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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">1224645</article-id>
<article-id pub-id-type="doi">10.3389/feart.2023.1224645</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>Experimental study on mechanical and acoustic emission characteristics of sedimentary sandstone under different loading rates</article-title>
<alt-title alt-title-type="left-running-head">Li et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/feart.2023.1224645">10.3389/feart.2023.1224645</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Nianchun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Feng</surname>
<given-names>Quanlin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yue</surname>
<given-names>Weijia</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2315728/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sun</surname>
<given-names>Shuhai</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Yantao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Gaoyuan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Shi</surname>
<given-names>Wei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>No. 801 Hydrogeology and Engineering Geological Brigade of Shandong Provincial Bureau of Geology and Mineral Resources</institution>, <addr-line>Jinan</addr-line>, <addr-line>Shandong</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Shandong Engineering Research Center for Environmental Protection and Remediation on Groundwater</institution>, <addr-line>Jinan</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/1766380/overview">Beata Orlecka-Sikora</ext-link>, Polish Academy of Sciences, Poland</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/1351492/overview">Dan Ma</ext-link>, China University of Mining and Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1983228/overview">Wenbo Ma</ext-link>, Xiangtan University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Weijia Yue, <email>weijiayue0531@126.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>12</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1224645</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>05</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>11</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Li, Feng, Yue, Sun, Li, Li and Shi.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Li, Feng, Yue, Sun, Li, Li and Shi</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>In the field of rock engineering, complexity of stress environment is an important factor affecting its stability. Thus, in view of fracture mechanism of rock under different loading rates within the scope of quasi-static strain rate, four groups of uniaxial compression tests with different strain rates were carried out on sandstone specimens, and strength, deformation, failure modes and acoustic emission characteristics of specimens were compared and analyzed. Furthermore, the fracture mechanism was discussed from the perspective of fracture characteristics based on fractal dimension, crack propagation law inverted through acoustic emission b-value, and micro fracture morphology. The results showed that as the strain rate increased from 10 to 5&#xa0;s<sup>&#x2212;1</sup> to 10<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup>, the fractal dimension of rock fragments increased, and the fractal dimension of rock fragments increased by 9.66%, 7.32%, and 3.77% successively for every 10 times increase in strain rate, which means that the equivalent size of fragments was getting smaller, and the fragmentation feature was becoming increasingly prominent. The crack propagation process based on acoustic emission b-value showed that with the increase of loading rate, the specimen entered the rapid crack propagation stage earlier, in order of 68%, 66%, 29%, and 22% of peak stress. Moreover, the microscopic fracture morphology showed that with the increase of loading rate, transgranular phenomenon was clear, and the fracture morphology changed from smooth to rough. That meant that the fracture of sandstone rock at high loading rates was mainly caused by the propagation of large cracks, which was different from the slow process of initiation, convergence and re-propagation of small cracks at low strain rates.</p>
</abstract>
<kwd-group>
<kwd>loading rate</kwd>
<kwd>mechanical characteristic</kwd>
<kwd>fragmentation feature</kwd>
<kwd>acoustic emission</kwd>
<kwd>micro morphology</kwd>
</kwd-group>
<contract-sponsor id="cn001">Science and Technology Support Plan for Youth Innovation of Colleges and Universities of Shandong Province of China<named-content content-type="fundref-id">10.13039/501100018627</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">China Postdoctoral Science Foundation<named-content content-type="fundref-id">10.13039/501100002858</named-content>
