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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mech. Eng</journal-id>
<journal-title>Frontiers in Mechanical Engineering</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mech. Eng</abbrev-journal-title>
<issn pub-type="epub">2297-3079</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1390335</article-id>
<article-id pub-id-type="doi">10.3389/fmech.2024.1390335</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Mechanical Engineering</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Investigation of lubricant viscosity and third-particle contribution to contact behavior in dry and lubricated three-body contact conditions</article-title>
<alt-title alt-title-type="left-running-head">Chen and Horng</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fmech.2024.1390335">10.3389/fmech.2024.1390335</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Yang-Yuan</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2366509/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Horng</surname>
<given-names>Jeng-Haur</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/552999/overview"/>
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<aff>
<institution>Department of Power Mechanical Engineering</institution>, <institution>National Formosa University</institution>, <addr-line>Yunlin</addr-line>, <country>Taiwan</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/2412496/overview">Bla&#x17e;a Stojanovi&#x107;</ext-link>, University of Kragujevac, Serbia</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/2530908/overview">Milan Bukvic</ext-link>, University of Kragujevac, Serbia</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2671280/overview">Aleksandar Vencl</ext-link>, University of Belgrade, Serbia</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Jeng-Haur Horng, <email>jhhorng@gmail.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>05</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>10</volume>
<elocation-id>1390335</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>02</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>04</day>
<month>04</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Chen and Horng.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Chen and Horng</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 generation of third particles and change in viscosity lead to the gradual degradation of the performance of the machine interface. The generation of third particles may come from wear debris or environmental particles, which form a three-body contact system at the contact interface. The viscosity of the lubricant will also change with the long-term operation of the components. This paper uses a three-body lubrication model to study the influence and interaction of lubricant viscosity change and the presence of third particles on the contact characteristics, including the real contact area, the particle contact area ratio, the solid load percentage, the film thickness, and the evolution of the lubrication regime. The results show that when the interface is in a three-body mixed lubrication regime, the dimensionless total real contact area increases with the increase in particle size and density at the same lubricant viscosity, while the trend is the opposite in dry contact and boundary lubrication interfaces. When viscosity decreases, a three-body contact interface is more prone to entering boundary lubrication than a two-body contact interface, resulting in surface damage. Regardless of surface roughness, particle size, and dry or lubricated contact conditions, the turning point of the contact area (TPCA) phenomenon is usually when the ratio of particle size to surface roughness is 0.8&#x2013;1.3. Under the same ratio of particle size to surface roughness, the critical load of the TPCA phenomenon increases with the increase in third-particle size and surface roughness, but decreases with the increase in lubricant viscosity and particle density.</p>
</abstract>
<kwd-group>
<kwd>third particle</kwd>
<kwd>three-body contact</kwd>
<kwd>real contact area</kwd>
<kwd>solid load percentage</kwd>
<kwd>film thickness</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Tribology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The performance of any lubrication unit, such as gears and bearings, gradually deteriorates over time, primarily due to changes in lubricant viscosity and an increase in particle contaminants. Moreover, as time progresses, the accumulation of particles increases, resulting in a greater disparity between viscosity values and initial viscosity. At this point, the contact interface transitions from two-body (2-body) to three-body contact (3-body) due to the presence of particles (<xref ref-type="bibr" rid="B30">Popov, 2018</xref>). The third-body approach (TBA), or interface approach, was initially proposed by <xref ref-type="bibr" rid="B13">Godet (1984)</xref>. TBA is based on the concept that the entirety of the debris (third particle) is detached from the relative motion of the bodies and behaves as a dynamic screen trapped in the contact interface (<xref ref-type="bibr" rid="B13">Godet, 1984</xref>). Furthermore, the lubrication characteristics of this type of contact interface represent a significant tribological issue currently awaiting resolution (<xref ref-type="bibr" rid="B15">Greenwood, 2020</xref>). Due to the influence of particles on interface separation, lubricant viscosity affects the characteristic change of mixed and boundary lubrication in 3-body contact similarly or significantly differently than 2-body contact. This is one of the objectives of clarification in this paper. However, in the past, research on third bodies has primarily focused on the fluid dynamics of lubricants and their physical and chemical interactions with surfaces. There has been little emphasis on the mixed and boundary lubrication of solid third particles existing between interfaces, including their effects on parameters such as film thickness, lubrication regime, real contact area, surface separation, and the ratio of particle-to-surface contact area in the context of the tribological performance of 3-body contact interfaces. <xref ref-type="bibr" rid="B37">Wang et al. (2022)</xref> modeled 3-body microcontact in mixed EHL based on the Greenwood and Tripp model and studied the influence of solid particles on point contact mixed lubrication. However, they did not consider elastic-plastic deformation during contact, and the model is only applicable to relatively mild mixed lubrication, not to more severe mixed and boundary lubrication (<xref ref-type="bibr" rid="B37">Wang et al., 2022</xref>).</p>
<p>The influence of third bodies on the tribological performance of lubricated interfaces is often overlooked in research. This is because researchers often do not consider the force balance at the 3-body interface. This neglect can lead to discrepancies between the load-sharing ratios (fluid, surface, and particle) observed in these studies and the actual scenario. Specifically, existing studies typically focus on 3-body dry wear conditions and do not consider the micro-contact characteristics of the third particle under lubricated wear conditions. This means that they cannot verify the friction and wear characteristics of the three bodies. For example, in the case of 3-body dry wear, Torrance proposed a mechanical model that accounts for the different effects of the material abrasive wear rate on its mechanical properties during the abrasion process, in order to determine wear under specific conditions and measure material performance under conditions similar to wear (<xref ref-type="bibr" rid="B34">Torrance, 2005</xref>). Horng et al. proposed a 3-body microcontact model for rough surfaces to understand the influence of particles between surfaces on contact characteristics. Based on the simplification of this model, a 2-body microcontact simulation transitioning from surface-to-surface and particle-to-surface can be obtained (<xref ref-type="bibr" rid="B17">Horng et al., 2006</xref>). Zambrano et al. analyzed the running-in period during abrasive wear processes of austenitic stainless steel AISI 316L and Hadfield (15%Mn&#x2013;1.5%C) steel using a testing pin (flat-ended) &#x2013;abrasive paper wear configuration. They evaluated the influence of normal load, abrasive size, and material type (<xref ref-type="bibr" rid="B40">Zambrano et al., 2020</xref>). Koulocheris et al. demonstrated that when a particle&#x2019;s size exceeds the thickness of a lubricating film, material removal deforms the bearing raceway and leads to severe wear. Even if broken into smaller pieces, these particles continue to induce wear as they circulate within the lubricant to different areas (<xref ref-type="bibr" rid="B23">Koulocheris et al., 2013</xref>). Miftakhova et al. considered the contact problem of a system of particles rolling on a viscoelastic layer bonded to a rigid half-space. Their results demonstrated that the coefficient of friction, calculated using the 3-body model, decreases when the rolling of particles is taken into account (<xref ref-type="bibr" rid="B27">Miftakhova et al., 2019</xref>).</p>
<p>In addition, some studies conducted purely experimental research to investigate the friction and wear characteristics under 3-body dry or lubricated contact conditions. However, this approach cannot elucidate the evolutionary mechanism of features such as real contact area and load sharing at the interface. Gheisari and Polycarpou investigated the influence of coating hardness and surface topography under 3-body abrasive conditions. They found that bearing surfaces with a lower hardness exhibited better surface finish than surfaces with rougher morphology and higher hardness (<xref ref-type="bibr" rid="B12">Gheisari and Polycarpou, 2018</xref>). Gopaul et al. conducted simulations and experimental verifications on chute systems. By considering the material hardness and angles of chute, they found it is possible to predict the wear rate, flow rate, and service life of the chute system (<xref ref-type="bibr" rid="B14">Gopaul et al., 2022</xref>). Li et al. employed flat-on-flat contact between bearing steel (100Cr6) pins and discs, along with Al<sub>2</sub>O<sub>3</sub>-based slurries as the interface medium. Their experiments indicated that velocity-dependent fluid dynamic effects can lead to a 14% increase in film thickness and a reduction of approximately 2/3 in frictional force (<xref ref-type="bibr" rid="B24">Li et al., 2023</xref>). Jensen and Aghababaei studied interface wear between stainless steel and rubber in a slurry environment. Their results indicate that the wear of both the metal and rubber pads increases exponentially with sliding velocity (<xref ref-type="bibr" rid="B21">Jensen and Aghababaei, 2023</xref>). Wang et al. studied the effect of particle type and size on the processing of &#x3b2;-Ga<sub>2</sub>O<sub>3</sub>(100) substrates through friction and polishing experiments. Their results indicate that particle size significantly influences the friction, wear, and polishing effects on the substrate. The use of fine particles effectively suppresses the formation of cleavage pits and scratches (<xref ref-type="bibr" rid="B38">Wang et al., 2024</xref>). Devo et al. utilized an existing pad-on-rotating disc tribometer to simulate frictional contact in conditions akin to the emergency landing of wheels. Their results indicate that the third body protects the disc structure based on its nature and dimensions. It partially bears the load and restricts the diffusion of frictional heat to the disc (<xref ref-type="bibr" rid="B8">Devo et al., 2024</xref>). Bukvi&#x107; et al. analyzed the research outcomes of using nanotubes in lubricating oils, such as enhancing machinery friction performance and reducing power losses. They demonstrated the adverse effects of nanoparticles on the environment and human health, as well as the cost associated with applying certain types of such particles (<xref ref-type="bibr" rid="B5">Bukvi&#x107; et al., 2024</xref>). These studies, when subjected to theoretical analysis, could have broader applications.</p>
