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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1346880</article-id>
<article-id pub-id-type="doi">10.3389/feart.2023.1346880</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Friction stabilities of gypsum and kaolinite/calcite mixture fault gauges under high pressure</article-title>
<alt-title alt-title-type="left-running-head">Ren</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/feart.2023.1346880">10.3389/feart.2023.1346880</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ren</surname>
<given-names>Dongsheng</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1618066/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
</contrib-group>
<aff>
<institution>State Key Laboratory of Earthquake Dynamics</institution>, <institution>Institute of Geology</institution>, <institution>China Earthquake Administration</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1234578/overview">Lidong Dai</ext-link>, Chinese Academy of Sciences, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1423749/overview">Zhankun Liu</ext-link>, Central South University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2599185/overview">Kai Zheng</ext-link>, Gannan Normal University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2601445/overview">Kai Luo</ext-link>, Yunnan University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Dongsheng Ren, <email>dongshengren@foxmail.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>09</day>
<month>01</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1346880</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>12</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>12</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Ren.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Ren</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>Various lab-scale friction tests and seismic observations have highlighted the role of fault gauges in earthquake initiation in geological faults. These fault gauges consist of particles accumulated over thousands of years due to surface wear caused by friction. Understanding their properties is crucial as they significantly influence both the frictional strength and sliding stability of faults. This study investigates the friction stability parameter (a-b) under loading rates of 0.2&#x2013;25&#xa0;&#x3bc;m/s using velocity step tests on gypsum fault gauges under a low normal stress condition (0.9&#xa0;MPa) and steady-state velocity step tests on fault gauges composed of varying ratios of kaolinite/calcite mixture under an effective normal stress of 3&#xa0;MPa. The conclusions drawn from this study are as follows: 1) The (a-b) values obtained from near steady-state velocity step tests on gypsum fault gauges and those reported in previous studies under similar conditions were both negative. However, our results show that the former values were one order of magnitude lower than the latter, indicating a higher susceptibility to velocity weakening. 2) Steady-statevelocity steptests on the kaolinite/calcite mixture fault gauges demonstrated positive (a-b) values for all mixtures with varying kaolinite contents. Moreover, the (a-b) values were proportional to the kaolinite content. We established a functional relationship between the (a-b) values of the mixture fault gauge and the mass fraction of kaolinite, providing valuable insights for future experiments and numerical simulations related to fault stability.</p>
</abstract>
<kwd-group>
<kwd>friction stabilities</kwd>
<kwd>gypsum</kwd>
<kwd>kaolinite/calcite mixture</kwd>
<kwd>high pressure</kwd>
<kwd>fault gauges</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Solid Earth Geophysics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>1 Introduction</title>
<p>Earthquakes are natural phenomena resulting from abrupt accelerated sliding on tectonic faults. This sliding releases energy through seismic waves and heat (<xref ref-type="bibr" rid="B39">Niemeijer et al., 2012</xref>). Seismic waves propagate through the earth&#x2019;s crust, causing surface vibrations, and earthquakes with significant magnitudes can result in substantial loss of life and property. Therefore, comprehending earthquake formation processes and mechanisms has become a relentless pursuit for numerous scientific researchers (<xref ref-type="bibr" rid="B43">Scholz, 1989</xref>; <xref ref-type="bibr" rid="B18">He et al., 1998</xref>; <xref ref-type="bibr" rid="B35">Marone, 1998</xref>; <xref ref-type="bibr" rid="B34">Mair et al., 2002</xref>; <xref ref-type="bibr" rid="B51">West et al., 2005</xref>; <xref ref-type="bibr" rid="B5">BenDavid et al., 2010</xref>; <xref ref-type="bibr" rid="B26">Kaproth and Marone, 2013</xref>). <xref ref-type="bibr" rid="B6">Brace and Byerlee (1966)</xref> introduced one crucial understanding of earthquake mechanisms, who suggested that the stick-slip phenomenon observed during the relative sliding of two rocks in laboratory experiments might be a mechanism for shallow earthquakes.</p>