</contract-sponsor>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Geohazards and Georisks</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>In mining, tunnel, subway and hydropower engineering, the mechanical response (<xref ref-type="bibr" rid="B10">Huang et al., 2018</xref>; <xref ref-type="bibr" rid="B44">Zhao et al., 2018</xref>; <xref ref-type="bibr" rid="B46">Zhou et al., 2019</xref>; <xref ref-type="bibr" rid="B8">Hasan et al., 2022</xref>), seepage property (<xref ref-type="bibr" rid="B20">Ma et al., 2022a</xref>; <xref ref-type="bibr" rid="B15">Khurshid et al., 2022</xref>; <xref ref-type="bibr" rid="B21">Ma et al., 2023</xref>), thermal effect (<xref ref-type="bibr" rid="B45">Zhao et al., 2020</xref>; <xref ref-type="bibr" rid="B4">Dong et al., 2023</xref>) of rock are related to the effective bearing capacity and long-term stability of engineering structures. Especially, due to a series of man-made and natural conditions during the construction and use of underground rock mass engineering, such as excavation disturbance, blasting construction and occurrence conditions of rock strata, the stability of surrounding rock is often affected by unsteady and complex stress environment, which leads to the complexity and uncertainty of deformation and failure characteristics (<xref ref-type="bibr" rid="B41">Yin and Xie, 2019</xref>; <xref ref-type="bibr" rid="B12">Ji and Guo, 2020</xref>; <xref ref-type="bibr" rid="B19">Lv et al., 2022</xref>; <xref ref-type="bibr" rid="B38">Yang et al., 2023</xref>). Therefore, it is of great engineering value and practical significance to study deformation and failure characteristics of rock under variable loading rates.</p>
<p>When it comes to the influence of loading rate on mechanical responses of rock, scholars have carried out a lot of research work on strength, deformation and failure characteristics, and achieved fruitful research results (<xref ref-type="bibr" rid="B9">Hashiba and Fukui, 2015</xref>; <xref ref-type="bibr" rid="B24">Meng et al., 2016</xref>; <xref ref-type="bibr" rid="B11">Imani et al., 2017</xref>; <xref ref-type="bibr" rid="B6">Feng et al., 2018</xref>; <xref ref-type="bibr" rid="B13">Kang et al., 2019</xref>; <xref ref-type="bibr" rid="B32">Thongprapha et al., 2020</xref>; <xref ref-type="bibr" rid="B31">Tang et al., 2021</xref>; <xref ref-type="bibr" rid="B18">Lu et al., 2022</xref>; <xref ref-type="bibr" rid="B33">Tie et al., 2023</xref>). It has been proven that loading rate, as an important factor, can significantly affect the mechanical characteristics of rock. Loading process can be classified as static and dynamic, and research results showed that the ability of rock to resist deformation under dynamic conditions is much greater than that under static loading conditions (<xref ref-type="bibr" rid="B36">Wasantha et al., 2015</xref>; <xref ref-type="bibr" rid="B23">McNamara et al., 2016</xref>; <xref ref-type="bibr" rid="B22">Mahanta et al., 2017</xref>; <xref ref-type="bibr" rid="B27">Ranjith et al., 2017</xref>; <xref ref-type="bibr" rid="B40">Yasin et al., 2018</xref>; <xref ref-type="bibr" rid="B42">Zhang et al., 2019</xref>; <xref ref-type="bibr" rid="B26">Qiu et al., 2022</xref>; <xref ref-type="bibr" rid="B16">Li et al., 2023</xref>). These studies play an important role in understanding mechanical responses of rock to loading rates. In addition, considering that macroscopic mechanical responses of rock are the essence of microscopic crack initiation, propagation and ultimately penetration (<xref ref-type="bibr" rid="B17">Liang et al., 2015</xref>; <xref ref-type="bibr" rid="B37">Xu et al., 2015</xref>; <xref ref-type="bibr" rid="B1">Cao et al., 2019</xref>; <xref ref-type="bibr" rid="B47">Zhu et al., 2019</xref>), it is of great significance to further understand the deformation characteristics and fracture mechanism of rock by studying the whole process from damage initiation to overall instability in the microscopic perspective. Among them, with the continuous improvement of data acquisition accuracy, acoustic emission technology also has been widely used in monitoring development and propagation of rock cracks (<xref ref-type="bibr" rid="B35">Wang et al., 2018</xref>; <xref ref-type="bibr" rid="B39">Yang et al., 2020</xref>; <xref ref-type="bibr" rid="B30">Su et al., 2022</xref>; <xref ref-type="bibr" rid="B43">Zhao et al., 2022</xref>; <xref ref-type="bibr" rid="B14">Khadivi et al., 2023</xref>). It states that acoustic emission, as the earliest reflection of strain energy released in the form of pulse wave during crack propagation inside metal materials, plays an important role in analyzing damage and fracture law. Therefore, characterizing the deformation and failure process of rock based on acoustic emission parameters is of great significance for revealing the essence of rock deformation and failure from a microscopic perspective.</p>
<p>The instability of rock mass under dynamic impact is completed in an instant, while most rock mass engineering is under the condition of long-term bearing quasi-static loading, and the damage and instability have to undergo an obvious incubation process. In this paper, fine sandstone was selected as research object, and on the basis of previous studies, uniaxial compression tests with different strain rates of 10<sup>&#x2212;5</sup>, 10<sup>&#x2212;4</sup>, 10<sup>&#x2212;3</sup>, and 10<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup> were successively carried out within the quasi-static loading rate range, as well as real-time acquisition of acoustic emission information. The macroscopic mechanical responses, fragmentation feature, crack propagation evolution characteristic based on acoustic emission and microscopic fracture morphology of sandstone were comprehensively analyzed, aiming to reveal the difference of fracture mechanism of sandstone under different strain rate loading conditions from the macro and micro perspectives.</p>
</sec>
<sec id="s2">
<title>2 Experimental methodology</title>
<sec id="s2-1">
<title>2.1 Specimen preparation</title>