<p>Another portion of the research investigates the contact performance of 2-body dry/lubricated contact interfaces without considering the presence of the third particle using either theoretical or experimental methods. For example, Ghanbarzadeh et al. developed a new contact mechanics model that considers normal and tangential forces in boundary lubrication while also accounting for the mechanical and thermal activation of tribochemical reactions and tribofilm removal. This model enables the observation of <italic>in-situ</italic> tribofilm thickness and surface coverage, facilitating a better understanding the true mechanisms of wear (<xref ref-type="bibr" rid="B11">Ghanbarzadeh et al., 2016</xref>). Terwey et al. enhanced the existing energy-based wear model proposed by Archard and Fleischer to account for mixed lubrication conditions. Based on the obtained pressure and shear stress distributions, the formation of microcracks within the loaded volume can be described. After determining the critical load cycle number for each asperity, local analytical wear coefficients can be derived and local wear depths can be calculated (<xref ref-type="bibr" rid="B33">Terwey et al., 2020</xref>). Ali conducted two-dimensional numerical simulations of subsurface stress fields in Hertzian contacts under pure sliding conditions at different velocities and friction coefficients. These results indicate that pure sliding leads to the maximum von Mises stress to migrate towards the surface, and this effect increases with increasing friction coefficient in contact (<xref ref-type="bibr" rid="B2">Ali, 2020</xref>). Liang et al. conducted real-time measurements of frictional force and real contact area during the normal loading and unloading stages in a 2-body dry contact experiment. Their experimental results indicate that the friction force is roughly proportional to the normal load and the real contact area during the loading process (<xref ref-type="bibr" rid="B25">Liang et al., 2021</xref>). Abass and Mahdi proposed a mathematical model based on the Reynolds equation and conducted a numerical study on the influence of microridges on the performance of three-lobe journal bearings, considering the compressibility of lubricant and cavitation effects. Their results revealed that, compared to smooth surfaces, the pressure and load of three-lobe journal bearings with microridges significantly enhanced, while the friction coefficient decreased by 15% (<xref ref-type="bibr" rid="B1">Abass and Mahdi, 2023</xref>). Brhane and Mekonone employed discretized continuum 2D finite element methods to investigate the parameter contact effects of rolling&#x2013;sliding contact in a steel twin-disc system under various surface friction and comprehensive load conditions. Their results show that as the load increases, both stress and contact width also increase; when friction decreases, stress decreases and extends below the surface (<xref ref-type="bibr" rid="B4">Brhane and Mekonone, 2023</xref>). However, 2-body contact is the ideal condition for mechanical interfaces, occurring only at the moment when the sliding interface starts to operate. Subsequently, due to debris, microparticles in the lubricant, or environmental particles, the relative motion interface becomes a 3-body lubricated contact. To address this issue, more in-depth research is needed. Only then can more accurate results be obtained.</p>
<p>In addition to problems stemming from inadequate or excessive lubrication during the lubrication process, lubricant degradation can also lead to reduced tribological functionality, thereby causing premature wear. One of the reasons for the change in a lubricant&#x2019;s viscosity is its degradation. Lubricant viscosity changes are caused not only by molecular breakdown during operation but also by factors such as water, particles (foreign particles and debris), and oxidation. High temperatures and metal particles also contribute to the oxidation of lubricants (<xref ref-type="bibr" rid="B31">Soltanahmadi et al., 2017</xref>). Gamonpilas et al. investigated the tribological measurements of corn syrup solutions with varying viscosities under normal loads. For low-viscosity fluids, only boundary lubrication regimes can be observed. As the viscosity of the fluid increases, both boundary and mixed lubrication regimes can be observed, indicating that the fluid generates sufficient hydrodynamic lift to partially separate the rough contact surfaces (<xref ref-type="bibr" rid="B10">Gamonpilas et al., 2022</xref>). Sun et al. investigated the effects of lubricant viscosity on the vibration and temperature rise of silicon nitride full ceramic angular contact ball bearings under different axial loads and speeds. Their results indicate that at the optimal viscosity value of 32 grade, the vibration and temperature rise of the bearings can be minimized to the greatest extent, with no apparent wear on the contact surfaces (<xref ref-type="bibr" rid="B32">Sun et al., 2022</xref>). Hei et al. evaluated the friction characteristics of the compression ring-cylinder liner conjunction in engines using lubricating oils of different viscosities. Their results indicate that lower viscosity lubricant results in higher wear loads on the compression ring surface while reducing friction power loss (<xref ref-type="bibr" rid="B16">Hei et al., 2023</xref>). The research findings of Zhang et al. indicate that low rotational speeds and low viscosity are detrimental to the formation of oil films. Properly increasing the speed and viscosity can prevent the rupture of boundary films and direct metal-to-metal contact (<xref ref-type="bibr" rid="B41">Zhang et al., 2023</xref>). These studies show that viscosity is a critical factor in the tribological performance of lubricated interfaces. Simultaneously, it is also one of the causes of tribological failures such as pitting (<xref ref-type="bibr" rid="B39">Winter and Weiss, 1981</xref>; <xref ref-type="bibr" rid="B28">Oila and Bull, 2005</xref>) and scuffing (<xref ref-type="bibr" rid="B29">Peterson and Winer, 1980</xref>; <xref ref-type="bibr" rid="B18">Horng et al., 1995</xref>). Recently, new methods have achieved lower friction and wear, such as the manipulation and control of friction through self-organization, manifested in both selective transfer of material and superlubricity. The task of reducing friction and wear through controlled impact on the contact body can save energy and materials, protect the environment, and enhance ecological sustainability, reliability, and quality (<xref ref-type="bibr" rid="B3">Assenova and Vencl, 2022</xref>). Kandeva et al. added varying concentrations of metal additives to rapeseed oil. Their experimental results indicated that the inclusion of metal additives in rapeseed oil indeed reduces the friction coefficient, operating temperature and wear (<xref ref-type="bibr" rid="B22">Kandeva et al., 2022</xref>). Vanossi et al. outlined emerging research directions, which find that the friction-related physics of hard 2D layered atomic materials and that of optically and topographically trapped soft microscopic systems, such as cold ions and colloids, do indeed exhibit structural superlubricity. The synergistic combination of &#x201c;soft&#x2013;hard&#x201d; experimental approaches, along with modeling and numerical simulations, can address the significant scientific and practical challenges related to the complex nature of friction phenomena (<xref ref-type="bibr" rid="B36">Vanossi et al., 2020</xref>). From the analysis in this paper, we can observe that the variation in lubricant viscosity leads to significantly different changes in the real contact area and lubrication regime between 2-body and 3-body lubricated contacts. This is another key point that the paper aims to clarify.</p>
<p>Previous studies have discussed the influence of velocity parameters, surface parameters, and particle size and concentration on the characteristics of the 3-body lubrication interface. <xref ref-type="bibr" rid="B19">Horng et al. (2022)</xref> also noted that film parameter is not a suitable indicator for distinguishing lubrication regimes in 3-body contact systems. Various operating conditions influence TPCA in 3-body dry contact conditions (<xref ref-type="bibr" rid="B7">Chern et al., 2022</xref>). Various foreign particles influence the contact characteristics of 3-body dry contact interfaces and validate the feasibility of the theory through four-ball experiments (<xref ref-type="bibr" rid="B20">Horng et al., 2023</xref>). In recent years, although there have been studies on the effect of different lubricant viscosities on surface friction (<xref ref-type="bibr" rid="B36">Vanossi et al., 2020</xref>) and wear (<xref ref-type="bibr" rid="B35">Tsai, 2024</xref>), most studies have focused on 2-body contact conditions. The main focus in this paper is to investigate the effects of variations in lubricant viscosity, particle size, and concentration on the characteristics of lubricated contact interfaces (contact mode, lubrication regime, oil film thickness, and real contact area) under the conditions of force balance and the presence of the third particle, especially regarding their interaction when they coexist simultaneously, along with the detailed transition process of contact modes and lubrication regimes. This lays the foundation for further research. Previous studies have discovered the occurrence of the TPCA phenomenon under dry contact conditions. Therefore, this paper also investigates the influence of TPCA under lubricated contact conditions.</p>
</sec>
<sec id="s2">
<title>2 Theoretical analysis</title>
<sec id="s2-1">
<title>2.1 Three-body lubrication analysis</title>
<p>In a three-body (3-body) contact tribology system, which contains (1) surface 1, (2) surface 2, and (3) particles and lubricant (<xref ref-type="fig" rid="F1">Figure 1</xref>), the normal load (<italic>F</italic>
<sub>
<italic>t</italic>
</sub>) is the sum of the load of fluid lubricant (<italic>F</italic>
<sub>
<italic>f</italic>
</sub>) and load of solid (<italic>F</italic>
<sub>
<italic>s</italic>
</sub>):<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Schematic representation of the 3-body tribology system.</p>
</caption>
<graphic xlink:href="fmech-10-1390335-g001.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>2.2 3-Body microcontact analysis</title>
<p>This study applies the 3-body microcontact model to analyze the real contact areas and loads of solid. Here, the load for solid includes contact between surface 1 and 2 (<italic>F</italic>
<sub>
<italic>ss</italic>
</sub>), as well as between particle and surface 1 (<italic>F</italic>
<sub>
<italic>sa</italic>
</sub>). Similarly, the real contact area of solids (<italic>A</italic>
<sub>
<italic>t</italic>
</sub>) also comprises the contact area between surface 1 and 2 (<italic>A</italic>
<sub>
<italic>ss</italic>
</sub>) and between the particle and surface 1 (<italic>A</italic>
<sub>
<italic>sa</italic>
</sub>).<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
<disp-formula id="e3">
<mml:math id="m3">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>
</p>
