angle, <italic>L</italic> is the lateral radius, <italic>h</italic> is the height, <italic>R</italic> is the radius of curvature, and <italic>&#x3b3;</italic> is the surface tension of the gas-liquid interface.</p>
</caption>
<graphic xlink:href="fphy-09-731804-g001.tif"/>
</fig>
<p>Nanobubbles are usually generated by electrochemical reactions [<xref ref-type="bibr" rid="B2">2</xref>] or solvent exchange process [<xref ref-type="bibr" rid="B3">3</xref>]. They have been widely used in a number of technical fields and have recently been reported to have wide prospect in cancer treatment and medical imaging. The nanobubbles have obvious application effect in bio-medicine [<xref ref-type="bibr" rid="B4">4</xref>] and water oxygenation [<xref ref-type="bibr" rid="B1">1</xref>], and they are effective in creating slip boundary conditions in fluid transport [<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>] and can increase the efficiency in mineral particle flotation [<xref ref-type="bibr" rid="B7">7</xref>]. However, a small bubble on the surface would also influence the electrochemical reaction processes [<xref ref-type="bibr" rid="B8">8</xref>], and decrease the efficiency of photocatalytic reactions in solar conversion [<xref ref-type="bibr" rid="B9">9</xref>] and cause decompression illness [<xref ref-type="bibr" rid="B10">10</xref>]. It is essential to understand the principle of nanobubbles for their utilization and to avoid their harmfulness.</p>
<p>The concept of SNBs and the relevant studies date back about 40 and 20&#xa0;years, respectively. There has been a lot of investigations focus on the generation, the properties, and the applications of SNBs. The SNBs were firstly realized in the force measurement experiments between two surfaces [<xref ref-type="bibr" rid="B11">11</xref>]. When two hydrophobic surfaces are close to each other, and the relation between the force and the distance presents a ladder shape, which is different from the long-range gravity and electrostatic interaction. During a long time, the study progress of SNBs was limited by experimental conditions, and high-tech microscopes or other technical methods were needed to observe bubbles of nano scale. In 2000, Lou [<xref ref-type="bibr" rid="B12">12</xref>] and Ishida [<xref ref-type="bibr" rid="B13">13</xref>] got the first images of SNBs on different substrates using the atomic force microscope (AFM). These earliest experimental results verified the assumption of SNBs proposed by Parker [<xref ref-type="bibr" rid="B14">14</xref>] and laid a solid foundation for the later study of&#x20;SNBs.</p>
<p>Researchers are interested in the extraordinary properties especially for the small gas-side contact angle <italic>&#x3b8;</italic> [<xref ref-type="bibr" rid="B15">15</xref>&#x2013;<xref ref-type="bibr" rid="B17">17</xref>] and the long-term stability of SNB [<xref ref-type="bibr" rid="B18">18</xref>&#x2013;<xref ref-type="bibr" rid="B20">20</xref>]. On one hand, its gas-side contact angle is much smaller than the angle determined by Young&#x2019;s equation [<xref ref-type="bibr" rid="B21">21</xref>], which is the criterion for the equilibrium of the three-phase contact point [<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B23">23</xref>]. On the other hand, the long surviving time is far more than the predicted by Epstein and Plesset&#x2019;s theory [<xref ref-type="bibr" rid="B24">24</xref>]. For a nanobubble with curvature radius of 100&#xa0;nm, the pressure inside (mainly Laplace pressure) is about 14&#x20;times of the standard atmosphere. It means that the bubble will shrink and disappear in &#x223c;&#x3bc;s as soon as its appearance. However, experiments show that SNBs can exist for hours or even days [<xref ref-type="bibr" rid="B18">18</xref>&#x2013;<xref ref-type="bibr" rid="B20">20</xref>]. It is several orders of magnitude greater than the above-mentioned theory.</p>
<p>In terms of theoretical research, a considerable amount of literature has been published discussing about SNBs. Most of these studies focus on their long-term life and other features and try to explain the amazing stability. Ducker argued that some contaminants are adsorbed on the interface of SNBs, which may lead to the decrease of surface tension and make the SNBs stable [<xref ref-type="bibr" rid="B16">16</xref>]. Das&#x2019; simulation showed that the surfactant will cut down the surface tension by half, but this is not enough for the stability [<xref ref-type="bibr" rid="B25">25</xref>]. However, all the theory was denied by the experiments which show that there is gas exchange across the interface [<xref ref-type="bibr" rid="B26">26</xref>]. Brenner firstly put forward the dynamic equilibrium model including the gas absorption on hydrophobic surface that the gas gets into the bubble near the substrate is the supplement for that gets out across the interface [<xref ref-type="bibr" rid="B27">27</xref>]. Yasui took the potential of Van Der Waals to improve the dynamic model, and showed that the density inside the bubble is not uniform [<xref ref-type="bibr" rid="B28">28</xref>]. Inspired by the coffee ring effect, several models involving contact line pinning were proposed by Liu [<xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B30">30</xref>], Weijs [<xref ref-type="bibr" rid="B31">31</xref>] and Lohse [<xref ref-type="bibr" rid="B32">32</xref>]. Using the Popov&#x2019;s solution for the evaporation of liquid droplet [<xref ref-type="bibr" rid="B33">33</xref>], Lohse and Zhang demonstrated the dynamic evolution to equilibrium of the SNBs with gas oversaturation in water [<xref ref-type="bibr" rid="B32">32</xref>]. It is a pity that this model cannot explain the stable bubbles in the under-saturated environment, which was found in some experiments [<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B35">35</xref>]. Tan combined the hydrophobic adsorption with contact line pinning-oversaturation theory to explain that bubbles can survive in under-saturated water, and also presented that how hydrophobicity and oversaturation work together to stabilize SNBs [<xref ref-type="bibr" rid="B36">36</xref>]. Furthermore, Tan got the timescale &#x223c;1,000&#xa0;s of bubble evolution with the dynamic gas concentration in water with height of 1&#xa0;mm [<xref ref-type="bibr" rid="B37">37</xref>]. Recently, Petsev argued that the adsorption of gas molecules at the substrate modifies the energy of solid-gas interface, and thus reduces the gas-side contact angles and the pressure inside [<xref ref-type="bibr" rid="B38">38</xref>]. However, none of those models can account for all the outstanding properties of SNBs, especially their stability on the hydrophilic surface, such as mica or&#x20;glass.</p>