<p>In this experiment, considering the widespread distribution of sedimentary rocks within the scope of human activities, sandstone blocks were derived from Linyi City, Shandong Province, China, and belong to Paleogene stratum. The component analysis showed that the size of mineral particles was relatively uniform, mainly concentrated in the 0.125&#x2013;0.25&#xa0;mm, and it is generally yellowish in color. In addition, its components were mainly composed of quartz and feldspar, belonging to the category of fine sandstone with dense structure, as shown in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Microscopic composition of sandstone. <bold>(A)</bold> Scanning electron microscope. <bold>(B)</bold> Mineral particle distribution. <bold>(C)</bold> Element composition.</p>
</caption>
<graphic xlink:href="feart-11-1224645-g001.tif"/>
</fig>
<p>In the laboratory, rock blocks without visible defects on the surface were drilled in a direction perpendicular to the rock deposit surface. Finally, cylindrical specimens with a diameter of 50&#xa0;mm and a height of 100&#xa0;mm were made by coring, cutting and grinding, according to the standards of International Society for Rock Mechanics (<xref ref-type="bibr" rid="B5">Fairhurst and Hudson, 1999</xref>). In order to improve the reliability of testing process and reduce the discreteness of testing results, twelve specimens with machining accuracy meeting the requirements were randomly divided into 4 groups with 3 specimens in each group. The basic physical parameters of the sandstone specimens were obtained, as shown in <xref ref-type="table" rid="T1">Table 1</xref>. The average values of height to diameter ratio, density and velocity of longitudinal wave were 2.02, 2.95&#xa0;g&#xb7;cm<sup>&#x2212;3</sup> and 5.15&#xa0;km&#xb7;s<sup>&#x2212;1</sup>, respectively.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Physical parameters of sandstone specimens.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="2" align="center">Group</th>
<th align="center">
<italic>D</italic>
</th>
<th align="center">
<italic>H</italic>
</th>
<th align="center">
<italic>M</italic>
</th>
<th align="center">
<italic>&#x3c1;</italic>
</th>
<th align="center">
<italic>v</italic>
</th>
<th align="center">Group</th>
<th align="center">
<italic>D</italic>
</th>
<th colspan="2" align="center">H</th>
<th colspan="2" align="center">M</th>
<th align="center">
<italic>&#x3c1;</italic>
</th>
<th align="center">
<italic>v</italic>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="3" align="center">G1</td>
<td align="center">No. 1</td>
<td align="center">49.33</td>
<td align="center">98.74</td>
<td align="center">550.78</td>
<td align="center">2.92</td>
<td align="center">5.23</td>
<td rowspan="3" align="center">G3</td>
<td align="center">No. 1</td>
<td align="center">49.01</td>
<td colspan="2" align="center">100.01</td>
<td align="center">564.81</td>
<td align="center">2.99</td>
<td align="center">5.23</td>
</tr>
<tr>
<td align="center">No. 2</td>
<td align="center">48.91</td>
<td align="center">100.94</td>
<td align="center">563.38</td>
<td align="center">2.97</td>
<td align="center">5.13</td>
<td align="center">No. 2</td>
<td align="center">49.15</td>
<td colspan="2" align="center">100.27</td>
<td align="center">569.24</td>
<td align="center">2.99</td>
<td align="center">5.10</td>
</tr>
<tr>
<td align="center">No. 3</td>
<td align="center">50.08</td>
<td align="center">100.86</td>
<td align="center">570.82</td>
<td align="center">2.87</td>
<td align="center">5.17</td>
<td align="center">No. 3</td>
<td align="center">49.81</td>
<td colspan="2" align="center">101.22</td>
<td align="center">569.92</td>
<td align="center">2.89</td>
<td align="center">5.13</td>
</tr>
<tr>
<td rowspan="3" align="center">G2</td>
<td align="center">No. 1</td>
<td align="center">49.49</td>
<td align="center">98.88</td>
<td align="center">570.62</td>
<td align="center">3.00</td>
<td align="center">5.15</td>
<td rowspan="3" align="center">G4</td>
<td align="center">No. 1</td>
<td align="center">48.91</td>
<td colspan="2" align="center">99.29</td>
<td align="center">565.31</td>
<td align="center">3.03</td>
<td align="center">5.07</td>
</tr>
<tr>
<td align="center">No. 2</td>
<td align="center">50.08</td>
<td align="center">100.02</td>
<td align="center">568.03</td>
<td align="center">2.88</td>
<td align="center">5.26</td>
<td align="center">No. 2</td>
<td align="center">50.12</td>
<td colspan="2" align="center">101.32</td>
<td align="center">565.63</td>
<td align="center">2.83</td>
<td align="center">5.15</td>
</tr>
<tr>
<td align="center">No. 3</td>
<td align="center">48.81</td>
<td align="center">99.17</td>
<td align="center">559.82</td>
<td align="center">3.02</td>
<td align="center">4.95</td>
<td align="center">No. 3</td>
<td align="center">49.39</td>
<td colspan="2" align="center">98.90</td>
<td align="center">566.09</td>
<td align="center">2.99</td>
<td align="center">5.20</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>&#x201c;<italic>D</italic>&#x201d; denotes the diameter (<italic>D</italic>, in mm), &#x201c;<italic>H</italic>&#x201d; denotes the height (<italic>H</italic>, in mm), &#x201c;<italic>M</italic>&#x201d; denotes the mass (<italic>M</italic>, in g), &#x201c;<italic>&#x3c1;</italic>&#x201d; denotes the density (<italic>&#x3c1;</italic>, in g&#xb7;cm<sup>3</sup>), &#x201c;<italic>v</italic>&#x201d; denotes the velocity of longitudinal wave (<italic>v</italic>, in km&#xb7;s<sup>&#x2212;1</sup>).</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2-2">
<title>2.2 Experimental schemes</title>
<p>In terms of loading rate, the strain rate is taken as the index, which is successively defined as creep, quasi-static and dynamic loading (<xref ref-type="bibr" rid="B48">Zou et al., 2016</xref>; <xref ref-type="bibr" rid="B28">Saeidi et al., 2017</xref>), where the quasi-static strain rate is from 1 &#xd7; 10<sup>&#x2212;5</sup> to 1 &#xd7; 10<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup>. Therefore, the four groups of specimens were designed to be loaded within the quasi-static loading range, which were strain rates of 1 &#xd7; 10<sup>&#x2212;5</sup>, 1 &#xd7; 10<sup>&#x2212;4</sup>, 1 &#xd7; 10<sup>&#x2212;3</sup>, and 1 &#xd7; 10<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup> respectively.</p>