<p>When particles are present between the relative motions of rough surfaces in mechanical components, it is assumed that the particles, due to work hardening during operation, do not deform when in contact with surface 1 or 2. The 3-body dry contact model can be employed to calculate the relationship between the real contact area, surface separation, and the normal load. The normal load of solid, <italic>F</italic>
<sub>
<italic>s</italic>
</sub>, and total contact area of solid, <italic>A</italic>
<sub>
<italic>t</italic>
</sub>, are given by the following equations for the 3-body micro-contact model (<xref ref-type="bibr" rid="B19">Horng et al., 2022</xref>):<disp-formula id="e4">
<mml:math id="m4">
<mml:mtable class="align" columnalign="left">
<mml:mtr>
<mml:mtd columnalign="right">
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>s</mml:mi>
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<label>(4)</label>
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</mml:mfenced>
</mml:mrow>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x222b;</mml:mo>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>h</mml:mi>
<mml:mi>e</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mi>d</mml:mi>
</mml:munderover>
</mml:mstyle>
<mml:msup>
<mml:mi>x</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:msub>
<mml:mi>&#x03D5;</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>x</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x222b;</mml:mo>
<mml:mi>d</mml:mi>
<mml:msub>
<mml:mi>x</mml:mi>
<mml:mi>max</mml:mi>
</mml:msub>
</mml:munderover>
</mml:mstyle>
<mml:msup>
<mml:mi>x</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:msub>
<mml:mi>&#x03D5;</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:math>
<label>(5)</label>
</disp-formula>where <italic>F</italic>
<sub>
<italic>ss</italic>
</sub> and <italic>A</italic>
<sub>
<italic>ss</italic>
</sub> are calculated according to the previous 2-body contact model (<xref ref-type="bibr" rid="B42">Zhao et al., 2000</xref>). <italic>F</italic>
<sub>
<italic>ss-sa</italic>
</sub> and <italic>A</italic>
<sub>
<italic>ss-sa</italic>
</sub> are the contact load of surface 1 with surface 2 and the contact area between surface 1 with surface 2 minus the particle effects, respectively. <italic>d</italic> is mean separation between two surfaces. <italic>x</italic> is mean diameter. <italic>H</italic>
<sub>
<italic>s1</italic>
</sub> and <italic>H</italic>
<sub>
<italic>s2</italic>
</sub> are the hardness of surfaces 1 and 2, respectively; <italic>&#x3b7;</italic>
<sub>
<italic>a</italic>
</sub> is particle density, <italic>x</italic>
<sub>max</sub> is maximum particle size, <italic>x</italic>
<sub>min</sub> is minimum particle size. <italic>A</italic>
<sub>
<italic>n</italic>
</sub> is the apparent contact area at the interface; <italic>E</italic>
<sub>
<italic>sa</italic>
</sub> and <italic>E</italic>
<sub>
<italic>ss</italic>
</sub> are the equivalent elastic modulus between particle and surface, and the equivalent elastic modulus between surfaces 1 and 2, respectively; <italic>h</italic>
<sub>
<italic>e</italic>
</sub> is the maximum distance of the particle deducted from the contact interference with surface 1 and the contact interference with surface 2. The probability density function of summit heights, <italic>&#x3d5;</italic>(z), and particle size, <italic>&#x3d5;</italic>
<sub>
<italic>a</italic>
</sub>(<italic>x</italic>), are given as follows:<disp-formula id="e6">
<mml:math id="m6">
<mml:mrow>
<mml:mi>&#x03D5;</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
</mml:mrow>
</mml:msqrt>
<mml:mo>&#xd7;</mml:mo>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mi>exp</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="&#x7c;">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.5</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>&#x03D5;</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
</mml:mrow>
</mml:msqrt>
<mml:mo>&#xd7;</mml:mo>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mi>exp</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="&#x7c;">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.5</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>where <italic>&#x3c3;</italic>
<sub>
<italic>s</italic>
</sub> is the standard deviation of the summit height and <italic>&#x3c3;</italic>
<sub>
<italic>a</italic>
</sub> is the standard deviation of the particle size.</p>
</sec>
<sec id="s2-3">
<title>2.3 Film thickness analysis</title>
<p>The separation of relative surfaces can not only obtain the load percentage of solids, but also distinguish the lubrication regime of the contact interface. According to <xref ref-type="bibr" rid="B26">Masjedi and Khonsari (2015)</xref>, the central oil film thickness is expressed thus:<disp-formula id="e7">
<mml:math id="m7">
<mml:mrow>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>h</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>3.672</mml:mn>
<mml:msup>
<mml:mi>W</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.045</mml:mn>
<mml:msup>
<mml:mi>&#x3ba;</mml:mi>
<mml:mn>0.18</mml:mn>
</mml:msup>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi>U</mml:mi>
<mml:mrow>
<mml:mn>0.663</mml:mn>
<mml:msup>
<mml:mi>&#x3ba;</mml:mi>
<mml:mn>0.025</mml:mn>
</mml:msup>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi>G</mml:mi>
<mml:mrow>
<mml:mn>0.502</mml:mn>
<mml:msup>
<mml:mi>&#x3ba;</mml:mi>
<mml:mn>0.064</mml:mn>
</mml:msup>
</mml:mrow>
</mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.573</mml:mn>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.74</mml:mn>
<mml:mi>&#x3ba;</mml:mi>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#xd7;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>0.025</mml:mn>
<mml:msup>
<mml:msup>
<mml:mi>&#x3c3;</mml:mi>
<mml:mo>&#x2a;</mml:mo>
</mml:msup>
<mml:mn>1.248</mml:mn>
</mml:msup>
<mml:msup>
<mml:mi>V</mml:mi>
<mml:mn>0.119</mml:mn>
</mml:msup>
<mml:msup>
<mml:mi>W</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.133</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi>U</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.884</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi>G</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.977</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi>&#x3ba;</mml:mi>
<mml:mn>0.081</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>where the <italic>W</italic>, <italic>U</italic>, <italic>G</italic>, <italic>&#x3c3;</italic>
<sup>
<italic>&#x2a;</italic>
</sup>, <italic>V</italic>, and <italic>&#x3ba;</italic> are dimensionless load, speed, material, surface roughness, surface hardness, and ellipticity parameter, respectively. The above dimensionless parameters are as follows.<disp-formula id="e8">
<mml:math id="m8">
<mml:mrow>
<mml:mi>W</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msubsup>
<mml:mi>R</mml:mi>
<mml:mi>x</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
<mml:mi>U</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
<mml:mtable columnalign="center">
<mml:mtr>
<mml:mtd/>
<mml:mtd>
<mml:mrow>
<mml:mi>G</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:mtable columnalign="center">
<mml:mtr>
<mml:mtd/>
<mml:mtd>
<mml:mrow>
<mml:msup>
<mml:mi>&#x3c3;</mml:mi>
<mml:mo>&#x2a;</mml:mo>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
<mml:mo>,</mml:mo>
<mml:mtable columnalign="center">
<mml:mtr>
<mml:mtd/>
<mml:mtd>
<mml:mrow>
<mml:mi>V</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bd;</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
<mml:mo>,</mml:mo>
<mml:mtable columnalign="center">
<mml:mtr>
<mml:mtd/>
<mml:mtd>
<mml:mrow>
<mml:mi>&#x3ba;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>a</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>where <italic>R</italic>
<sub>
<italic>x</italic>
</sub> is the curvature radii of the summit in <italic>x</italic> directions, <italic>&#x3bc;</italic>
<sub>
<italic>0</italic>
</sub> is the ambient lubricant viscosity, <italic>u</italic> is the rolling speed, <italic>&#x3b1;</italic> is the pressure&#x2013;viscosity coefficient, <italic>&#x3c3;</italic> is the equivalent root mean square roughness of surfaces 1 and 2, <italic>v</italic>
<sub>
<italic>h</italic>
</sub> is the Vickers hardness of softer material, and <italic>a</italic> and <italic>b</italic> are the contact half-length and half-width of surface, respectively. This study combines the calculation of lubricant film thickness with the 3-body micro-contact model and constructs a 3-body lubrication contact model based on the concept of force balance. The analysis results provide information on the film thickness, contact area of the solid, and fluid-borne and solid-borne loads under 3-body contact conditions.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<p>This paper primarily investigates the impact of changes in lubricant kinematic viscosity (<italic>v</italic>) resulting from operating temperature variations or oil degradation on contact characteristics (real contact area, film thickness, and load percentage of solid) under 3-body lubrication contact conditions. The theoretical analysis incorporates material mechanical properties, operating conditions, and lubricant properties (<xref ref-type="table" rid="T1">Tables 1</xref> and <xref ref-type="table" rid="T2">2</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Mechanical properties of material.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Property</th>
<th align="center">Value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Equivalent Young&#x2019;s modulus of two surfaces, <italic>E</italic>
<sub>
<italic>ss</italic>
</sub> (<italic>GPa</italic>)</td>
<td align="center">112</td>
</tr>
<tr>
<td align="left">Equivalent Young&#x2019;s modulus of the particle and surface, <italic>E</italic>
<sub>
<italic>sa</italic>
</sub> (<italic>GPa</italic>)</td>
<td align="center">112</td>
</tr>
<tr>
<td align="left">Hardness values of surfaces 1 and 2: <italic>H</italic>
<sub>
<italic>s1</italic>
</sub> and <italic>H</italic>
<sub>
<italic>s2</italic>
</sub> (<italic>GPa</italic>)</td>
<td align="center">5.0</td>
</tr>
<tr>
<td align="left">Poisson ratios of surfaces 1 and 2 and particle: <italic>&#x3c5;</italic>
<sub>
<italic>s1</italic>
</sub>, <italic>&#x3c5;</italic>
<sub>
<italic>s2</italic>
</sub>, and <italic>&#x3c5;</italic>
<sub>a</sub>
</td>
<td align="center">0.29</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Operating conditions.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Property</th>
<th align="center">Value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Dimensionless mean normal load, <italic>F</italic>
<sub>
<italic>t</italic>
</sub> (<italic>N</italic>)</td>
<td align="center">0.04&#x2013;80</td>
</tr>
<tr>
<td align="left">Equivalent RMS surface roughness, <italic>&#x3c3;</italic> (<italic>nm</italic>)</td>
<td align="center">100&#x2013;500</td>
</tr>
<tr>
<td align="left">Number of particles per unit area, <italic>&#x3b7;</italic>
<sub>
<italic>a</italic>
</sub> (<italic>m</italic>
<sup>
<italic>&#x2212;2</italic>
</sup>)</td>
<td align="center">1&#xd7;10<sup>10</sup>&#x2013;5&#xd7;10<sup>12</sup>
</td>
</tr>
<tr>
<td align="left">Mean particle diameter, <italic>x</italic>
<sub>
<italic>a</italic>
</sub> (<italic>nm</italic>)</td>
<td align="center">0&#x2013;1,000</td>
</tr>
<tr>
<td align="left">Kinematic viscosity of lubricant, <italic>v</italic> (<italic>cSt</italic>)</td>
<td align="center">0&#x2013;150</td>
</tr>
<tr>
<td align="left">
<italic>W</italic> (&#xd7;10<sup>&#x2013;5</sup>)</td>
<td align="center">8.6 &#xd7; 10<sup>-4</sup>&#x2013;1.8</td>
</tr>
<tr>
<td align="left">
<italic>U</italic> (&#xd7;10<sup>&#x2013;10</sup>)</td>
<td align="center">0&#x2013;7.3</td>
</tr>
<tr>
<td align="left">