<p>With the contact line pinning, as a surface nanobubble dissolves, its volume decreases, the curvature radius increases and the Laplace pressure reduces. The surface tension determines the internal pressure of the nanobubble and thus influences the dynamic evolution of nanobubble. Ducker and Das have shown that the interface containing some impurity can reduce the surface tension [<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B25">25</xref>]. In the calculations of the stabilization process, surface tension is a crucial parameter, determining the pressure inside and concentration around the bubble. In this work, we investigate the effects of variable surface tension on the evolution and stability of SNBs, which the surface tension follows the Tolman or state dependence. With the smaller surface tension in the gas-liquid interface, the results show that the SNBs can exist with larger contact angle in the same environment and even survive on a highly hydrophilic surface.</p>
</sec>
<sec id="s2">
<title>2 Hydrophobic Attraction Model of Surface Nanobubbles</title>
<p>The solubility of gas in liquid is a constant at certain pressure and temperature. Usually, the solubility increases with increasing pressure, but there is an inverse relation with temperature. The gas saturation ratio <italic>s</italic> and gas oversaturation <italic>&#x3b6;</italic>
<sub>0</sub> are defined as fallow respectively<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>&#x221e;</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b6;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>&#x221e;</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>s</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>where <italic>c</italic>
<sub>
<italic>s</italic>
</sub> is the gas solubility at standard atmospheric pressure, and normal temperature of <italic>T</italic>&#x20;&#x3d; 293<italic>K</italic>; <italic>c</italic>
<sub>&#x221e;</sub> is the far-field dissolved gas concentration (environment concentration) which is a given condition and determines <italic>&#x3b6;</italic>
<sub>
<italic>0</italic>
</sub>. If the concentration <italic>c</italic>(<italic>z</italic>) along the <italic>z</italic> axis (height direction) is the same as <italic>c</italic>
<sub>&#x221e;</sub>, the gas oversaturation <italic>&#x3b6;</italic>(<italic>z</italic>) is also the same. Brenner [<xref ref-type="bibr" rid="B27">27</xref>] firstly used the hydrophobic attraction in the dynamic equilibrium mechanism of SNBs base on the results of some molecular dynamics (MD) simulations [<xref ref-type="bibr" rid="B39">39</xref>&#x2013;<xref ref-type="bibr" rid="B41">41</xref>] and experiments [<xref ref-type="bibr" rid="B42">42</xref>, <xref ref-type="bibr" rid="B43">43</xref>]. Those study demonstrate that there is a gas enrichment layer near solid hydrophobic surfaces when gas dissolves in the liquid, leading to a spatially distributed <italic>c</italic>(<italic>z</italic>). When the hydrophobic adsorption is taken into account, the gas concentration, as the solution of the diffusion equation, exists with the form as follow<disp-formula id="e3">
<mml:math id="m3">
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>z</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>&#x221e;</mml:mi>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>exp</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>B</mml:mi>
</mml:msub>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>In <xref ref-type="disp-formula" rid="e3">Equation 3</xref>, the attractive potential <italic>&#x3d5;</italic>(z) &#x3d; <italic>&#x3d5;</italic>
<sub>0</sub>
<italic>e</italic>
<sup>&#x2212;<italic>z</italic>/<italic>&#x3bb;</italic>
</sup> is a function of the distance <italic>z</italic>, and <italic>&#x3d5;</italic>
<sub>0</sub> is a representation of the surface&#x2019;s wettability (for hydrophilic, <italic>&#x3d5;</italic>
<sub>0</sub> &#x3e; 0; hydrophobic, <italic>&#x3d5;</italic>
<sub>0</sub> &#x3c; 0; neutral, <italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; 0), <italic>&#x3bb;</italic> &#x3d; 1&#xa0;nm is the characteristic distance of the interaction, <italic>k</italic>
<sub>
<italic>B</italic>
</sub> is the Boltzmann constant and <italic>T</italic> is the temperature. And the gas oversaturation can be expressed as<disp-formula id="e4">
<mml:math id="m4">
<mml:mrow>
<mml:mi>&#x3b6;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>z</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>s</mml:mi>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>exp</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>B</mml:mi>
</mml:msub>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1.</mml:mn>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>
</p>