<p>The experimental systems were shown in <xref ref-type="fig" rid="F2">Figure 2A</xref>. Among them, the rock mechanics testing system was used to carry out loading tests at different strain rates, and in order to ensure the uniformity of strain rates in the experimental process, displacement loading method was adopted to carry out loading tests on the specimens and the corresponding loading rates is 0.001, 0.01, 0.1, and 1&#xa0;mm&#xb7;s<sup>&#x2212;1</sup>. The mechanical response characteristics such as peak strength, peak strain and elastic modulus were obtained. Meanwhile, the acoustic emission monitoring system was simultaneously adopted to collect real-time acoustic emission information with four type R15a sensors as shown in <xref ref-type="fig" rid="F2">Figure 2B</xref>. In order to ensure monitoring reliability, the preamplifier gain is set to 40&#xa0;dB, the threshold 45&#xa0;dB, and the sampling frequency 1&#xa0;MHz.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Experimental process. <bold>(A)</bold> Mechanics testing system and acoustic emission monitoring system. <bold>(B)</bold> Schematic diagram of acoustic emission sensor arrangement.</p>
</caption>
<graphic xlink:href="feart-11-1224645-g002.tif"/>
</fig>
</sec>
</sec>
<sec id="s3">
<title>3 Results and analysis</title>
<sec id="s3-1">
<title>3.1 Mechanical characteristics</title>
<p>In order to analyze the mechanical characteristics of specimens under the influence of different loading rates, peak strength, peak strain and elastic modulus were obtained and statistically analyzed, as shown in <xref ref-type="table" rid="T2">Table 2</xref>.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Mechanical parameters of the specimens.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="2" align="center">Group</th>
<th align="center">
<italic>&#x3c3;</italic>
</th>
<th align="center">
<italic>&#x3b5;</italic>
</th>
<th align="center">
<italic>E</italic>
</th>
<th colspan="2" align="center">Group</th>
<th align="center">
<italic>&#x3c3;</italic>
</th>
<th align="center">
<italic>&#x3b5;</italic>
</th>
<th align="center">
<italic>E</italic>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="3" align="center">G1</td>
<td align="center">No. 1</td>
<td align="center">53.78</td>
<td align="center">0.97</td>
<td align="center">6.37</td>
<td rowspan="3" align="center">G3</td>
<td align="center">No. 1</td>
<td align="center">65.12</td>
<td align="center">0.75</td>
<td align="center">8.97</td>
</tr>
<tr>
<td align="center">No. 2</td>
<td align="center">55.91</td>
<td align="center">1.01</td>
<td align="center">6.55</td>
<td align="center">No. 2</td>
<td align="center">68.89</td>
<td align="center">0.78</td>
<td align="center">9.05</td>
</tr>
<tr>
<td align="center">No. 3</td>
<td align="center">56.62</td>
<td align="center">1.03</td>
<td align="center">6.89</td>
<td align="center">No. 3</td>
<td align="center">69.88</td>
<td align="center">0.81</td>
<td align="center">9.12</td>
</tr>
<tr>
<td rowspan="3" align="center">G2</td>
<td align="center">No. 1</td>
<td align="center">58.77</td>
<td align="center">0.83</td>
<td align="center">7.88</td>
<td rowspan="3" align="center">G4</td>
<td align="center">No. 1</td>
<td align="center">70.55</td>
<td align="center">0.69</td>
<td align="center">10.26</td>
</tr>
<tr>
<td align="center">No. 2</td>
<td align="center">59.37</td>
<td align="center">0.86</td>
<td align="center">8.07</td>
<td align="center">No. 2</td>
<td align="center">71.28</td>
<td align="center">0.71</td>
<td align="center">10.55</td>
</tr>
<tr>
<td align="center">No. 3</td>
<td align="center">60.12</td>
<td align="center">0.89</td>
<td align="center">8.12</td>
<td align="center">No. 3</td>
<td align="center">73.28</td>
<td align="center">0.73</td>
<td align="center">11.01</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>&#x201c;<italic>&#x3c3;</italic>&#x201d; denotes the peak strength (<italic>&#x3c3;</italic>, in MPa), &#x201c;<italic>&#x3b5;</italic>&#x201d; is the peak strain (<italic>&#x3b5;</italic>, in %), &#x201c;<italic>E</italic>&#x201d; is the elastic modulus (<italic>E</italic>, in GPa).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>According to the statistical results, <xref ref-type="fig" rid="F3">Figure 3</xref> shows the variation trend of peak strength, peak strain and elastic modulus with strain rates. In general, peak strength and elastic modulus increased with the increase of strain rate in the range of quasi-static loading rates, showing a positive correlation, and the increasing trend gradually slowed down. However, there was a negative correlation between peak strain and strain rate. Different from peak strength and elastic modulus, peak strain decreased with the increase of strain rate, and the decreasing trend of peak strain also showed a gradual slowdown. In addition, the dispersion of experimental results was slightly higher than that of low strain rates at higher loading rates. The maximum dispersion of peak strength and peak strain was at a strain rate of 10<sup>&#x2212;3</sup>&#xa0;s<sup>&#x2212;1</sup>, and elastic modulus was at a strain rate of 10<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Mechanical characteristics. <bold>(A)</bold> Peak strength. <bold>(B)</bold> Peak strain. <bold>(C)</bold> Elastic modulus.</p>
</caption>