<italic>G</italic>
</td>
<td align="center">2038</td>
</tr>
<tr>
<td align="left">
<italic>&#x3c3;&#x2a;</italic> (&#xd7;10<sup>&#x2013;5</sup>)</td>
<td align="center">1.57&#x2013;7.87</td>
</tr>
<tr>
<td align="left">
<italic>V</italic>
</td>
<td align="center">0.04</td>
</tr>
<tr>
<td align="left">
<italic>R</italic>
<sub>
<italic>x</italic>
</sub> (<italic>mm</italic>)</td>
<td align="center">6.35</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s3-1">
<title>3.1 Classification of lubrication regime</title>
<p>The fluid- and solid-borne loads obtained from this theoretical analysis can be expressed under 3-body lubrication contact conditions based on the relationship in Eq. <xref ref-type="disp-formula" rid="e1">1</xref>:<disp-formula id="e9">
<mml:math id="m9">
<mml:mrow>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>100</mml:mn>
<mml:mo>%</mml:mo>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>100</mml:mn>
<mml:mo>%</mml:mo>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(9)</label>
</disp-formula>
</p>
<p>In accordance with <xref ref-type="bibr" rid="B43">Zhu et al. (2012)</xref>, <xref ref-type="bibr" rid="B44">Zhu and Wang (2013)</xref> and <xref ref-type="bibr" rid="B26">Masjedi and Khonsari (2015)</xref>, the research indicates that the load percentage of solid (<italic>L</italic>
<sub>
<italic>s</italic>
</sub>) can be utilized to assess the lubrication regime at the contact interface, defined as follows. When <italic>L</italic>
<sub>
<italic>s</italic>
</sub> is greater than 90%, the lubrication regime is in the boundary lubrication (B.L.). When <italic>L</italic>
<sub>
<italic>s</italic>
</sub> is less than 3%, the lubrication regime is in the full-film lubrication (F.L.) (<xref ref-type="bibr" rid="B19">Horng et al., 2022</xref>). When <italic>L</italic>
<sub>
<italic>s</italic>
</sub> falls between 3% and 90%, the lubrication regime is in the mixed lubrication (M.L.).</p>
</sec>
<sec id="s3-2">
<title>3.2 Classification of 3-body contact mode</title>
<p>When lubricants contain added micro/nano particles, or when components generate debris after a certain period of operation, a 3-body tribology system will be formed at the contact interface. To elucidate the role of the third particle at the 3-body contact interface, this paper utilizes the contact area ratio of the third particle to determine the three contact modes at the 3-body contact interface. The contact area ratio of particle and surface, <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup>, and contact area ratio of surface 1 and surface 2, <italic>A</italic>
<sub>
<italic>ss,t</italic>
</sub>
<sup>&#x2a;</sup>, are defined as follows:<disp-formula id="e10">
<mml:math id="m10">
<mml:mrow>
<mml:msubsup>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>a</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>s</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(10)</label>
</disp-formula>
</p>
<p>Under different conditions, the relationship between the three contact modes and the <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup> are observed (<xref ref-type="bibr" rid="B20">Horng et al., 2023</xref>), as shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. <xref ref-type="fig" rid="F2">Figure 2A</xref> shows the surface-to-surface 3-body contact mode (s-s mode). The particles with relatively smaller sizes and the majority of the normal load are borne by the contact between surfaces 1 and 2, expressed as <italic>A</italic>
<sub>
<italic>t</italic>
</sub> &#x2245; <italic>A</italic>
<sub>
<italic>ss</italic>
</sub> and <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup>&#x3c; 0.05. <xref ref-type="fig" rid="F2">Figure 2B</xref> shows the particle-to-surface 3-body contact mode (p-s mode). The particle sizes and concentrations are relatively larger. The normal load is almost borne by the contact points between the particles and surface 1, expressed as <italic>A</italic>
<sub>
<italic>t</italic>
</sub> &#x2245; <italic>A</italic>
<sub>
<italic>sa</italic>
</sub> and <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup> &#x3e; 0.95. <xref ref-type="fig" rid="F2">Figure 2C</xref> shows the hybrid 3-body contact mode (hybrid mode). The load is simultaneously supported by the surface-to-surface contact and particle-to-surface contact, expressed as <italic>A</italic>
<sub>
<italic>t</italic>
</sub> &#x3d; <italic>A</italic>
<sub>
<italic>sa</italic>
</sub> &#x2b; <italic>A</italic>
<sub>
<italic>ss</italic>
</sub>, 0.05 &#x3c; <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup> &#x3c; 0.95. If no particles are at the lubricated contact interface, then only the contact between surfaces 1 and 2 occurs, expressed as <italic>A</italic>
<sub>
<italic>t</italic>
</sub> &#x3d; <italic>A</italic>
<sub>
<italic>ss</italic>
</sub> and is referred to as the 2-body contact mode (2-body mode). Therefore, these three 3-body contact modes, in the presence of lubricating oil, belong to mixed and boundary lubrication regimes.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Classification of 3-body contact modes: <bold>(A)</bold> s-s mode, <bold>(B)</bold> p-s mode, and <bold>(C)</bold> hybrid mode.</p>
</caption>
<graphic xlink:href="fmech-10-1390335-g002.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>3.3 Discussion</title>
<p>
<xref ref-type="fig" rid="F3">Figure 3</xref> shows dimensionless area vs dimensionless normal load at various particle diameters: <bold>(A)</bold> contact area ratio of particle (<italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup>); <bold>(B)</bold> dimensionless total contact area (<italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup>) under dry contact condition for <italic>&#x3c3;</italic> &#x3d; 100&#xa0;<italic>nm</italic>, <italic>&#x3b7;</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 10<sup>11</sup>
<italic>m</italic>
<sup>-2</sup>. This explains the evolution of three contact modes occurring at contact interfaces of particles larger than 300&#xa0;<italic>nm</italic> as the dimensionless normal load increases: the p-s mode first transitions to the hybrid mode, and then to the s-s mode. As depicted in <xref ref-type="fig" rid="F3">Figure 3A</xref>, <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 1,000&#xa0;<italic>nm</italic>, <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup> &#x3d; 1.0 indicates that the contact interface is in the p-s mode. <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 0&#xa0;<italic>nm</italic>, <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup> &#x3d; 0 indicates that the contact interface is in the s-s mode, representing the traditional 2-body contact value. <xref ref-type="fig" rid="F3">Figure 3B</xref> shows that the <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup>-<italic>F</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> relationship forms a straight line of maximum value for <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 0&#xa0;<italic>nm</italic> (2-body contact) and a line of minimum value for <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 1,000&#xa0;<italic>nm</italic>. These two lines form upper and lower boundary lines; when particles are present at the interface, their corresponding <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> values are all smaller than that of a pure 2-body contact surface. The larger the particles, the smaller the <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup>. As <italic>F</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> increases, the <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> of the 3-body contact interface gradually rises between the approximate upper and lower limit lines to the upper limit value (2-body contact interface). Therefore, <xref ref-type="fig" rid="F3">Figure 3</xref> shows that the transition of the contact mode from p-s to hybrid as the normal load increases as the same particle size and slope of <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> increases. With the transition of the contact mode from hybrid to s-s, <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> also gradually approaches the curve of <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 0&#xa0;<italic>nm</italic>. The evolution of the three contact modes at the 3-body contact interface under different operating conditions has been detailed in previous study (<xref ref-type="bibr" rid="B7">Chern et al., 2022</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Dimensionless area of dry contact vs. dimensionless normal load at various particle diameters: <bold>(A)</bold> contact area ratio of particle and <bold>(B)</bold> dimensionless total contact area for <italic>&#x3c3;</italic> &#x3d; 100&#xa0;<italic>nm</italic> and <italic>&#x3b7;</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 10<sup>11</sup>
<italic>m</italic>
<sup>-2</sup>.</p>
</caption>
<graphic xlink:href="fmech-10-1390335-g003.tif"/>
</fig>
<p>In the situation of 3-body lubrication contact interfaces, their contact behavior differs from dry contact. <xref ref-type="fig" rid="F4">Figure 4</xref> shows contact characteristics vs dimensionless normal load at various kinematic viscosities (<italic>v</italic>) of the lubricant (A) contact area ratio of particle, <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup> (B) dimensionless contact area, <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> (C) load percentage of solid, <italic>L</italic>
<sub>
<italic>s</italic>
</sub> (D) film thickness, <italic>H</italic>
<sub>
<italic>c</italic>
</sub> for <italic>&#x3c3;</italic> &#x3d; 300&#xa0;<italic>nm</italic>, and <italic>&#x3b7;</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 10<sup>11</sup>
<italic>m</italic>
<sup>-2</sup>, <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 500&#xa0;<italic>nm</italic>. <xref ref-type="fig" rid="F3">Figure 3</xref> indicates that the contact mode of the interface can be determined by <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup>. Therefore, as shown in <xref ref-type="fig" rid="F4">Figure 4A</xref>, when <italic>v &#x3c;</italic> 90&#xa0;<italic>cSt</italic>, there will be, with the increase of dimensionless normal load, an evolution three contact modes at the interface. However, when <italic>v &#x3e;</italic> 90&#xa0;<italic>cSt</italic>, it will only transition from p-s to hybrid mode. <xref ref-type="fig" rid="F4">Figure 4B</xref> shows that when <italic>v &#x3c;</italic> 50&#xa0;<italic>cSt</italic>, the value of <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> almost overlaps with that of 3-body dry contact, indicating that it has little impact on the interface contact characteristics. When <italic>v &#x3c;</italic> 70&#xa0;<italic>cSt</italic>, as the load increases to a certain critical value (<italic>F</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> &#x3d; 1.5 &#xd7; 10<sup>&#x2212;5</sup>), the slope of <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> with respect to the dimensionless normal load will decrease, and the critical load decreases with increasing viscosity. This is due to higher viscosity resulting in a smaller load required generating hydrodynamic pressure. At the same dimensionless normal load, as the viscosity increases, the hydrodynamic pressure increases, resulting in a decrease in <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup>. The reason for this phenomenon is explained in <xref ref-type="fig" rid="F4">Figure 4C</xref>.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Contact characteristics vs. dimensionless normal load at various viscosities of lubricant: <bold>(A)</bold> contact area ratio of particle, <bold>(B)</bold> dimensionless contact area, <bold>(C)</bold> load percentage of solid, and <bold>(D)</bold> film thickness for <italic>&#x3c3;</italic> &#x3d; 300&#xa0;<italic>nm</italic>, <italic>&#x3b7;</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 10<sup>11</sup>