<p>Since then, extensive laboratory friction experiments have been conducted to investigate the sliding properties of rock-rock interfaces (<xref ref-type="bibr" rid="B25">Johnson and Scholz, 1976</xref>; <xref ref-type="bibr" rid="B45">Scholz and Engelder, 1976</xref>; <xref ref-type="bibr" rid="B12">Engelder, 1978</xref>; <xref ref-type="bibr" rid="B11">Dieterich, 1979</xref>; <xref ref-type="bibr" rid="B32">Lockner and Okubo, 1983</xref>; <xref ref-type="bibr" rid="B50">Weeks and Tullis, 1985</xref>; <xref ref-type="bibr" rid="B49">Tullis, 1988</xref>; <xref ref-type="bibr" rid="B28">Kato et al., 1992</xref>; <xref ref-type="bibr" rid="B27">Karner and Marone, 2000</xref>). Nevertheless, lab-scale friction tests and seismic observations revealed that fault gauges in geological faults may play a critical role in earthquake initiation. These fault gauges consist of particles accumulated through surface wear over thousands of years due to friction.</p>
<p>The properties of fault gauges have a decisive influence on both the frictional strength and sliding stability of faults (<xref ref-type="bibr" rid="B6">Brace and Byerlee, 1966</xref>; <xref ref-type="bibr" rid="B24">Johnson et al., 1973</xref>; <xref ref-type="bibr" rid="B42">Sammis and Biegel, 1989</xref>; <xref ref-type="bibr" rid="B14">Frye and Marone, 2002</xref>; <xref ref-type="bibr" rid="B34">Mair et al., 2002</xref>; <xref ref-type="bibr" rid="B3">Anthony and Marone, 2005</xref>; <xref ref-type="bibr" rid="B36">Marone et al., 2008</xref>; <xref ref-type="bibr" rid="B21">Ikari et al., 2015</xref>; <xref ref-type="bibr" rid="B46">Scuderi et al., 2015</xref>; <xref ref-type="bibr" rid="B22">Jiang et al., 2016</xref>; <xref ref-type="bibr" rid="B31">Lieou et al., 2017</xref>; <xref ref-type="bibr" rid="B20">Hedayat et al., 2018</xref>). However, acquiring natural deep fault gauges without compromising their micromorphs and loading history is nearly impossible. To study the sliding properties of fault gauges, some scholars have used fault gauge samples collected from outcrops of fault surfaces (<xref ref-type="bibr" rid="B19">He et al., 2007</xref>). Various granular materials have also been used as simulants for fault gauges, assembled into the sliding surface of simulated faults in laboratories. These include pulverized particles obtained by manually grinding various rocks (<xref ref-type="bibr" rid="B8">Byerlee, 1978</xref>; <xref ref-type="bibr" rid="B12">Engelder, 1978</xref>; <xref ref-type="bibr" rid="B38">Morrow and Byerlee, 1989</xref>; <xref ref-type="bibr" rid="B37">Moore et al., 1997</xref>; <xref ref-type="bibr" rid="B19">He et al., 2007</xref>; <xref ref-type="bibr" rid="B48">Togo et al., 2011</xref>; <xref ref-type="bibr" rid="B33">Lu and He, 2014</xref>), industrially produced granular materials like finely ground glass beads (<xref ref-type="bibr" rid="B15">G&#xe9;minard et al., 1999</xref>; <xref ref-type="bibr" rid="B2">Albert et al., 2001</xref>; <xref ref-type="bibr" rid="B1">Adjemian and Evesque, 2004</xref>; <xref ref-type="bibr" rid="B17">H&#xe4;rtl and Ooi, 2008</xref>; <xref ref-type="bibr" rid="B23">Johnson et al., 2013</xref>; <xref ref-type="bibr" rid="B29">Lastakowski et al., 2015</xref>; <xref ref-type="bibr" rid="B40">Rivi&#xe8;re et al., 2018</xref>), MgO nanoparticles (<xref ref-type="bibr" rid="B16">Han et al., 2011</xref>; <xref ref-type="bibr" rid="B52">Yao et al., 2016</xref>), and even kitchen flour (<xref ref-type="bibr" rid="B47">Shinbrot et al., 2012</xref>; <xref ref-type="bibr" rid="B30">Leeman et al., 2015</xref>).</p>