<graphic xlink:href="feart-11-1224645-g003.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 Failure modes</title>
<p>
<xref ref-type="fig" rid="F4">Figure 4</xref> shows the failure characteristics of sandstone specimens under different loading rates. It can be seen that with the increase of loading rates, more macroscopic fracture surfaces appeared, showing more significant fragmentation. When the loading rate was 10<sup>&#x2212;5</sup>&#xa0;s<sup>&#x2212;1</sup>, the macroscopic fracture surface of about 60&#xb0; through the center of specimen mainly appeared, and the failure mode was relatively single. When the loading rates were 10<sup>&#x2212;4</sup> and 10<sup>&#x2212;3</sup>&#xa0;s<sup>&#x2212;1</sup>, the number of macroscopic fracture surfaces increased, and fracture surfaces distributed along the axial loading aspect appeared. When the loading rate was 10<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup>, the distribution of fracture surfaces became more complex, and the specimen was broken into more small pieces, and the fragmentation of fracture was further increased.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Fragmentation characteristics of rock specimens under different strain rates. <bold>(A)</bold> 10<sup>&#x2212;5</sup>&#xa0;s<sup>&#x2212;1</sup>. <bold>(B)</bold> 10<sup>&#x2212;4</sup>&#xa0;s<sup>&#x2212;1</sup>. <bold>(C)</bold> 10<sup>&#x2212;3</sup>&#xa0;s<sup>&#x2212;1</sup>. <bold>(D)</bold> 10<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup>.</p>
</caption>
<graphic xlink:href="feart-11-1224645-g004.tif"/>
</fig>
<p>Furthermore, the fragments was counted and divided into 7 groups corresponding to different size grades, which were 0&#x2013;0.15, 0.15&#x2013;0.6, 0.6&#x2013;2.36, 2.36&#x2013;9.5, 9.5&#x2013;13.2, 13.2&#x2013;37.5, and 37.5&#x2013;72&#xa0;mm respectively. Accordingly, the equivalent size of fragments was calculated by Eq. <xref ref-type="disp-formula" rid="e1">1</xref>.<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
</mml:mstyle>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>d</mml:mi>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mfrac>
<mml:mrow>
<mml:mi>M</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>M</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mi>M</mml:mi>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>where <inline-formula id="inf1">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the equivalent size of all fragments, <inline-formula id="inf2">
<mml:math id="m3">
<mml:mrow>
<mml:mover accent="true">
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> is the equivalent size of fragments within the range of size grade <inline-formula id="inf3">
<mml:math id="m4">
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf4">
<mml:math id="m5">
<mml:mrow>
<mml:mi>M</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> is the cumulative mass of fragments within the range of size grade <inline-formula id="inf5">
<mml:math id="m6">
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf6">
<mml:math id="m7">
<mml:mrow>
<mml:mi>M</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the total mass of all fragments.</p>
<p>To sum up, it can be seen that with the increase of strain rate, the equivalent size of fragments was 45.26, 33.35, 26.60, and 23.19&#xa0;mm in turn, and the equivalent size of fragments was getting larger. In addition, the size distribution of fragments showed obvious differences. The proportion of small fragments (0&#x2013;37.5&#xa0;mm) increased from 16.74% to 30.32% in strain rate of 10<sup>&#x2212;5</sup>&#xa0;s<sup>&#x2212;1</sup> to 64.25%&#x2013;71.70% in strain rate of 10<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup>. On the contrary, large fragments (37.5&#x2013;72&#xa0;mm) become smaller in proportion.</p>
</sec>
<sec id="s3-3">
<title>3.3 Acoustic emission characteristics</title>
<p>It is well known that acoustic emission events can reflect the three-dimensional location of damage inside rocks, in addition, considering that the acoustic emission amplitude, as a physical quantity reflecting the intensity of acoustic emission activities, can indirectly reflect the level of crack propagation, so two parameters, amplitude and event, are selected, as shown in <xref ref-type="fig" rid="F5">Figure 5</xref>. It can be seen that, with the increase of loading rate, the density of low-amplitude acoustic emission events became smaller and smaller, and the proportion of events with larger magnitude was larger. The acoustic emission events with large amplitude were mainly concentrated in the later segment of loading process, especially at high loading rates. Although there will be large-amplitude events in the front section at high loading rates, short weak events will still occur in the middle section of loading. In addition, the three-dimensional distribution of acoustic emission events vividly reflects the whole process of damage from initiation, expansion to penetration with the loading process, and it can be inferred that with the increase of loading rates, the damage shows more and more obvious dispersion, indicating an increase in the degree of damage.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Acoustic emission amplitude and event evolution at different loading rates. <bold>(A)</bold> 10<sup>&#x2212;5</sup>&#xa0;s<sup>&#x2212;1</sup>. <bold>(B)</bold> 10<sup>&#x2212;4</sup>&#xa0;s<sup>&#x2212;1</sup>. <bold>(C)</bold> 10<sup>&#x2212;3</sup>&#xa0;s<sup>&#x2212;1</sup>. <bold>(D)</bold> 10<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup>.</p>
</caption>
<graphic xlink:href="feart-11-1224645-g005.tif"/>
</fig>