<italic>m</italic>
<sup>-2</sup>, <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 500&#xa0;<italic>nm</italic>.</p>
</caption>
<graphic xlink:href="fmech-10-1390335-g004.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F4">Figure 4C</xref> shows that for the interface of <italic>v</italic> &#x3c; 50&#xa0;<italic>cSt</italic> and dry contact, <italic>L</italic>
<sub>
<italic>s</italic>
</sub> is 100% under all dimensionless normal loads, indicating that the contact interface is in the boundary lubrication regime. When <italic>v</italic> &#x3e; 70&#xa0;<italic>cSt</italic>, <italic>L</italic>
<sub>
<italic>s</italic>
</sub> decreases with the increasing <italic>F</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup>. <italic>L</italic>
<sub>
<italic>s</italic>
</sub> decreasing to less than 90% indicates a transition in the lubrication regime from boundary to mixed. A further increase in the load, causing <italic>L</italic>
<sub>
<italic>s</italic>
</sub> to decrease to less than 3%, will transition the lubrication regime from mixed to full-film. Additionally, <italic>L</italic>
<sub>
<italic>s</italic>
</sub> decreases with increasing viscosity at the same dimensionless normal load. The higher the viscosity, the smaller the dimensionless normal load required for the transition from boundary to mixed lubrication and from mixed to full-film lubrication. Corresponding to <xref ref-type="fig" rid="F4">Figures 4B,C</xref>, when the interface at lubricated condition and <italic>L</italic>
<sub>
<italic>s</italic>
</sub> &#x3d; 100%, its <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> coincides with dry contact. When <italic>L</italic>
<sub>
<italic>s</italic>
</sub> decreases with increasing load to 90% (the lubrication regime transitions from boundary to mixed), its critical dimensionless load is approximately the same as the critical load where the slope of <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> decreases. As <italic>L</italic>
<sub>
<italic>s</italic>
</sub> decreases with the increasing dimensionless normal load, although the slope of <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> decreases, the value of <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> continues to increase. This indicates that the real solid-borne load continues to increase as the rate at which it increases with normal load decreases, while the rate at which the load borne by fluid increases with normal load increases. Therefore, the decrease in the slope of <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> is primarily caused by the transition in lubrication regime induced by the lubricant rather than by changes in the solid contact mode. When <italic>v</italic> &#x3d; 90 and 120&#xa0;<italic>cSt</italic>, <italic>L</italic>
<sub>
<italic>s</italic>
</sub> decreases from 100% to 90% (transitioning from boundary to mixed lubrication), their <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> decreases by approximately 14.9% and 21.0% compared to the 3-body dry contact. When <italic>L</italic>
<sub>
<italic>s</italic>
</sub> decreases to 50%, <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> decreased by approximately 53.7% and 65.0% compared to the 3-body dry contact.</p>
<p>
<xref ref-type="fig" rid="F4">Figure 4D</xref> shows that the <italic>H</italic>
<sub>
<italic>c</italic>
</sub> value of the 3-body dry contact is significantly larger than that of the 2-body dry contact under medium to low dimensionless normal loads. The interface transitions into the hybrid mode with increasing dimensionless normal load, resulting in a decrease in the <italic>H</italic>
<sub>
<italic>c</italic>
</sub> value until it reaches a similar value to the 2-body contact. When the lubricant is present at the interface and under lower dimensionless normal loads, the curves of <italic>H</italic>
<sub>
<italic>c</italic>
</sub> at different viscosities overlap with that of the 3-body dry contact, indicating that the system is currently in the boundary lubrication regime. The <italic>H</italic>
<sub>
<italic>c</italic>
</sub> gradually deviates from and becomes larger than the curve of the 3-body dry contact as the dimensionless normal load increases, indicating that the lubricant at the contact interface forms a fluid film, leading the interface into a mixed lubrication regime. The results in <xref ref-type="fig" rid="F4">Figure 4</xref> demonstrate the evolution of the lubricated interface with increasing load, taking <italic>v</italic> &#x3d; 90&#xa0;<italic>cSt</italic> as an example: from boundary lubrication in the p-s 3-body contact mode &#x2192; boundary lubrication in the hybrid 3-body contact mode &#x2192; mixed lubrication in the hybrid 3-body contact mode &#x2192; mixed lubrication in the s-s 3-body contact mode &#x2192; full-film lubrication in the s-s 3-body contact mode (if the load further increases). Our analysis provides references for selecting lubricant viscosity under different operating conditions, and third particle sizes are provided for various types of components.</p>
<p>
<xref ref-type="fig" rid="F5">Figure 5</xref> illustrates the load percentage of solid versus dimensionless normal load at various equivalent root mean square surface roughness (<italic>&#x3c3;</italic>) under the same operating conditions as <xref ref-type="fig" rid="F4">Figure 4</xref>. <xref ref-type="fig" rid="F5">Figure 5A</xref> shows that for <italic>&#x3c3;</italic> &#x3d; 100&#xa0;<italic>nm</italic>, when <italic>v</italic> &#x3d; 10&#xa0;<italic>cSt</italic>, the <italic>L</italic>
<sub>
<italic>s</italic>
</sub> approaches 90% at higher dimensionless normal loads. For <xref ref-type="fig" rid="F5">Figure 5B</xref> with <italic>&#x3c3;</italic> &#x3d; 500&#xa0;<italic>nm</italic>, a viscosity greater than 70&#xa0;<italic>cSt</italic> is required to transition the lubrication regime of contact interface from boundary to mixed. The integration of <xref ref-type="fig" rid="F4">Figure 4</xref> and <xref ref-type="fig" rid="F5">Figure 5</xref> reveals that as the equivalent root mean square surface roughness of the component decreases, a lower viscosity lubricant is sufficient to transition the 3-body contact interface from a boundary to mixed lubrication regime.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Load percentage of solid vs. dimensionless normal load at various viscosities of lubricant: <bold>(A)</bold> <italic>&#x3c3;</italic> &#x3d; 100&#xa0;<italic>nm</italic> and <bold>(B)</bold> <italic>&#x3c3;</italic> &#x3d; 500&#xa0;<italic>nm</italic> for <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 500&#xa0;<italic>nm</italic>, <italic>&#x3b7;</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 10<sup>11</sup>
<italic>m</italic>
<sup>-2</sup>.</p>
</caption>
<graphic xlink:href="fmech-10-1390335-g005.tif"/>
</fig>
<p>According to the results from <xref ref-type="fig" rid="F4">Figure 4</xref>, when <italic>v</italic> &#x3d; 90&#xa0;<italic>cSt</italic>, the contact interface potentially encompasses three contact modes and three lubrication regimes (if the load further increases) with increasing load. Therefore, <xref ref-type="fig" rid="F6">Figure 6</xref> selects <italic>v</italic> &#x3d; 90&#xa0;<italic>cSt</italic> and considers the differences between lubricated contact and dry contact under different particle sizes. It is particularly important to note that when lubricating oil forms a film between the interfaces, the sequence of effects on <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> due to changes in particle size is the opposite for lubricated contact compared to dry contact, which is explained as follows. The dry contact curve (dashed line) in <xref ref-type="fig" rid="F6">Figure 6A</xref> shows that <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> decreases with increase in the third particle size. This is because larger particles are more likely to separate the surfaces, with the load only borne by a few larger particles, resulting in <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> being smaller than when <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 0&#xa0;<italic>nm</italic>. <xref ref-type="fig" rid="F4">Figure 4A</xref> shows that as <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> of the lubricated interface begins to decrease and move away from <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> of dry contact, the interface enters the mixed lubrication regime. Therefore, as shown in <xref ref-type="fig" rid="F6">Figure 6A</xref>, after the interface enters the mixed lubrication regime, <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> increases with the particle size at higher loads (approximately <italic>F</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> &#x3e; 5.96 &#xd7; 10<sup>&#x2212;5</sup>). As depicted in <xref ref-type="fig" rid="F6">Figure 6B</xref>, <italic>L</italic>
<sub>
<italic>s</italic>
</sub> of dry contact (dashed line) remains 100% for all particle sizes. In lubricated contact, <italic>L</italic>
<sub>
<italic>s</italic>
</sub> decreases as the dimensionless normal load increases, and smaller particles require only a smaller load to transition the contact interface to the mixed lubrication regime. At a dimensionless normal load, <italic>L</italic>
<sub>
<italic>s</italic>
</sub> increases with particle size. When the interface of all particle sizes enters mixed lubrication (approximately <italic>F</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> &#x3e; 10<sup>&#x2212;4</sup>), a larger <italic>L</italic>
<sub>
<italic>s</italic>
</sub> implies more solid contact, resulting in <xref ref-type="fig" rid="F6">Figure 6A</xref> transitioning to <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> increasing with particle size at higher loads. <xref ref-type="fig" rid="F6">Figure 6C</xref> illustrates that the <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup> of oil lubrication and dry contact almost overlap for <italic>L</italic>
<sub>
<italic>s</italic>
</sub> &#x3d; 100%. The <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup> of lubrication contact is larger than dry contact when the interface enters mixed lubrication. This difference arises because the oil film supports the surfaces, reducing the contact of surface asperities as the load is shared by the oil film and most of the particles. This is also a reason why nanoparticles are added to lubricants to help surfaces asperities share the load and reduce surface wear.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Contact characteristics vs, dimensionless normal load at various particle diameters: <bold>(A)</bold> dimensionless real contact area, <bold>(B)</bold> load percentage of solid, and <bold>(C)</bold> contact area ratio of particle for <italic>&#x3c3;</italic> &#x3d; 300&#xa0;<italic>nm</italic>, <italic>&#x3b7;</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 10<sup>11</sup>
<italic>m</italic>
<sup>-2</sup>, and <italic>v</italic> &#x3d; 90&#xa0;<italic>cSt</italic>.</p>
</caption>
<graphic xlink:href="fmech-10-1390335-g006.tif"/>
</fig>
<p>The concentration of wear debris on the interface or concentration of added micro/nano particles in the lubricant will both affect the contact characteristics. Therefore, <xref ref-type="fig" rid="F7">Figure 7</xref> discusses the effect of particle density (<italic>&#x3b7;</italic>
<sub>
<italic>a</italic>