<p>Within the framework of the rate- and state-dependent friction criterion, velocity weakening is a necessary condition for earthquakes to occur, while velocity strengthening typically cannot cause earthquakes (<xref ref-type="bibr" rid="B44">Scholz, 1998</xref>). Recent studies have shown that on some naturally seismogenic faults, creep on the fault during the seismic gap is unevenly distributed across the fault (<xref ref-type="bibr" rid="B13">Freymueller et al., 2000</xref>; <xref ref-type="bibr" rid="B9">Chlieh et al., 2008</xref>). This means that while some areas inside the fault are self-locking and undergoing stress recovery to prepare for the next earthquake, others are slowly creeping. These observations suggest the simultaneous existence of speed enhancement and velocity weakening on the same fault. In laboratory settings, some scholars have explored the influence of material inhomogeneity on fault belts&#x2019; sliding properties (<xref ref-type="bibr" rid="B7">Buijze et al., 2021</xref>; <xref ref-type="bibr" rid="B4">Bedford et al., 2022</xref>). Consequently, investigating the friction stability of fault gauges with different attributes greatly aids related research on laboratory earthquakes. Prior studies have indicated that gypsum behaves as a speed-weakening material at room temperature (<xref ref-type="bibr" rid="B7">Buijze et al., 2021</xref>), meaning that (a-b) &#x3c; 0. As such, (a-b) of gypsum is fitted through stick-slip experiments and cannot be obtained by steady-state tests of speed steps. Conversely, calcite and kaolinite are velocity-enhanced materials at room temperature (<xref ref-type="bibr" rid="B7">Buijze et al., 2021</xref>), signifying that (a-b) &#x3e; 0. However, the friction properties of their mixtures have not been systematically reported to date. Given these reasons, it holds significant scientific importance to study the changes in friction stability parameters (a-b) throughvelocity steptests of gypsum fault gauges under low normal stress conditions and steady-state tests of speed steps of kaolinite/calcite mixture fault gauges with different proportions.</p>
</sec>
<sec id="s2">
<title>2 Experimental</title>
<p>The experiment was conducted at the Structural Physics Laboratory of the Institute of Geology, China Earthquake Administration. Gypsum, calcite, and kaolinite were purchased from Aladdin Company. We controlled the particle size of the gypsum fault gauge to 100&#x2013;150&#xa0;&#x3bc;m and that of kaolinite and calcite to 75&#x2013;100&#xa0;&#x3bc;m through grinding and sieving. To enhance the rigidity of the entire system and promote stable fault sliding, we used steel blocks for the surrounding rock of the fault. The steel blocks on both sides measured 100 &#xd7; 50 &#xd7; 50&#xa0;mm&#xb3;, while the middle steel block measured 150 &#xd7; 50 &#xd7; 50&#xa0;mm&#xb3;. The thickness of the fault gauge was 1.5&#xa0;mm. <xref ref-type="fig" rid="F1">Figure 1A</xref> shows the specific sample loading mode. Initially, we placed the assembled samples on the horizontal biaxial press, which had a maximum single-axis load capacity of 150&#xa0;t and could be driven by either displacement or load control. We first loaded pressure in the F<sub>x</sub> direction to the predetermined pressure, which was 0.9&#xa0;MPa for the gypsum fault gauge experiment and 3&#xa0;MPa for the kaolinite/calcite mixture experiment. Once the F<sub>x</sub> direction reached the predetermined pressure, we controlled the F<sub>y</sub> direction using displacement and performed shear experiments at speeds of 0.2, 1, 5, and 25&#xa0;&#x3bc;m/s, allowing approximately 0.5&#xa0;mm of slip under each speed condition until the sliding reached a steady state.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> Sample assembly diagram; <bold>(B)</bold> sample assembly and loading schema diagram, (1) Sample assembly; (2) Loading piston, (3) Fixed piston, (4) LVDT, (5) Loading frame, (6) Steel spacers, (7) Slide-bearing steel plates.</p>
</caption>
<graphic xlink:href="feart-11-1346880-g001.tif"/>
</fig>
<p>After completing the experiment, we determined the values of the friction stability parameters (a-b) based on the rate-state friction constitutive relation. Rate- and state-dependent friction is described using &#x3c4; and refers to the conditions under which materials either strengthen or weaken with an imposed velocity step (<xref ref-type="bibr" rid="B11">Dieterich, 1979</xref>; <xref ref-type="bibr" rid="B41">Ruina, 1983</xref>). The Dieterich-Ruina formulation allows us to calculate &#x3c4; as follows: &#x3c4; <inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:mi>&#x3c4;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>&#x3c3;</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>n</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>b</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>n</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3b8;</mml:mi>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> where &#x3c3; represents the effective normal stress, and <inline-formula id="inf2">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the friction coefficient when the slip velocity (V) equals the reference velocity (<inline-formula id="inf3">