<p>Thus, the acoustic emission amplitude varies with loading process. Further, the loading process was divided into seven stages according to 10%, 20%, 40%, 60%, 80%, 90%, and 100% of peak stress. The threshold value of acoustic emission amplitude was 40&#xa0;dB, and the of intensity amplitude was divided into 6 levels with each 10&#xa0;dB increase. The number distribution of acoustic emission events corresponding to different loading stages under different loading rates were respectively counted, as shown in <xref ref-type="fig" rid="F6">Figure 6</xref>. It can be seen that acoustic emission events with lower amplitude were the main ones. As the loading process continued, the number of acoustic emission events with larger amplitude began to increase and the proportion increased as well as, indicating that acoustic emission activities began to intensify. However, there were differences in acoustic emission amplitude distribution under different loading rates. With the increase of loading rates, the proportion of high-amplitude acoustic emission events became larger, indicating that cracks growth was aggravated.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Number distribution of acoustic emission events with different amplitude levels at different stress stages. <bold>(A)</bold> 10<sup>&#x2212;5</sup>&#xa0;s<sup>&#x2212;1</sup>. <bold>(B)</bold> 10<sup>&#x2212;4</sup>&#xa0;s<sup>&#x2212;1</sup>. <bold>(C)</bold> 10<sup>&#x2212;3</sup>&#xa0;s<sup>&#x2212;1</sup>. <bold>(D)</bold> 10<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup>.</p>
</caption>
<graphic xlink:href="feart-11-1224645-g006.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<p>For purpose of revealing the fracture mechanism, the fragmentation feature characterized by fractal dimension, the micro-crack propagation extracted by micro fracture morphology and acoustic emission <italic>b</italic>-value evolution were discussed from the macro and micro dimensions.</p>
<sec id="s4-1">
<title>4.1 Strength and deformation analysis</title>
<p>In order to establish the quantitative relationship between peak strength, peak strain, elastic modulus and strain rate, their mean values were linear fitted to logarithm of strain rate, as shown in <xref ref-type="fig" rid="F7">Figure 7</xref>. The variation relationship was consistent with Eq. <xref ref-type="disp-formula" rid="e2">2</xref>.<disp-formula id="e2">
<mml:math id="m8">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>k</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>log</mml:mi>
<mml:mover accent="true">
<mml:mi>&#x3b5;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>where <italic>m</italic> refers to the average value of peak strength, peak strain and elastic modulus under different strain rates, and <italic>k</italic> is the slope of linear fitting between average value of mechanical parameters and logarithm of strain rate indicating the absolute change value of mechanical parameters as a function of strain rate.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Relationship between mechanical properties and logarithm of strain rate. <bold>(A)</bold> Peak strength. <bold>(B)</bold> Peak strain. <bold>(C)</bold> Elastic modulus. <bold>(D)</bold> Sensitivity of mechanical parameters to strain rate.</p>
</caption>
<graphic xlink:href="feart-11-1224645-g007.tif"/>
</fig>
<p>Furthermore, the concept of sensitivity of mechanical parameters to strain rates was given, as shown in Eq. <xref ref-type="disp-formula" rid="e3">3</xref>.<disp-formula id="e3">
<mml:math id="m9">
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>&#x3b5;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>m</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>&#x3b5;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>&#x3b5;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>%</mml:mo>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where <italic>d</italic> is the relative change value of peak strength, peak strain and elastic modulus among different strain rates, which is used to characterize sensitivity of mechanical parameters to strain rate.</p>
<p>
<xref ref-type="fig" rid="F7">Figures 7A&#x2013;C</xref> give the fitting relationship between mechanical properties and logarithm of strain rate. In general, the peak strength and elastic modulus increased by 5.73&#xa0;MPa and 1.303&#xa0;GPa with the increase of strain rate by ten times, and peak strain decreased by 0.096%. However, the absolute change value can only reflect the actual value of mechanical parameters with the increase of strain rate, but the relative change value can better reflect the sensitivity of mechanical parameters to strain rate, as shown in <xref ref-type="fig" rid="F7">Figure 7D</xref>. In the range of quasi-static strain rates, the growth rate of peak strength was 9.02%, the reduction rate of peak strain was 10.85%, and the growth rate of elastic modulus was 17.16%. It can be seen that the elastic modulus was more sensitive to strain rate, which increased by 90.24% and 58.16% compared with peak strain and peak strain, respectively.</p>
</sec>
<sec id="s4-2">
<title>4.2 Fragmentation feature</title>
<p>Further, on the basis of results and analysis in <xref ref-type="sec" rid="s3-2">Section 3.2</xref>, in order to quantitatively characterize the relationship between fragmentation feature and loading rate, fractal dimension of rock fragments was introduced. The relationship between mass of rock fragments and size was shown in Eq. <xref ref-type="disp-formula" rid="e4">4</xref> (<xref ref-type="bibr" rid="B34">Turcotte, 1986</xref>).<disp-formula id="e4">