</sub>) on contact characteristics. <xref ref-type="fig" rid="F7">Figure 7A</xref> shows that the <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> of lubricated contact is similar to that of dry contact under small and medium dimensionless normal loads, and it decreases with increasing particle density. When <italic>F</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> &#x3e; 5.0 &#xd7; 10<sup>&#x2212;5</sup>, <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> transitions to increase with increasing particle density. It can be seen from <xref ref-type="fig" rid="F7">Figure 7B</xref> that this change is caused by the transition of the lubrication regime from boundary to mixed. <xref ref-type="fig" rid="F7">Figures 7B, C</xref> demonstrate that <italic>L</italic>
<sub>
<italic>s</italic>
</sub> and <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup> decrease with increasing dimensionless normal load, while they increase with increasing particle density.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Contact characteristics vs. dimensionless normal load at various particle densities: <bold>(A)</bold> dimensionless real contact area, <bold>(B)</bold> load percentage of solid, and <bold>(C)</bold> contact area ratio of particle for <italic>&#x3c3;</italic> &#x3d; 300&#xa0;<italic>nm</italic>, <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 500&#xa0;<italic>nm</italic>, <italic>v</italic> &#x3d; 90&#xa0;<italic>cSt</italic>.</p>
</caption>
<graphic xlink:href="fmech-10-1390335-g007.tif"/>
</fig>
<p>Combining the results from <xref ref-type="fig" rid="F4">Figures 4</xref> and <xref ref-type="fig" rid="F7">7</xref> in lubricated contact interfaces, whether it is water content, particle size, or concentration causing lubricant degradation, particularly with larger particle sizes and concentrations, it tends to transition the interface into 3-body boundary lubrication p-s mode. These result in a reduced total real contact area and increased particle contact pressure and temperature, leading to pitting and wear or causing excessive interface gaps; this can result in unstable precision during component operation. When particle sizes are too small and particle densities are too low, insufficient lubrication at the interface can lead to it being in the s-s mode. This results in excessive contact of surface asperities on the components, leading to even more wear. The total real contact area increases with increasing particle size and density when the lubricated interface is in a <bold>3-body</bold> mixed lubrication regime. It is noteworthy that this exhibits a contrasting trend compared to previous studies conducted under dry contact (<xref ref-type="bibr" rid="B7">Chern et al., 2022</xref>) and boundary lubrication conditions. Additionally, in lubricated contact analysis, the percentage of solid load decreases with increased total normal load and exhibits a similar trend to the analysis of <xref ref-type="bibr" rid="B26">Masjedi and Khonsari (2015)</xref>.</p>
<p>
<xref ref-type="fig" rid="F8">Figure 8</xref> discusses the influence of surface roughness on interface contact characteristics, particularly the turning point of contact area (TPCA) phenomenon. <xref ref-type="fig" rid="F8">Figure 8A</xref> shows that for all equivalent root mean square surface roughness, the <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> of lubricated contact overlaps with that of dry contact at smaller loads. The reason for this is evident from <xref ref-type="fig" rid="F8">Figure 8B</xref>, where it can be observed that the <italic>L</italic>
<sub>
<italic>s</italic>
</sub> values are 100% for all cases. Under dry contact conditions, when the interface is in the p-s mode, <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> increases with increased surface roughness. However, as the interface mode transitions to near s-s mode with increasing load, <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> decreases with increased surface roughness. Under lubricated contact conditions, when the interface is in mixed lubrication and approaching the s-s mode, the trend is opposite to that observed when in the s-s mode under dry contact conditions (<xref ref-type="fig" rid="F8">Figure 8A&#x223c;C</xref>). Additionally, from <xref ref-type="fig" rid="F8">Figure 8C</xref> for <italic>&#x3c3;</italic> &#x3d; 500&#xa0;<italic>nm</italic>, it is apparent that <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup> exhibits a rise followed by a decrease as the load increases. This phenomenon is called &#x201c;turning point of contact area&#x201d; (TPCA) (<xref ref-type="bibr" rid="B7">Chern et al., 2022</xref>). The operating conditions under which TPCA occurs will be explored in <xref ref-type="fig" rid="F9">Figures 9</xref>&#x2013;<xref ref-type="fig" rid="F13">13</xref>.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Contact characteristics vs. dimensionless normal load at differing surface roughness: <bold>(A)</bold> dimensionless real contact area, <bold>(B)</bold> load percentage of solid, and <bold>(C)</bold> contact area ratio of particle for <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 500&#xa0;<italic>nm</italic>, <italic>&#x3b7;</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 10<sup>11</sup>
<italic>m</italic>
<sup>-2</sup>, <italic>v</italic> &#x3d; 90&#xa0;<italic>cSt</italic>.</p>
</caption>
<graphic xlink:href="fmech-10-1390335-g008.tif"/>
</fig>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>
<bold>(A)</bold> Contact area ratio of particle and <bold>(B)</bold> dimensionless contact area vs. dimensionless normal load at various particle diameters under dry contact conditions for <italic>&#x3c3;</italic> &#x3d; 300&#xa0;<italic>nm</italic> and <italic>&#x3b7;</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 10<sup>11</sup>
<italic>m</italic>
<sup>-2</sup>.</p>
</caption>
<graphic xlink:href="fmech-10-1390335-g009.tif"/>
</fig>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Contact area ratio of particle vs. dimensionless normal load at various particle diameters under dry contact conditions: <bold>(A)</bold> <italic>&#x3c3;</italic> &#x3d; 100&#xa0;<italic>nm</italic> and <bold>(B)</bold> <italic>&#x3c3;</italic> &#x3d; 500&#xa0;<italic>nm</italic> for <italic>&#x3b7;</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 10<sup>11</sup>
<italic>m</italic>
<sup>-2</sup>.</p>
</caption>
<graphic xlink:href="fmech-10-1390335-g010.tif"/>
</fig>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Contact characteristics vs. dimensionless normal load and dimensionless film thickness at various viscosities of lubricant: <bold>(A)</bold> contact area ratio of particle, <bold>(B)</bold> load percentage of solid, and <bold>(C)</bold> contact area ratio of particle for <italic>&#x3c3;</italic> &#x3d; 300&#xa0;<italic>nm</italic>, <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 300&#xa0;<italic>nm</italic>, and <italic>&#x3b7;</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 10<sup>11</sup>
<italic>m</italic>
<sup>-2</sup>.</p>
</caption>
<graphic xlink:href="fmech-10-1390335-g011.tif"/>
</fig>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Contact characteristics vs. dimensionless normal load at various viscosities of the lubricant: <bold>(A)</bold> contact area ratio of particle, <bold>(B)</bold> load percentage of solid for <italic>&#x3c3;</italic> &#x3d; 100&#xa0;<italic>nm</italic>, <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 100&#xa0;<italic>nm</italic>, and <bold>(C)</bold> contact area ratio of particle for <italic>&#x3c3;</italic> &#x3d; 500&#xa0;<italic>nm</italic>, <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 500&#xa0;<italic>nm</italic>.</p>
</caption>
<graphic xlink:href="fmech-10-1390335-g012.tif"/>
</fig>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Panel contact area ratio of particle vs. dimensionless normal load at various particle densities: <bold>(A)</bold> <italic>&#x3c3;</italic> &#x3d; 100&#xa0;<italic>nm</italic>, <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 100&#xa0;<italic>nm</italic>, <italic>v</italic> &#x3d; 25&#xa0;<italic>cSt,</italic> <bold>(B)</bold> <italic>&#x3c3;</italic> &#x3d; 300&#xa0;<italic>nm</italic>, <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 300&#xa0;<italic>nm</italic>, <italic>v</italic> &#x3d; 120&#xa0;<italic>cSt,</italic> and <bold>(C)</bold> <italic>&#x3c3;</italic> &#x3d; 500&#xa0;<italic>nm</italic>, <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 500&#xa0;<italic>nm</italic>, <italic>v</italic> &#x3d; 150&#xa0;<italic>cSt</italic>.</p>
</caption>
<graphic xlink:href="fmech-10-1390335-g013.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F8">Figure 8</xref> shows that the TPCA phenomenon occurs at <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 500&#xa0;<italic>nm</italic> and <italic>&#x3c3;</italic> &#x3d; 500&#xa0;<italic>nm</italic> (<italic>x</italic>
<sub>
<italic>a</italic>
</sub>/<italic>&#x3c3;</italic> &#x3d; 1.0). Therefore, <xref ref-type="fig" rid="F9">Figure 9</xref> investigates the range of <italic>x</italic>
<sub>
<italic>a</italic>
</sub>/<italic>&#x3c3;</italic> values where TPCA occurs for dry contact with <italic>&#x3c3;</italic> &#x3d; 300&#xa0;<italic>nm</italic>. <xref ref-type="fig" rid="F9">Figure 9A</xref> shows that the TPCA phenomenon occurs for particle sizes ranging from approximately 250&#x2013;400&#xa0;nm. <xref ref-type="fig" rid="F9">Figure 9B</xref> illustrates that when the interface experiences TPCA, <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> exhibits a variation characterized by an initial decrease followed by an increase with increasing dimensionless normal load, as indicated by the red dashed line in the figure. If the interface does not experience TPCA, it will enter the p-s contact mode at low dimensionless normal loads (e.g., <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 350&#xa0;<italic>nm</italic>). The results from <xref ref-type="fig" rid="F9">Figure 9</xref> indicate that the occurrence of the TPCA phenomenon occurs approximately within the range of <italic>x</italic>
<sub>
<italic>a</italic>
</sub>/<italic>&#x3c3;</italic> &#x3d; 0.83&#x2013;1.33 under <italic>&#x3c3;</italic> &#x3d; 300&#xa0;<italic>nm</italic> and <italic>&#x3b7;</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 10<sup>11</sup>&#xa0;<italic>m</italic>
<sup>-2</sup>. This phenomenon helps maintain the contact mode of the interface primarily in the hybrid mode, and the load is shared between the particles and the surface. This prevents the transition of the contact mode to the p-s mode, which would result in a relatively small <italic>A</italic>
<sub>
<italic>t</italic>
</sub>
<sup>&#x2a;</sup> and consequent excessively high real contact pressures in the contact area.</p>
<p>
<xref ref-type="fig" rid="F10">Figure 10</xref> investigates the influence of different surface roughness on the <italic>x</italic>
<sub>
<italic>a</italic>
</sub>/<italic>&#x3c3;</italic> range for the occurrence of TPCA under dry contact conditions. <xref ref-type="fig" rid="F10">Figure 10A</xref> shows that the TPCA phenomenon occurs approximately in the range of <italic>x</italic>
<sub>
<italic>a</italic>
</sub>/<italic>&#x3c3;</italic> &#x3d; 0.80&#x2013;1.20 when <italic>&#x3c3;</italic> &#x3d; 100&#xa0;<italic>nm</italic>; for <italic>&#x3c3;</italic> &#x3d; 500&#xa0;<italic>nm</italic>, it occurs in the range of <italic>x</italic>
<sub>
<italic>a</italic>
</sub>/<italic>&#x3c3;</italic> &#x3d; 0.80&#x2013;1.30 (<xref ref-type="fig" rid="F10">Figure 10B</xref>). From <xref ref-type="fig" rid="F9">Figures 9</xref> and <xref ref-type="fig" rid="F10">10</xref>, it is apparent that TPCA occurs approximately in the range of <italic>x</italic>
<sub>