<p>In the SNBs&#x2019; evolution theory, the gas diffuses from the interface out to the infinity following the diffusion equation (<xref ref-type="disp-formula" rid="e5">Eq. 5</xref>) [<xref ref-type="bibr" rid="B31">31</xref>]. The well-known Young-Laplace&#x2019;s law (<xref ref-type="disp-formula" rid="e6">Eq. 6</xref>) determines the pressure inside the bubble and Henry&#x2019;s law (<xref ref-type="disp-formula" rid="e7">Eq. 7</xref>) defines the gas concentration around the gas-liquid interface.<disp-formula id="e5">
<mml:math id="m5">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>c</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>D</mml:mi>
<mml:mo>&#xd7;</mml:mo>
<mml:msup>
<mml:mo>&#x2207;</mml:mo>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mi>c</mml:mi>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>
<disp-formula id="e6">
<mml:math id="m6">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>b</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>&#x3b3;</mml:mi>
</mml:mrow>
<mml:mi>R</mml:mi>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>
<disp-formula id="e7">
<mml:math id="m7">
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>b</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>where <italic>D</italic> is the diffusion constant, <italic>P</italic>
<sub>0</sub> is the atmospheric pressure, <italic>&#x3b3;</italic> is the surface tension, <italic>R</italic> is the curvature radius. <italic>R</italic> can be calculated by the bubble bottom radius <italic>L</italic> and the real-time contact angle using <italic>R</italic>&#x20;&#x3d; <italic>L</italic> / sin(<italic>&#x3b8;</italic>).</p>
<p>With the concentration difference between in and out of the interface, the SNBs will dissolve or grow, and the concentration gradient determines the diffusion rate. The evolution problem of a dissolving pinned SNB under liquid is analogous to that of an evaporating pinned droplet. For this problem, Popov has derived the exact solution [<xref ref-type="bibr" rid="B33">33</xref>], which is consistent with the experiments. Lohse and Zhang extended this theory to calculate the evolution of pinned SNBs [<xref ref-type="bibr" rid="B32">32</xref>]. Tan embedded spatially varying oversaturation <italic>&#x3b6;</italic> (<italic>z</italic>) (<xref ref-type="disp-formula" rid="e4">Eq. 4</xref>) into the pinning-oversaturation stabilization theory about SNBs&#x2019; evolution and showed that the stability of SNBs does not necessarily require strict gas oversaturation [<xref ref-type="bibr" rid="B36">36</xref>]. With the above definitions, the hydrophobic attraction model (HA model) is used to calculate the evolution of the contact angle as follows. The mass changing rate of the gas in a spherical nanobubble with a fixed footprint radius <italic>L</italic> and any contact angle <italic>&#x3b8;</italic> obeys<disp-formula id="e8">
<mml:math id="m8">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>m</mml:mi>
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<mml:mrow>
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<mml:mi>t</mml:mi>
</mml:mrow>
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<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>L</mml:mi>
<mml:mi>D</mml:mi>
<mml:msub>
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<mml:mi>s</mml:mi>
</mml:msub>
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<mml:mi>&#x3b8;</mml:mi>
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<mml:mstyle displaystyle="true">
<mml:mrow>
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<mml:mrow>
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<mml:mrow>
<mml:mi>L</mml:mi>
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</mml:msub>
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<mml:mi>sin</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>&#x3b8;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3b6;</mml:mi>
<mml:mrow>
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</mml:mrow>
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<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:mstyle>
<mml:mi>d</mml:mi>
<mml:mi>z</mml:mi>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>where<disp-formula id="e9">
<mml:math id="m9">
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>&#x3b8;</mml:mi>
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</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>sin</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>&#x3b8;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
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<mml:mo>&#x2061;</mml:mo>
<mml:mi>&#x3b8;</mml:mi>
</mml:mrow>
</mml:mfrac>
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<mml:mstyle displaystyle="true">
<mml:mrow>
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<mml:mrow>
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<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>cosh</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mo>&#x2061;</mml:mo>
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<mml:mo>&#x2061;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mi>tanh</mml:mi>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
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<mml:mrow>
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<mml:mi>&#x3b8;</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:mstyle>
<mml:mi>d</mml:mi>
<mml:mi>&#x3be;</mml:mi>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(9)</label>
</disp-formula>is a geometric term of Popov&#x2019;s theory [<xref ref-type="bibr" rid="B33">33</xref>]. The total mass of bubble is calculated by the gas density <italic>&#x3c1;</italic>
<sub>
<italic>g</italic>
</sub> and the volume of spherical cap<disp-formula id="e10">
<mml:math id="m10">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c0;</mml:mi>
<mml:msup>
<mml:mi>L</mml:mi>
<mml:mn>3</mml:mn>
</mml:msup>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi>cos</mml:mi>
</mml:mrow>
<mml:mn>3</mml:mn>