<mml:math id="m3">
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>). The direct effect term (<inline-formula id="inf4">
<mml:math id="m4">
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>n</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula>) accounts for the initial increase in frictional strength, while the evolution term (<inline-formula id="inf5">
<mml:math id="m5">
<mml:mrow>
<mml:mi>b</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>n</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3b8;</mml:mi>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula>) accounts for the reduction in frictional strength with slip distance and time, where <inline-formula id="inf6">
<mml:math id="m6">
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> denotes the critical slip distance, and <inline-formula id="inf7">
<mml:math id="m7">
<mml:mrow>
<mml:mi>&#x3b8;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> denotes the state variable. The parameters a and b are empirical, dimensionless quantities that govern these terms. The term <inline-formula id="inf8">
<mml:math id="m8">
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> represents the velocity dependence of the material under specific environmental conditions, such as stress, temperature, slip velocity, and fluid effects (<xref ref-type="bibr" rid="B35">Marone, 1998</xref>). When the sliding reached a steady state, <inline-formula id="inf9">
<mml:math id="m9">
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2206;</mml:mo>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:mo>&#x2206;</mml:mo>
<mml:mi mathvariant="italic">Ln</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>V</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<p>
<xref ref-type="fig" rid="F2">Figure 2A</xref> illustrates the stable sliding behavior of different kaolinite/calcite mixtures under various loading rates (0.2&#x2013;25&#xa0;&#x3bc;m/s). As the proportion of kaolinite mass increases, the overall mixed fault gauge&#x2019;s frictional coefficient gradually decreases. The frictional coefficient exhibits sudden changes during the experimental loading rate switching process, where an increase in loading rate results in a sudden increase in the frictional coefficient (<xref ref-type="fig" rid="F2">Figure 2B</xref>), and a decrease in loading rate leads to a sudden decrease in the friction coefficient (<xref ref-type="fig" rid="F2">Figure 2C</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A)</bold> Curves of the fault gauge frictional coefficient changing with displacements of different proportions of kaolinite/calcite mixture under the condition of room temperature and 3&#xa0;MPa effective normal stress, <bold>(B)</bold> and <bold>(C)</bold> enlarged images of the black arrow in <bold>(A)</bold>, <bold>(D)</bold> variation curve of gypsum fault gauge frictional coefficient with displacement under the condition of room temperature and 0.9&#xa0;MPa effective normal stress.</p>
</caption>
<graphic xlink:href="feart-11-1346880-g002.tif"/>
</fig>
<p>Previous studies suggested that gypsum exhibits stick-slip behavior under different normal stress conditions at room temperature (<xref ref-type="bibr" rid="B7">Buijze et al., 2021</xref>). However, using steel blocks as the surrounding rock and a low effective normal stress of 0.9&#xa0;MPa in our experimental design is not conducive to stick-slip in the gypsum fault gauge. Therefore, we observe a more stable sliding behavior in the gypsum fault gauge. The accuracy of the gypsum fault gauge&#x2019;s (a-b) obtained through the steady-statevelocity steptest is superior to the value obtained by fitting the stick-slip data (<xref ref-type="bibr" rid="B11">Dieterich, 1979</xref>; <xref ref-type="bibr" rid="B41">Ruina, 1983</xref>). Additionally, the friction coefficient exhibits sudden changes during the experimental loading rate switching process, where an increase in loading rate leads to a sudden decrease in the friction coefficient, while a decrease in loading rate causes a sudden increase.</p>