<italic>a</italic>
</sub>/<italic>&#x3c3;</italic> &#x3d; 0.8&#x2013;1.3, and the critical dimensionless normal load for TPCA (<italic>F</italic>
<sub>
<italic>TPCA</italic>
</sub>
<sup>
<italic>&#x2a;</italic>
</sup>) decreases with the increase of <italic>x</italic>
<sub>
<italic>a</italic>
</sub>/<italic>&#x3c3;</italic>. Although the range of <italic>x</italic>
<sub>
<italic>a</italic>
</sub>/<italic>&#x3c3;</italic> values for TPCA occurrence is the same, the <italic>F</italic>
<sub>
<italic>TPCA</italic>
</sub>
<sup>
<italic>&#x2a;</italic>
</sup> varies for differing surface roughness and particle sizes even when the <italic>x</italic>
<sub>
<italic>a</italic>
</sub>/<italic>&#x3c3;</italic> values are the same. Therefore, to achieve optimal load sharing between particles and surfaces in actual situations, it is still necessary to coordinate surface roughness to control the size of debris or micro/nanoparticles.</p>
<p>
<xref ref-type="fig" rid="F11">Figure 11</xref> investigates the influence of lubricant kinematic viscosity on TPCA when <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 300&#xa0;<italic>nm</italic> and <italic>&#x3c3;</italic> &#x3d; 300&#xa0;<italic>nm</italic> (<italic>x</italic>
<sub>
<italic>a</italic>
</sub>/<italic>&#x3c3;</italic> &#x3d; 1.0). Under these conditions, the contact characteristic curves for <italic>v</italic> &#x3d; 25 and 50&#xa0;<italic>cSt</italic> overlap with dry contact and are therefore not shown in there. <xref ref-type="fig" rid="F11">Figure 11A</xref> shows that when <italic>v</italic> &#x3c; 90&#xa0;<italic>cSt</italic>, <italic>F</italic>
<sub>
<italic>TPCA</italic>
</sub>
<sup>&#x2a;</sup> is almost the same (<italic>F</italic>
<sub>
<italic>TPCA</italic>
</sub>
<sup>&#x2a;</sup> &#x3d; 3.27 &#xd7; 10<sup>&#x2212;6</sup>). <italic>L</italic>
<sub>
<italic>s</italic>
</sub> can be observed as the interface is in the boundary lubrication regime at this critical load (<xref ref-type="fig" rid="F11">Figure 11B</xref>), indicating that viscosity has little effect on TPCA at this stage. The <italic>F</italic>
<sub>
<italic>TPCA</italic>
</sub>
<sup>&#x2a;</sup> &#x3d; 1.49 &#xd7; 10<sup>&#x2212;5</sup> when <italic>v</italic> &#x3d; 120&#xa0;<italic>cSt</italic>; the interface has entered mixed lubrication at this viscosity. These results indicate that when the interface enters the mixed lubrication regime, a larger dimensionless normal load is required to induce TPCA. Furthermore, it can be observed from <xref ref-type="fig" rid="F11">Figure 11A</xref> that viscosity does not affect the maximum value of <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup>. The maximum value of <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup> remains approximately 0.20 across all viscosities. The reason for this can be observed from <xref ref-type="fig" rid="F11">Figure 11B</xref>, where at <italic>v</italic> &#x3d; 120&#xa0;<italic>cSt</italic> with <italic>F</italic>
<sub>
<italic>TPCA</italic>
</sub>
<sup>&#x2a;</sup> &#x3d; 1.49 &#xd7; 10<sup>&#x2212;5</sup>, <italic>L</italic>
<sub>
<italic>s</italic>
</sub> &#x3d; 21.1%. The real dimensionless normal load borne by the solid (1.49 &#xd7; 10<sup>&#x2212;5</sup> &#xd7; 21.1% &#x3d; 3.14 &#xd7; 10<sup>&#x2212;6</sup>) is comparable with that of dry contact (<italic>F</italic>
<sub>
<italic>TPCA</italic>
</sub>
<sup>&#x2a;</sup> &#x3d; 3.27 &#xd7; 10<sup>&#x2212;6</sup>). Furthermore, as depicted in <xref ref-type="fig" rid="F11">Figure 11C</xref>, different viscosities and total loads result in different <italic>H</italic>
<sub>
<italic>c</italic>
</sub> values (for <italic>v</italic> &#x3d; 70&#xa0;<italic>cSt</italic>, <italic>H</italic>
<sub>
<italic>c</italic>
</sub> &#x3d; 1.15 &#xd7; 10<sup>-4</sup>-2.23 &#xd7; 10<sup>&#x2212;4</sup>; for <italic>v</italic> &#x3d; 120&#xa0;<italic>cSt</italic>, <italic>H</italic>
<sub>
<italic>c</italic>
</sub> &#x3d; 1.63 &#xd7; 10<sup>-4</sup>-2.34 &#xd7; 10<sup>&#x2212;4</sup>). However, it is evident that <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup> values remain on the same curve. This illustrates that the occurrence of the TPCA phenomenon is primarily determined by the real load borne by the solid. As long as the total load increases to make the real load borne by the solid equivalent to that in dry contact, the increase in lubricant viscosity will still lead to the occurrence of TPCA at the interface.</p>
<p>
<xref ref-type="fig" rid="F12">Figure 12</xref> shows the contact characteristics versus dimensionless normal load at various viscosities of lubricant (A) <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup> (B) <italic>L</italic>
<sub>
<italic>s</italic>
</sub> for <italic>&#x3c3;</italic> &#x3d; 100&#xa0;<italic>nm</italic>, <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 100&#xa0;<italic>nm</italic> (C) <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup> for <italic>&#x3c3;</italic> &#x3d; 500&#xa0;<italic>nm</italic>, <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 500&#xa0;<italic>nm</italic>. <xref ref-type="fig" rid="F12">Figure 12A</xref> demonstrates that as the viscosity increases, larger loads are required for the occurrence of TPCA, like in <xref ref-type="fig" rid="F11">Figure 11</xref>. However, <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup> equals 0 after the viscosity reaches 50&#xa0;<italic>cSt</italic>, so the TPCA phenomenon is no longer observed. This is primarily evident from <xref ref-type="fig" rid="F12">Figure 12B</xref>, where <italic>L</italic>
<sub>
<italic>s</italic>
</sub> drops to 0% after viscosity reaches 50&#xa0;<italic>cSt</italic>, indicating that the interface has entered the full-film lubrication regime with no solid contact at all. In <xref ref-type="fig" rid="F12">Figure 12C</xref> for <italic>&#x3c3;</italic> &#x3d; 500&#xa0;<italic>nm</italic> and <italic>x</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 500&#xa0;<italic>nm</italic>, it can be clearly observed that regardless of the viscosity variation, the values of <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup> almost overlap, and the <italic>F</italic>
<sub>
<italic>TPCA</italic>
</sub>
<sup>&#x2a;</sup> values are the same. The reason for this is evident from the <italic>L</italic>
<sub>
<italic>s</italic>
</sub> values under the same conditions in <xref ref-type="fig" rid="F5">Figure 5B</xref>, where it can be observed that when the dimensionless normal load is less than 6 &#xd7; 10<sup>&#x2212;5</sup>, the <italic>L</italic>
<sub>
<italic>s</italic>
</sub> values are all 100% for all viscosities. Therefore, viscosity does not affect the occurrence of TPCA under these conditions.</p>
<p>Influence of particle density on TPCA at <italic>x<sub>a</sub>/&#x03C3;</italic> &#x003D; 1.0. In the analyses of <xref ref-type="fig" rid="F13">Figures 13A</xref>, <xref ref-type="fig" rid="F13">13B</xref>, and <xref ref-type="fig" rid="F13">13C</xref>, different lubricant kinematic viscosities of 25, 120, and 150 <italic>cSt</italic> are, respectively, employed, primarily considering the more significant variations in <italic>A<sub>sa,t</sub>&#x002A;</italic> caused by lubricant viscosity under different surface roughness conditions. <xref ref-type="fig" rid="F13">Figure 13A</xref> shows that for <italic>&#x03C3;</italic> &#x003D; 100 nm, <italic>&#x3B7;<sub>a</sub>
</italic> has little effect on the <italic>F<sub>TPCA</sub>&#x002A;</italic> value, which remained approximately 4 &#x00D7; 10<sup>&#x2013;6</sup> for different viscosities. <xref ref-type="fig" rid="F13">Figure 13B</xref> shows that for <italic>&#x03C3;</italic> &#x003D; 300 nm, the <italic>F<sub>TPCA</sub>&#x002A;</italic> value increases from 1.5 &#x00D7; 10<sup>&#x2013;5</sup> to 3.0 &#x00D7; 10<sup>&#x2013;5</sup> when <italic>&#x3B7;<sub>a</sub>
</italic> increases to 5 &#x00D7; 10<sup>11</sup> m<sup>&#x2013;2</sup>. <xref ref-type="fig" rid="F13">Figure 13C</xref> clearly shows that for <italic>&#x03C3;</italic> &#x003D; 500 nm, the <italic>F<sub>TPCA</sub>&#x002A;</italic> value increases with increasing <italic>&#x3B7;<sub>a</sub>
</italic>. The results from Panel indicate that as <italic>&#x03C3;</italic> increases, the trend of <italic>F<sub>TPCA</sub>&#x002A;</italic> increases with increasing <italic>&#x3B7;<sub>a</sub>
</italic> becoming more pronounced. The analysis results from <xref ref-type="fig" rid="F9">Figures 9</xref>&#x2013;<xref ref-type="fig" rid="F13">13</xref> collectively indicate that <italic>F<sub>TPCA</sub>&#x002A;</italic> decreases with increasing <italic>x<sub>a</sub>
</italic> but increases with increasing <italic>v</italic> and <italic>&#x3B7;<sub>a</sub>
</italic>. Under the same <italic>x<sub>a</sub>/&#x03C3;</italic> ratio, both <italic>A<sub>sa,t</sub>&#x002A;</italic> and <italic>F<sub>TPCA</sub>&#x002A;</italic> values increase with increasing <italic>&#x03C3;</italic>.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>Particles existing at the lubricated contact interface are typical in the actual operating conditions of moving components. As operating time increases, lubricant degradation leads to changes in viscosity. We studied the interfacial contact characteristics (load percentage of solid, film thickness, and real contact area) of 3-body lubricated surfaces under various lubricant viscosities, surface roughness, particle sizes, and concentrations. The conclusions drawn from this study are as follows:<list list-type="simple">
<list-item>
<p>1. In the three-body mixed lubrication interface, the dimensionless total real contact area increases with increased particle size and density at the same lubricant viscosity. However, the trend is opposite in the dry contact and boundary lubrication interfaces. This is because larger particles are more likely to separate the surfaces, with the load only borne by a few larger particles. Therefore, the total real contact area will change to decrease with the increase in particle size and density.</p>
</list-item>
<list-item>
<p>2. In a 3-body contact interface, the reduction in lubricant viscosity more readily transitions the interface into boundary lubrication than 2-body contacts.</p>
</list-item>
<list-item>
<p>3. The larger the particle size and concentration, the more likely the interface will enter the boundary lubrication p-s 3-body contact mode. This will result in more wear on the contact interface.</p>
</list-item>
<list-item>
<p>4. If the load percentage of solid to lubricant is used to define the lubrication regime and the initial interface is boundary lubrication in the p-s 3-body contact mode, then with increasing load, the evolution of the lubrication interface is thus: boundary lubrication in the p-s 3-body contact mode &#x2192; boundary lubrication in the hybrid 3-body contact mode &#x2192; mixed lubrication in the hybrid 3-body contact mode &#x2192; mixed lubrication in the s-s 3-body contact mode &#x2192; full-film lubrication in the s-s 3-body contact mode.</p>
</list-item>
<list-item>
<p>5. The TPCA phenomenon typically occurs at <italic>x</italic>
<sub>
<italic>a</italic>
</sub>/<italic>&#x3c3;</italic> &#x3d; 0.8&#x2013;1.3 and contributes to maintaining the contact mode of the interface primarily in the hybrid mode. In both dry and lubricated contact conditions, if the interface can be controlled within this range, the interface will be in a hybrid or mixed lubrication hybrid mode. The load is shared among particle-to-surface, surface-to-surface, and fluid. It prevents the transition of the contact mode to the p-s mode, which would result in a relatively small contact area and consequent excessively high real contact pressures in the contact area. This will help reduce wear on the surface asperities of components, extending their service life. Therefore, to achieve optimal load sharing between particles and surfaces in actual situations, it is still necessary to coordinate surface roughness to control the size of debris or micro/nanoparticles.</p>