</mml:msup>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>&#x3b8;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>3</mml:mn>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>cos</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>&#x3b8;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo>&#x2061;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mi>sin</mml:mi>
</mml:mrow>
<mml:mn>3</mml:mn>
</mml:msup>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>&#x3b8;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(10)</label>
</disp-formula>
</p>
<p>Then the changing rate of contact angle at any real-time <italic>&#x3b8;</italic> is obtained by <xref ref-type="disp-formula" rid="e8">Eq. 8</xref> and <xref ref-type="disp-formula" rid="e10">Eq. 10</xref>
<disp-formula id="e11">
<mml:math id="m11">
<mml:mrow>
<mml:mfrac>
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<mml:mi>d</mml:mi>
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</mml:mrow>
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<mml:mfrac>
<mml:mrow>
<mml:mi>D</mml:mi>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:msup>
<mml:mi>L</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mi>h</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:msup>
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<mml:mrow>
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<mml:mo>&#x2061;</mml:mo>
<mml:mi>&#x3b8;</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
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<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mstyle displaystyle="true">
<mml:mrow>
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<mml:mi>h</mml:mi>
</mml:msubsup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>&#x3b3;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mi>sin</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>&#x3b8;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3b6;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>z</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
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<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:mstyle>
<mml:mi>d</mml:mi>
<mml:mi>z</mml:mi>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(11)</label>
</disp-formula>
</p>
<p>Given an initial contact angle <italic>&#x3b8;</italic>
<sub>0</sub> and <italic>L</italic>, the dynamic evolution of SNB can be calculated and plotted by <xref ref-type="disp-formula" rid="e11">Eq. 11</xref>. Note that the first part of the above expression before the integral part is negative, whether the contact angle increases or decreases entirely depends on the integral term, which is the difference between the gas getting in at the bottom and those getting out at the upside of the bubble. The integral term turning into zero means that the SNBs reach equilibrium. In this paper, the parameters are set as follows, <italic>D</italic>&#x20;&#x3d; 2&#x20;&#xd7; 10<sup>&#x2013;9</sup>&#xa0;m<sup>2</sup>/<italic>s</italic>, <italic>c</italic>
<sub>
<italic>s</italic>
</sub> &#x3d; 0.017&#xa0;kg/m<sup>3</sup>, <italic>&#x3c1;</italic>
<sub>
<italic>g</italic>
</sub> <italic>&#x3d;</italic> 1.165&#xa0;kg/m<sup>3</sup>, <italic>P</italic>
<sub>0</sub> &#x3d; 101,325&#xa0;<italic>Pa</italic>, which are the same as the HA&#x20;model.</p>
</sec>
<sec id="s3">
<title>3 Tolman and State-Dependent Surface Tension</title>
<p>
<xref ref-type="disp-formula" rid="e8">Equations 8</xref>&#x2013;<xref ref-type="disp-formula" rid="e11">11</xref> show that the dynamic evolution of SNBs is entirely determined by the geometric parameters (<italic>L</italic> and <italic>&#x3b8;</italic>), gas oversaturation <italic>&#x3b6;</italic>(<italic>z</italic>) along the <italic>z</italic> axis and some constants including surface tension <italic>&#x3b3;</italic>. Surface tension is the tendency of liquid surface at rest to shrink into the minimum surface area possible. At liquid&#x2013;air interface, surface tension results from the greater attraction of liquid molecules to each other (due to cohesion) than to the molecules in the air (due to adhesion), and for ambient water, it is 72&#xa0;mN/m. Actually, surface tension is equal to surface energy per unit surface area and adhesion is the inevitable result of minimizing the surface free energy.</p>
<p>Both the recent experiments and molecular dynamics (MD) simulations demonstrate that the density of SNBs is much higher than that of gas at standard atmosphere [<xref ref-type="bibr" rid="B44">44</xref>, <xref ref-type="bibr" rid="B45">45</xref>]. In addition, Luo puts forward that the interface between the gas and the liquid is a special layer, which is called coupled layer of gas and liquid, and its density is between the pure water and the gas [<xref ref-type="bibr" rid="B46">46</xref>]. With the curving interface between gas and liquid, the pressure inside the bubble is larger than outside <italic>P</italic>
<sub>0</sub>. The following points indicate that the surface tension decreases with the increasing internal pressure and density. The larger pressure, the little difference is in density and molecular attraction between the two phases, and the adhesion is getting larger while the cohesion remains unchanged; the larger pressure, the more gas is trapped on the surface of the liquid and the surface energy decreases; the larger pressure, the more gas diffuses into the water and the surface energy decreases. Whether the reduction of the difference between cohesion and adhesion, or of the surface energy would lead to a smaller surface tension.</p>
<p>In the above analysis, the surface tension of the bubble&#x2019;s interface will decrease in some way and has effects on the dynamic model. In this paper, we introduce two variable forms of surface tension into the HA model, and conduct a study about the effects of surface tension on the stability of SNBs. One of the two forms is Tolman-dependent surface tension, the other is state-dependent, which are already proved and used in other&#x20;study.</p>