<p>Based on the data, we derived the variation curves of different fault gauge frictional coefficients with loading rate, as shown in <xref ref-type="fig" rid="F3">Figure 3A</xref>. Using the formula <inline-formula id="inf10">
<mml:math id="m10">
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2206;</mml:mo>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
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</mml:msub>
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</inline-formula>, we determined that the slope of the curve in <xref ref-type="fig" rid="F3">Figure 3</xref> (middle) represents the (a-b) value of the fault gauge. The slope of the gypsum fault gauge is less than 0, indicating velocity weakening under this loading condition, with (a-b) approximately &#x2212;0.01. Compared with the (a-b) value of &#x2212;0.0031 (<xref ref-type="bibr" rid="B10">deMeer and Spiers, 1997</xref>) obtained through fitting the gypsum fault gauge under similar particle size conditions, our results show stronger velocity weakening. In contrast, the slopes of the kaolinite/calcite mixture fault gauges are all positive, indicating speed enhancement characteristics. Furthermore, as the kaolinite content increases, the slope of the curve becomes larger, suggesting that the (a-b) value of the material increases with the proportion of kaolinite. Additionally, we calculated the mixed fault gauge&#x2019;s (a-b) for different kaolinite content, as shown in <xref ref-type="fig" rid="F3">Figure 3B</xref>. This allowed us to establish the relationship between the mixed fault gauge&#x2019;s (a-b) and kaolinite content. Through this relationship, we can estimate the mixed fault gauge&#x2019;s (a-b) for different kaolinite mass fractions, providing a basis for future experiments and numerical simulations.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>
<bold>(A)</bold> Variation of frictional coefficient with loading rate for different fault gauge, <bold>(B)</bold> variation of kaolinite/calcite mixture fault gauge <bold>(A, B)</bold> with the mass fraction of kaolinite.</p>
</caption>
<graphic xlink:href="feart-11-1346880-g003.tif"/>
</fig>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>By designing a well-designed steady-state velocity step test, we successfully determined the values of (a-b) for both the gypsum fault gauge and the fault gauge consisting of different components of the kaolinite/calcite mixture. For the gypsum fault gauges, the (a-b) values obtained through near steady-statevelocity steptests and those reported in previous studies under similar conditions were negative. However, the (a-b) values obtained in our tests were one order of magnitude lower than those reported in previous studies, indicating that the gypsum fault gauge in our experimental setup exhibits a stronger tendency toward velocity weakening. Our steady-state velocity step tests on the kaolinite/calcite mixture fault gauges revealed that all mixtures, regardless of their kaolinite contents, exhibited positive (a-b) values. Furthermore, we observed a proportional relationship between (a-b) and the kaolinite content. As a result, we established a functional relationship between the (a-b) values of the mixture fault gauge and the mass fraction of kaolinite.</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Author contributions</title>
<p>DR: Conceptualization, Funding acquisition, Writing&#x2013;original draft, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s6">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This study is supported by the National Nonprofit Fundamental Research Grant of China, Institute of Geology, China Earthquake Administration (Grant No. IGCEA-22-19), the National Key R&#x26;D Program Project, Rock Physical Properties, Friction Parameters, and Mechanical Mechanisms of Fault Zones in the Sichuan Yunnan Region (Project No. 2021YFC3000603) and the National Natural Science Foundation of China (Project No. 42104176).</p>
</sec>
<sec sec-type="COI-statement" id="s7">
<title>Conflict of interest</title>
<p>The author declares that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s8">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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