</list-item>
<list-item>
<p>6. TPCA is primarily determined by the real normal load borne by the solid. When the viscosity of the lubricant increases, as long as the total load increases to the point where the real normal load borne by the solid reaches the critical load for TPCA to occur, TPCA will still occur at the interface.</p>
</list-item>
<list-item>
<p>7. <italic>F</italic>
<sub>
<italic>TPCA</italic>
</sub>
<sup>&#x2a;</sup> decreases with increasing particle size but increases with increasing lubricant viscosity and particle density. Under the same <italic>x</italic>
<sub>
<italic>a</italic>
</sub>/<italic>&#x3c3;</italic> ratio, both contact area ratio between surface with particles and <italic>F</italic>
<sub>
<italic>TPCA</italic>
</sub>
<sup>&#x2a;</sup> values increase with increasing RMS surface roughness.</p>
</list-item>
</list>
</p>
<p>Theoretical analysis, in this paper, suggests that if relevant parameters (such as lubricant viscosity, particle size, and concentration) can be captured by online monitoring and analyzed, there could be real-time understanding of the component&#x2019;s contact interface condition. This can help prevent unexpected damage and downtime, which can lead to decreased productivity and increased costs. It also allows for adjusting appropriate oil change intervals based on the system&#x2019;s condition, reducing wastage of lubricating oil.</p>
<p>Influence of particle density on TPCA at <italic>x</italic>
<sub>
<italic>a</italic>
</sub>/<italic>&#x3c3;</italic> &#x3d; 1.0. In the analyses of Panel A, <bold>13B</bold>, and <bold>13C</bold>, different lubricant kinematic viscosities of 25, 120, and 150&#xa0;<italic>cSt</italic> are, respectively, employed, primarily considering the more significant variations in <italic>A</italic>
<sub>
<italic>sa,t</italic>
</sub>
<sup>&#x2a;</sup> caused by lubricant viscosity under different surface roughness conditions.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The raw data supporting the conclusion of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>Y-YC: data curation, formal analysis, investigation, methodology, project administration, software, validation, visualization, writing&#x2013;original draft, and writing&#x2013;review and editing. JH: conceptualization, formal Analysis, funding acquisition, investigation, project administration, resources, supervision, writing&#x2013;original draft, and writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This research was supported by the National Science and Technology Council, Taiwan (R.O.C.), under grants MOST 110-2221-E-150-015-MY3 and NSTC 112-2622-E-150-010-, as well as National Formosa University, Taiwan (R.O.C.).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors, and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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<sec id="s10">
<title>Nomenclature</title>
<table-wrap id="udT1" position="float">
<table>
<tbody valign="top">
<tr>
<td align="left">
<bold>A</bold>
<sub>
<bold>n</bold>
</sub>
</td>
<td align="left">apparent contact area, m<sup>2</sup>
</td>
</tr>
<tr>
<td align="left">
<bold>A</bold>
<sub>
<bold>sa</bold>
</sub>
</td>
<td align="left">real contact area between the surface and particle, m<sup>2</sup>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>A</italic>
</bold>
<sub>
<bold>
<italic>sa</italic>,<italic>t</italic>
</bold>
</sub>
<sup>
<bold>
<italic>&#x2a;</italic>
</bold>
</sup>
</td>
<td align="left">contact area ratio between surface and particle</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>A</italic>
</bold>
<sub>
<bold>
<italic>ss</italic>
</bold>
</sub>
</td>
<td align="left">real contact area between two surfaces, <italic>m</italic>
<sup>
<italic>2</italic>
</sup>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>A</italic>
</bold>
<sub>
<bold>
<italic>ss</italic>,<italic>t</italic>
</bold>
</sub>
<sup>
<bold>
<italic>&#x2a;</italic>
</bold>
</sup>
</td>
<td align="left">contact area ratio between two surfaces</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>A</italic>
</bold>
<sub>
<bold>
<italic>t</italic>
</bold>
</sub>
</td>
<td align="left">total real contact area, real contact area of the solid, <italic>m</italic>
<sup>
<italic>2</italic>
</sup>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>A</italic>
</bold>
<sub>
<bold>
<italic>t</italic>
</bold>
</sub>
<sup>
<bold>
<italic>&#x2a;</italic>
</bold>
</sup>
</td>
<td align="left">dimensionless real contact area, <italic>A</italic>
<sub>
<italic>t</italic>
</sub>/<italic>A</italic>
<sub>
<italic>n</italic>
</sub>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>d</italic>
</bold>
</td>
<td align="left">mean separation</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>E</italic>
</bold>
<sub>
<bold>
<italic>sa</italic>
</bold>
</sub>
</td>
<td align="left">equivalent elastic modulus between the particle and surface, <italic>GPa</italic>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>E</italic>
</bold>
<sub>
<bold>
<italic>ss</italic>
</bold>
</sub>
</td>
<td align="left">equivalent elastic modulus between surface and surface, <italic>GPa</italic>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>F</italic>
</bold>
<sub>
<bold>
<italic>f</italic>
</bold>
</sub>
</td>
<td align="left">contact load of the fluid lubricant, <italic>N</italic>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>F</italic>
</bold>
<sub>
<bold>
<italic>s</italic>
</bold>
</sub>
</td>
<td align="left">contact load of solid, <italic>N</italic>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>F</italic>
</bold>
<sub>
<bold>
<italic>sa</italic>
</bold>
</sub>
</td>
<td align="left">contact load between the surface and particle, <italic>N</italic>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>F</italic>
</bold>
<sub>
<bold>
<italic>ss</italic>
</bold>
</sub>
</td>
<td align="left">contact load between two surfaces, <italic>N</italic>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>F</italic>
</bold>
<sub>
<bold>
<italic>t</italic>
</bold>
</sub>
</td>
<td align="left">normal load, <italic>N</italic>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>F</italic>
</bold>
<sub>
<bold>
<italic>t</italic>
</bold>
</sub>
<sup>
<bold>
<italic>&#x2a;</italic>
</bold>
</sup>
</td>
<td align="left">dimensionless mean normal load, <italic>F</italic>
<sub>
<italic>t</italic>
</sub>/<italic>A</italic>
<sub>
<italic>n</italic>
</sub>
<italic>E</italic>
<sub>
<italic>ss</italic>
</sub>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>F</italic>
</bold>
<sub>
<bold>
<italic>TPCA</italic>
</bold>
</sub>
<sup>
<bold>&#x2a;</bold>
</sup>
</td>
<td align="left">critical load of the TPCA phenomenon</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>G</italic>
</bold>
</td>
<td align="left">dimensionless material parameter</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>h</italic>
</bold>
<sub>
<bold>
<italic>c</italic>
</bold>
</sub>
</td>
<td align="left">central film thickness, <italic>m</italic>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>h</italic>
</bold>
<sub>
<bold>
<italic>e</italic>
</bold>
</sub>
</td>
<td align="left">maximum separation of two surfaces with particles that lead to plastic contact, <italic>m</italic>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>H</italic>
</bold>
<sub>
<bold>
<italic>c</italic>
</bold>
</sub>
</td>
<td align="left">dimensionless central film thickness</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>H</italic>
</bold>
<sub>
<bold>
<italic>s1</italic>
</bold>
</sub>
</td>
<td align="left">hardness of surface 1, <italic>GPa</italic>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>H</italic>
</bold>
<sub>
<bold>
<italic>s2</italic>
</bold>
</sub>
</td>
<td align="left">hardness of surface 2, <italic>GPa</italic>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>L</italic>
</bold>
<sub>
<bold>
<italic>f</italic>
</bold>
</sub>
</td>
<td align="left">load percentage of the fluid</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>L</italic>
</bold>
<sub>
<bold>
<italic>s</italic>
</bold>
</sub>
</td>
<td align="left">load percentage of the solid</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>R</italic>
</bold>
<sub>
<bold>
<italic>x</italic>
</bold>
</sub>
</td>
<td align="left">curvature radii of surface in <italic>x</italic> direction, <italic>m</italic>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>u</italic>
</bold>
</td>
<td align="left">rolling speed, <italic>m/s</italic>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>U</italic>
</bold>
</td>
<td align="left">dimensionless speed parameter</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>V</italic>
</bold>
</td>
<td align="left">dimensionless surface hardness parameter</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>W</italic>
</bold>
</td>
<td align="left">dimensionless load parameter</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>x</italic>
</bold>
<sub>
<bold>
<italic>a</italic>
</bold>
</sub>
</td>
<td align="left">mean diameter of the third particle, <italic>nm</italic>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>X</italic>
</bold>
<sub>
<bold>max</bold>
</sub>
</td>
<td align="left">maximum particle diameter, <italic>nm</italic>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>&#x03B1;</italic>
</bold>
</td>
<td align="left">pressure&#x2013;viscosity coefficient, <italic>GPa</italic>
<sup>
<italic>&#x2212;1</italic>
</sup>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>&#x3b7;</italic>
</bold>
<sub>
<bold>
<italic>a</italic>
</bold>
</sub>
</td>
<td align="left">particles density, <italic>m</italic>
<sup>
<italic>&#x2212;2</italic>
</sup>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>&#x3d5;</italic>
</bold>
<sub>
<bold>
<italic>a</italic>
</bold>
</sub>
<bold>(<italic>x</italic>)</bold>
</td>
<td align="left">probability density function of particle diameters</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>&#x3d5;</italic>(z)</bold>
</td>
<td align="left">probability density function of summit heights</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>&#x3bc;</italic>
</bold>
<sub>
<bold>
<italic>0</italic>
</bold>
</sub>
</td>
<td align="left">viscosity under ambient condition, <italic>Pa</italic>&#xb7;<italic>s</italic>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>&#x39a;</italic>
</bold>
</td>
<td align="left">ellipticity parameter</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>&#x3c3;</italic>
</bold>
</td>
<td align="left">equivalent root mean square surface roughness, <italic>m</italic>
</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>&#x3c3;</italic>
</bold>
<sup>
<bold>
<italic>&#x2a;</italic>
</bold>
</sup>
</td>
<td align="left">dimensionless surface roughness parameter (<italic>&#x3c3;/R</italic>
<sub>
<italic>x</italic>
</sub>)</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>&#x3c3;</italic>
</bold>
<sub>
<bold>
<italic>a</italic>
</bold>
</sub>
</td>
<td align="left">standard deviation of the particle diameter</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>&#x3c3;</italic>
</bold>
<sub>
<bold>
<italic>s</italic>
</bold>
</sub>
</td>
<td align="left">standard deviation of the asperity height</td>
</tr>
<tr>
<td align="left">
<bold>
<italic>v</italic>
</bold>
<sub>
<bold>
<italic>h</italic>
</bold>
</sub>
</td>
<td align="left">Vickers hardness of softer surface, <italic>GPa</italic>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</back>
</article>