<sec id="s3-1">
<title>3.1 The Tolman-Dependence</title>
<p>In Manning&#x2019;s theoretical analysis, the stability of nanobubbles is determined by mechanical equilibrium and thermodynamic stability [<xref ref-type="bibr" rid="B47">47</xref>]. The Laplace equation explains mechanical equilibrium, which is at the local free energy maximum or minimum. Bubbles with radius-dependent surface tension would obtain the thermodynamic stability at the local free energy minimums. The Tolman-dependent surface tension expression is [<xref ref-type="bibr" rid="B48">48</xref>].<disp-formula id="e12">
<mml:math id="m12">
<mml:mrow>
<mml:mi>&#x3b3;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>R</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>&#x3b4;</mml:mi>
</mml:mrow>
<mml:mi>R</mml:mi>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(12)</label>
</disp-formula>where <italic>&#x3b4;</italic> is the Tolman length. The effect of Tolman length on nano-droplet and bubble is obvious [<xref ref-type="bibr" rid="B49">49</xref>&#x2013;<xref ref-type="bibr" rid="B52">52</xref>]. And here we use <italic>&#x3b4;</italic> &#x3d; 17&#xa0;nm as Manning [<xref ref-type="bibr" rid="B47">47</xref>], which is derived from the experimental pressure inside the bubble [<xref ref-type="bibr" rid="B53">53</xref>]. When this form of tension is used, the bubble can hold the thermodynamic stability. From the expression, there is a significant change in the surface tension if the scale of <italic>R</italic> is close to that of <italic>&#x3b4;</italic>.</p>
</sec>
<sec id="s3-2">
<title>3.2 The State-Dependence</title>
<p>In 1994, Attard&#x2019;s group firstly proposed the assumption that there are nanobubbles on the surface in the force measure experiments [<xref ref-type="bibr" rid="B14">14</xref>]. And then they conducted a series of thermodynamic analyses on the stability of the SNBs [<xref ref-type="bibr" rid="B54">54</xref>&#x2013;<xref ref-type="bibr" rid="B57">57</xref>], and came up with a conclusion that the surface tension depends on the saturation degree, which is the ratio of the actual concentration of dissolved gas to the saturation concentration (<xref ref-type="disp-formula" rid="e1">Eq. 1</xref>). Computer simulations of the oversaturated liquid&#x2212;vapor interface also show that the decrease in surface tension is in linear [<xref ref-type="bibr" rid="B54">54</xref>, <xref ref-type="bibr" rid="B58">58</xref>] with a reasonable approximation<disp-formula id="e13">
<mml:math id="m13">
<mml:mrow>
<mml:mi>&#x3b3;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>s</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mi>s</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>s</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mi>s</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(13)</label>
</disp-formula>where <italic>&#x3b3;</italic>
<sub>0</sub> is 72&#xa0;mN/m at normal atmospheric pressure, and <italic>s</italic>
<sup>&#x2a;.</sup>is the spinodal values with the range of 3&#x2013;6. Here, we use <italic>s</italic>&#x2a; &#x3d; 5 as Attard [<xref ref-type="bibr" rid="B56">56</xref>]. The surface tension decreases with increasing saturation ratio of the vapor phase, and then it vanishes while approaching the spinodal, which is intuitively appealing and consistent with earlier density functional results [<xref ref-type="bibr" rid="B59">59</xref>,&#x20;<xref ref-type="bibr" rid="B60">60</xref>].</p>
<p>In Attard&#x2019;s thermodynamic analyses, the maximum of free energy along the path of mechanical equilibrium can be reduced by reducing the surface tension. And the critical radius of the bubble is<disp-formula id="e14">
<mml:math id="m14">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>c</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>&#x3b3;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(14)</label>
</disp-formula>This equation follows the principle of diffusive and mechanical equilibrium. It can be inferred that the bubbles can nucleate more readily and remain smaller sizes than predicted by classical nucleation theory if the decrease in surface tension with the saturation ratio <italic>s</italic> is considered. While the classical nucleation theory holds that the surface tension is a constant. The reduced surface tension is beneficial to the formation and stability of&#x20;SNBs.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s4">
<title>4 Results and Discussion</title>
<sec id="s4-1">
<title>4.1 The Results of the Tolman-Dependence</title>
<p>For a SNB with an initial contact angle <italic>&#x3b8;</italic>
<sub>0</sub> &#x3d; 20<sup>o</sup> and footprint radius <italic>L</italic>&#x20;&#x3d; 100&#xa0;nm, its curvature radius is <italic>R</italic>&#x20;&#x3d; 292.38&#xa0;nm, which is almost ten times of 34&#xa0;nm (2<italic>&#x3b4;</italic>). The curvature radius <italic>R</italic> increases rapidly as the contact angle decreases, and soon it is far more than 2<italic>&#x3b4;</italic>, as shown in <xref ref-type="fig" rid="F2">Figure&#x20;2A</xref>. The surface tension is <italic>&#x3b3;</italic> &#x3d; 0.8837&#xd7;&#x3b3;<sub>0</sub> at <italic>t</italic>&#x20;&#x3d; 0 and later changes towards <italic>&#x3b3;</italic>
<sub>0</sub> with the rapidly growing radius <italic>R</italic> until reaching equilibrium, holding little effect on the changing rate of the contact angle. When the bubble reaches equilibrium, <italic>R</italic> is much larger (for hydrophobic surface with <italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; &#x2212;2&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>, <italic>R</italic>&#x20;&#x3d; 677.47 nm; for neutral substrate with <italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; 0, <italic>R</italic>&#x20;&#x3d; 1,386.31&#xa0;nm) than the beginning and the surface tension is just slightly smaller than <italic>&#x3b3;</italic>