<mml:math id="m10">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>M</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mi>M</mml:mi>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>max</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>where <italic>D</italic>
<sub>
<italic>f</italic>
</sub> is the fractal dimension of rock fragments, <italic>d</italic>
<sub>
<italic>i</italic>
</sub> is the equivalent size of fragments, <italic>d</italic>
<sub>
<italic>max</italic>
</sub> is the maximum equivalent size of fragments, <italic>M</italic>(<italic>d</italic>
<sub>
<italic>i</italic>
</sub>) is the cumulative mass of fragments with equivalent size smaller than <italic>d</italic>
<sub>
<italic>i</italic>
</sub>, <italic>M</italic> is the total mass of all fragments.</p>
<p>Take the logarithm of both sides of Eq. <xref ref-type="disp-formula" rid="e4">4</xref> to get Eq. <xref ref-type="disp-formula" rid="e5">5</xref> (<xref ref-type="bibr" rid="B2">Carpinteri et al., 2004</xref>).<disp-formula id="e5">
<mml:math id="m11">
<mml:mrow>
<mml:mi>ln</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:mi>M</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mi>M</mml:mi>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>ln</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>max</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>
</p>
<p>Linear fitting of mass and size parameters was performed according to Eq. <xref ref-type="disp-formula" rid="e5">5</xref>, as shown in <xref ref-type="fig" rid="F8">Figure 8</xref>, and the fractal dimension of rock fragments under the influence of different strain rates can be obtained. It can be seen that the fractal dimension varied from 2.073 to 2.639, and on the whole, fractal dimension decreased with the increase of strain rates, indicating that the fragmentation feature was more significant at high strain rates.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Fractal dimension of fragments with different loading rates. <bold>(A)</bold> 10<sup>&#x2212;5</sup>&#xa0;s<sup>&#x2212;1</sup>. <bold>(B)</bold> 10<sup>&#x2212;4</sup>&#xa0;s<sup>&#x2212;1</sup>. <bold>(C)</bold> 10<sup>&#x2212;3</sup>&#xa0;s<sup>&#x2212;1</sup>. <bold>(D)</bold> 10<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup>.</p>
</caption>
<graphic xlink:href="feart-11-1224645-g008.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F9">Figure 9</xref> shows the relationship between fractal dimension and logarithmic of strain rate. With the increase of loading rates, the fractal dimension increased, but its increasing trend gradually slowed down. When the strain rate was from 10<sup>&#x2212;5</sup> to 10<sup>&#x2212;4</sup>&#xa0;s<sup>&#x2212;1</sup>, the fractal dimension growth rate was 9.66%, and the fractal dimension growth rates from 10<sup>&#x2212;4</sup> to 10<sup>&#x2212;3</sup>&#xa0;s<sup>&#x2212;1</sup> and from 10<sup>&#x2212;3</sup> to 10<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup> were 7.32% and 3.77%, respectively. The reason was that with the increase of loading rates, within the range of quasi-static loading, the fragmentation feature experienced an initial drastic change from a lower loading rate to a higher loading rate, and with the further increase of loading rates, the influence of strain rates on the fragmentation feature gradually weakened and became stable.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Relationship between fractal dimension and strain rate. <bold>(A)</bold> Change of fractal dimension as logarithm of strain rate. <bold>(B)</bold> Relative change rate of fractal dimension.</p>
</caption>
<graphic xlink:href="feart-11-1224645-g009.tif"/>
</fig>
</sec>
<sec id="s4-3">
<title>4.3 Damage cracking evolution</title>
<p>To reveal the damage evolution of sandstone under the influence of different loading rates, the acoustic emission <italic>b</italic>-value was selected to the study deformation and failure process, and the quantitative characterization relationship between acoustic emission <italic>b</italic>-value and micro crack propagation process was established. Acoustic emission <italic>b</italic>-value was first proposed to investigate seismicity (<xref ref-type="bibr" rid="B7">Gutenberg and Richter, 1944</xref>). It was used to describe the activity of earthquakes by establishing the relationship between earthquake magnitude and frequency. Further, research proved that the acoustic emission events generated during rock failure were similar to seismic activity in the underground rock stratum, and the acoustic emission amplitude was positively correlated with the scale of rock fracture. Therefore, a large number of studies have found that the relationship between acoustic emission events and amplitude can be established by dividing acoustic emission amplitude by 20 instead of the magnitude of seismic activity, expressed in Eq. <xref ref-type="disp-formula" rid="e6">6</xref> (<xref ref-type="bibr" rid="B29">Sagasta,et al., 2018</xref>; <xref ref-type="bibr" rid="B25">Parsons, et al., 2018</xref>; <xref ref-type="bibr" rid="B3">Dong, et al., 2022</xref>).<disp-formula id="e6">
<mml:math id="m12">
<mml:mrow>
<mml:msub>
<mml:mi>log</mml:mi>
<mml:mn>10</mml:mn>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>N</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>a</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>b</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>B</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:mn>20</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>where <italic>A</italic>
<sub>
<italic>dB</italic>
</sub> is the acoustic emission amplitude, <italic>N</italic> is the cumulative number of acoustic emission events with amplitude greater than <italic>A</italic>