<sub>0</sub>. The angle of equilibrium looks like the same at <italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; 0 because the <italic>R</italic> is large enough and <italic>&#x3b3;</italic> reaches 0.9755 &#xd7; <italic>&#x3b3;</italic>
<sub>0</sub>, while it gets a little larger at <italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; &#x2212;2&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>. The contact angle of Tolman-dependence reaches equilibrium at about 22 and 27&#xa0;&#xb5;s, with <italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; &#x2212;2&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic> and <italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; 0, respectively. The bubbles cannot survive on a hydrophilic surface with <italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; 2&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic> and shrink rapidly and dissolve completely in 20&#xa0;&#xb5;s. And the slightly small change in surface tension gives additional survivable time of only about 1&#xa0;&#xb5;s. It is similar in the case of <italic>L</italic>&#x20;&#x3d; 50&#xa0;nm and <italic>L</italic>&#x20;&#x3d; 30&#xa0;nm.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Evolution of the curvature radius, Tolman-dependence surface tension and contact angle (CA) with the initial contact angle <italic>&#x3b8;</italic>
<sub>0</sub> &#x3d; 20<sup>o</sup> and footprint radius <bold>(A)</bold> <italic>L</italic>&#x20;&#x3d; 100&#xa0;nm, <bold>(B)</bold> <italic>L</italic>&#x20;&#x3d; 20&#xa0;nm. The far-field concentration is <italic>c</italic>
<sub>&#x221e;</sub> &#x3d; 2<italic>c</italic>
<sub>s</sub>. The curves are for hydrophobic (<italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; &#x2212;2&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>, circle symbol), hydrophilic (<italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; 2&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>, triangle symbol), and neutral (<italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; 0&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>, rhombus symbol) surfaces. The dashed ones are for hydrophobic attraction model (HAM) with the same surface.</p>
</caption>
<graphic xlink:href="fphy-09-731804-g002.tif"/>
</fig>
<p>When the radius is close to the Tolman length (<italic>L</italic>&#x20;&#x3d; 20&#xa0;nm, <italic>R</italic>&#x20;&#x3d; 58.48&#xa0;nm at <italic>t</italic>&#x20;&#x3d; 0), the surface tension changes significantly, and has a greater influence on the evolution process, as shown in <xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>. The most obvious is that the curves of the two models are much more different in the first half of the process. The contact angle of Tolman-dependence reaches equilibrium at about 0.28 and 0.3&#xa0;&#xb5;s, with <italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; &#x2212;2&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic> and <italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; 0, respectively. Since the surface tension is 0.4<italic>&#x3b3;</italic>
<sub>0</sub> at the beginning, the pressure is much smaller that the gas gets slower out of the bubble than the HA model. Compared with the results of <italic>L</italic>&#x20;&#x3d; 100&#xa0;nm, the time scale is almost one 100th of that. The bubble shrinks so faster due to the larger pressure and smaller volume.</p>
<p>The effect of Tolman-dependent surface tension on the equilibrium contact angle depends on the radius at equilibrium. The hydrophobic surface allows the SNBs to maintain a larger contact angle, corresponding to a smaller radius. And the calculated pressure inside (<italic>L</italic>&#x20;&#x3d; 20&#xa0;nm, <italic>P</italic>/<italic>P</italic>
<sub>0</sub> &#x3d; 7.29; <italic>L</italic>&#x20;&#x3d; 100&#xa0;nm, <italic>P</italic>/<italic>P</italic>
<sub>0</sub> &#x3d; 2.99) is smaller than the HA model (<italic>L</italic>&#x20;&#x3d; 20&#xa0;nm, <italic>P</italic>/<italic>P</italic>
<sub>0</sub> &#x3d; 7.74; <italic>L</italic>&#x20;&#x3d; 100&#xa0;nm, <italic>P</italic>/<italic>P</italic>
<sub>0</sub> &#x3d; 3.03), while is the same on the neutral surface. The equilibrium contact angles are almost the same on the neutral surface, because the radius is large enough to ignore the change of tension at equilibrium.</p>
</sec>
<sec id="s4-2">
<title>4.2 The Results of the State-Dependence</title>
<p>When the saturation ratio <italic>s</italic> is 1, the surface tension remains constant as <italic>&#x3b3;</italic>
<sub>0</sub> and the evolution result is the same as HA model. In this model, the SNBs have long-term life on hydrophobic or neutral surface, while those shrink and disappear after about 20&#xa0;microseconds on hydrophilic surface (<italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; 2&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>). Considering the state-dependence, the surface tension <italic>&#x3b3;</italic> goes against the change of saturation ratio <italic>s</italic>. As <italic>s</italic> increases, there will be a corresponding change in the contact angle evolution under the same interaction of the gas and solid, as shown in <xref ref-type="fig" rid="F3">Figure&#x20;3</xref>. On the neutral surface, the contact angle is getting larger, and the pressure inside is the same as HA model at the equilibrium. It can be inferred from that the concentration around the bubble determined by pressure inside must be equal to the saturated concentration in liquid when the bubble is stable, which is the same set in the two models. When the saturation ratio <italic>s</italic> equals 2 or 3, the internal pressure is two or three times the normal atmospheric pressure, even though the initial pressure and its changing rate are different because of the smaller state-dependent surface tension. When <italic>s</italic> equals 2, the contact angle of state-dependence reaches equilibrium at about 31 and 39&#xa0;&#xb5;s, with <italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; &#x2212;2&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic> and <italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; 0, respectively. While it is 28 and 50&#xa0;&#x3bc;s with <italic>s</italic>&#x20;&#x3d; 3. And the SNB reaches equilibrium at about 78&#xa0;&#x3bc;s on hydrophilic surface (<italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; 2&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Evolution of the curvature radius, contact angle (CA) and pressure with state-dependent surface tension at <italic>L</italic>&#x20;&#x3d; 100&#xa0;nm, initial contact angle <italic>&#x3b8;</italic>
<sub>0</sub> &#x3d; 20<sup>o</sup> and different saturation ratios of <bold>(A)</bold> <italic>s</italic>&#x20;&#x3d; 2, <bold>(B)</bold> <italic>s</italic>&#x20;&#x3d; 3. The curves are for hydrophobic (<italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; &#x2212;2&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>, circle symbol), hydrophilic (<italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; 2&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>, triangle symbol), and neutral (<italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; 0&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>, rhombus symbol) surfaces. The dashed ones are for hydrophobic attraction model (HAM) with the same surfaces.</p>
</caption>
<graphic xlink:href="fphy-09-731804-g003.tif"/>
</fig>
<p>On the hydrophobic surface with the attraction potential of &#x2212;2&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>, the contact angle is also larger and the pressure is a little smaller than HA model, which is calculated by Laplace&#x2019;s equation with the surface tension and radius. It means that the decrease in surface tension can enhance the stability of SNBs. There is more gas staying in the bubble, leading to a larger contact angle (<italic>s</italic>&#x20;&#x3d; 2). The more gas coming in than the gas getting out means the growth of the bubble (<italic>s</italic>&#x20;&#x3d; 3). In this case, the smaller radius will lead to the larger inside pressure than that of <italic>s</italic>&#x20;&#x3d;&#x20;2.</p>
<p>There is a significant difference in the SNBs&#x2019; evolution between the two saturation ratios on a hydrophilic surface. When the saturation ratio is 2, the surface tension <italic>&#x3b3;</italic> becomes 0.75<italic>&#x3b3;</italic>
<sub>0</sub>, and the internal pressure decreases by the same proportion at <italic>t</italic>&#x20;&#x3d; 0, as shown in <xref ref-type="fig" rid="F3">Figure&#x20;3A</xref>. The gas diffuses slower with the decreasing pressure, and so as the changing contact angle. The bubble cannot survive on a hydrophilic surface with a potential of 2&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>. However, it can survive on one with less than 0.8&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic> (<italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; 0.8&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>, <italic>&#x3b8;</italic>
<sub>e</sub> &#x3d; 2.67<sup>o</sup>; <italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; 0.7&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>, <italic>&#x3b8;</italic>
<sub>e</sub> &#x3d; 3.31<sup>o</sup>) in the simulation, while with less than 0.7&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic> in HA model (<italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; 0.7&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>, <italic>&#x3b8;</italic>
<sub>e</sub> &#x3d; 1.44<sup>o</sup>). It can be inferred that SNBs may be able to survive on the more hydrophilic surface with the larger saturation ratio <italic>s</italic>. When the saturation ratio is 3, a nanobubble can survive with an angle of 13.57<sup>o</sup> on the hydrophilic surface with attraction potential of 2&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>, while the nanobubble will shrink down and vanish within 70&#xa0;&#x3bc;s in HA model, as shown in <xref ref-type="fig" rid="F3">Figure&#x20;3B</xref>. Although HA model has demonstrated that SNBs can remain stable on a moderately hydrophilic surface with a sufficiently large saturation ratio, but state-dependent surface tension weakens the need of the degree of oversaturation. The nanobubble grows up with a little larger contact angle on the hydrophobic surface.</p>
<p>With the state-dependent surface tension, we also consider the effects of different potential values on SNBs under two saturation ratios. <xref ref-type="fig" rid="F4">Figure&#x20;4</xref> shows the contact angle evolution with two saturation ratios and potential ranges, which represent different surfaces, &#x2212;4&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic> to 4&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic> with <italic>s</italic>&#x20;&#x3d; 2.5 and &#x2212;4&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic> to 10&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic> with <italic>s</italic>&#x20;&#x3d; 3. When the saturation ratio is 2.5, the bubbles can survive on the surface with 1&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>, the same as HA model. Nevertheless, its equilibrium contact angle (7.82<sup>o</sup>) is two times larger than HA model. The lower surface tension indicates that SNBs are more stable with larger contact angles. For a hydrophobic surface with &#x2212;4&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>, the bubble can grow with angle up to 23.85<sup>o</sup> while it will shrink to 17.74<sup>o</sup> in HA model at the equilibrium. When the saturation ratio is 3, the decrease in surface tension can make the SNBs survivable on the hydrophilic surface with potential up to 5&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>. While the surface tension remains <italic>&#x3b3;</italic>
<sub>0</sub>, the bubble can only survive up to 1.8&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>. This confirms the previous hypothesis that SNBs can survive on more hydrophilic surfaces with higher saturation degree.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Contact angle (CA) evolution with different interaction of the gas and solid. The footprint radius is <italic>L</italic>&#x20;&#x3d; 100&#xa0;nm, the initial contact angle is <italic>&#x3b8;</italic>
<sub>0</sub> &#x3d; 20<sup>o</sup> and the saturation ratio is <bold>(A)</bold> <italic>s</italic>&#x20;&#x3d; 2.5, <bold>(B)</bold> <italic>s</italic>&#x20;&#x3d; 3.</p>
</caption>
<graphic xlink:href="fphy-09-731804-g004.tif"/>
</fig>
<p>In the previous calculations, the contact rim radius was fixed at 100&#xa0;nm. In fact, the SNBs observed in experiments exist with different sizes. <xref ref-type="fig" rid="F5">Figure&#x20;5</xref> shows equilibrium contact angles of SNBs of different sizes in the liquid with different saturation ratio <italic>s</italic>, compared with HA model. The SNBs of larger contact rim radius are with larger contact angles. On the surface with <italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; &#x2212;2&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>, the reduced surface tension caused by saturation ratio <italic>s</italic> enlarges the equilibrium contact angle with the same <italic>L</italic>. When <italic>s</italic> is 2 or 3, the contact angle holds an apparent change. Stable SNBs must maintain the same pressure in the same environment and the Laplace&#x2019;s law determines the inside pressure with the surface tension and radius. From the equation of <italic>R</italic>&#x20;&#x3d; <italic>L</italic> / sin(<italic>&#x3b8;</italic>), if the pressure and <italic>L</italic> are the same in the two models, the larger angle is with state-dependent surface tension. The larger angle means that the bubbles are easier to exist or more stable.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>The relation between contact rim radius <italic>L</italic> and equilibrium contact angle (CA) with different saturation ratios in the two models: state-dependent surface tension model and hydrophobic attraction model (HAM).</p>
</caption>
<graphic xlink:href="fphy-09-731804-g005.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>Many researches about SNBs focus on their long life and small contact angles. The HA model reveals that only contact line pinning is required and the attractive hydrophobic potential can make a supplementary for the gas oversaturation, which is not a necessary condition for the stability of SNBs. In this work, we take the Tolman-dependent and state-dependent surface tension into the HA model. The surface tension changes with the curvature radius <italic>R</italic> or the saturation ratio <italic>s</italic>. It slows down the changing rate of evolution process, and enlarges the contact angle at the equilibrium. The SNBs are more stable on the hydrophobic or neutral surface with larger contact angle and even can survive on the highly hydrophilic surface under the same oversaturation degree.</p>
<p>The surface tension of Tolman-dependence related to the curvature radius <italic>R</italic> has little effect on the evolution of SNBs in large scale (such as <italic>L</italic>&#x20;&#x3d; 50 or 100&#xa0;nm), while it has a great influence in small SNBs (such as <italic>L</italic>&#x20;&#x3d; 20&#xa0;nm), in which the initial curvature radius <italic>R</italic> is close to the Tolman length. When the SNBs reach equilibrium, the surface tension maintains a constant and the SNBs hold larger contact angle. It is similar in the state-dependence, surface tension is beneficial to the stability of SNBs. With the saturation ratio <italic>s</italic>&#x20;&#x3d; 3, the bubbles on the highly hydrophilic surface (<italic>&#x3d5;</italic>
<sub>0</sub> &#x3d; 1&#x223c;5&#x20;<italic>k</italic>
<sub>
<italic>B</italic>
</sub>
<italic>T</italic>) can also be stable, and those on the hydrophobic surface grow up. In conclusion, the two variable surface tensions, which are verified providing SNBs&#x2019; mechanical equilibrium and thermodynamic stability, can make the SNBs holding larger contact angle and more stable. The present study enriches our understanding of the mechanism for the stability of SNBs. In the future, much more research is urgently needed on the phase interface&#x2019;s surface tension, which is a new perspective on the SNB and closely related to its thermodynamic stability. At the same time, more experiments and simulation studies should be carried out to provide some guidance for theoretical analysis of the stability mechanism.</p>
</sec>
</body>
<back>
<sec id="s6">
<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">
<title>Author Contributions</title>
<p>All authors listed have made substantial, direct, and intellectual contribution to the work and approved it for publication.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This work was supported by the National Natural Science Foundation of China (Grant Nos. 11862003, 81860635, and 12062005), the Key Project of Guangxi Natural Science Foundation (Grant No. 2017GXNSFDA198038), Guangxi &#x201c;Bagui Scholar&#x201d; Teams for Innovation and Research Project, and Guangxi Collaborative Innovation Center of Multisource Information Integration and Intelligent Processing.</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<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>
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