<sub>
<italic>dB</italic>
</sub>, <italic>b</italic> is the fitting slope of log<sub>10</sub>
<italic>N</italic> and <italic>A</italic>
<sub>
<italic>dB</italic>
</sub>, which represents the relative ratio of large amplitude acoustic emission events to small amplitude acoustic emission events. The smaller <italic>b</italic>-value is, the more proportion of large amplitude acoustic emission events, and the severity of rock damage is aggravated.</p>
<p>In Eq. <xref ref-type="disp-formula" rid="e6">6</xref>, according to the number distribution of acoustic emission events with different amplitude levels at different stress stages given in <xref ref-type="fig" rid="F6">Figure 6</xref>, the fitting relationship between log<sub>10</sub>
<italic>N</italic> and <italic>A</italic>
<sub>
<italic>dB</italic>
</sub> at different loading times was established. The variation characteristics of <italic>b</italic>-value with the deformation and fracture evolution process under the influence of different strain rates were obtained, as shown in <xref ref-type="fig" rid="F10">Figure 10</xref>.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Evolution of acoustic emission <italic>b</italic>-value of sandstone under different loading rates. <bold>(A)</bold> 10<sup>&#x2212;5</sup>&#xa0;s<sup>&#x2212;1</sup>. <bold>(B)</bold> 10<sup>&#x2212;4</sup>&#xa0;s<sup>&#x2212;1</sup>. <bold>(C)</bold> 10<sup>&#x2212;3</sup>&#xa0;s<sup>&#x2212;1</sup>. <bold>(D)</bold> 10<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup>.</p>
</caption>
<graphic xlink:href="feart-11-1224645-g010.tif"/>
</fig>
<p>It can be seen that from <xref ref-type="fig" rid="F10">Figure 10</xref>, due to the influence of loading rates, the <italic>b</italic>-value showed a different trend with the evolution of stress. When the loading rate was 10<sup>&#x2212;5</sup>&#xa0;s<sup>&#x2212;1</sup>, the evolution of <italic>b</italic>-value first went through a process of early decrease, indicating that the number of acoustic emission events with low amplitude had obvious advantages. When the stress was greater than 21%, <italic>b</italic>-value began to show a slow increase process, indicating that the initiation of micro cracks was still the main part in the process of specimen damage. When the stress reached 68%, <italic>b</italic>-value began to decrease, and the specimen entered the stages of small crack penetration and large crack propagation. The evolution processes of <italic>b</italic>-value under loading rate of 10<sup>&#x2212;4</sup>, 10<sup>&#x2212;3</sup>, and 10<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup> were similar, but the stresses at the peak point of <italic>b</italic>-value were 66%, 29%, and 22% respectively. In addition, the range of <italic>b</italic>-value was significantly different under different loading rates, and on the whole, it decreased with the increase of loading rates, which means that acoustic emission activities with small amplitude were mainly dominated under low loading rate, while acoustic emission events with violent activity account for a larger proportion under high loading rates. It showed that with the increase of loading rates, the proportion of large cracks inside the specimen will increase in a short period of time, leading to a more serious degree of failure, thus presenting the fracture characteristics in <xref ref-type="fig" rid="F4">Figure 4</xref>.</p>
</sec>
<sec id="s4-4">
<title>4.4 Micro fracture morphology</title>
<p>It is well known that the micro fracture morphology of rock is closely related to the macroscopic mechanical behavior. Therefore, to explore the fracture mechanism of sandstone affected by different strain rates from a microscopic perspective, scanning electron microscope was used to scan the representative area of thin sections selected from the fracture surfaces, aiming to retrieve the characteristics of micro cracks initiation and propagation by comparing the microscopic images of fracture surfaces.</p>
<p>
<xref ref-type="fig" rid="F11">Figure 11</xref> gives the microscopic fracture morphology randomly selected from the fracture surface at different strain rates. It can be seen that at low strain rates, there were more intergranular cracks and more debris at the fracture surface, but with the increase of strain rate, there were more transgranular cracks and large mineral grains were destroyed. On the whole, with the increase of strain rates, the fracture morphology changed from smooth to rough, and the size of rock debris near the fracture was larger, showing a phenomenon of more intense damage characteristics. In <xref ref-type="fig" rid="F11">Figure 11A</xref>, when the strain rate was 10<sup>&#x2212;5</sup>&#xa0;s<sup>&#x2212;1</sup>, cracks mainly appeared on the cementation interface of mineral particles, mainly intergranular cracks, accompanied by a large number of debris generation. The micro fracture morphology was not smooth but generally regular. In <xref ref-type="fig" rid="F11">Figure 11B</xref>, when the strain rate is 10<sup>&#x2212;4</sup>&#xa0;s<sup>&#x2212;1</sup>, at the same time of the initiation of intergranular crack and the occurrence of intergranular dislocation, the transgranular crack phenomenon began to appear. In <xref ref-type="fig" rid="F11">Figure 11C</xref>, when the strain rate was 10<sup>&#x2212;3</sup>&#xa0;s<sup>&#x2212;1</sup>, the fracture morphology presented significantly different characteristics compared to the low strain rates, and the number of transgranular cracks increased significantly. Especially when the strain rate was 10<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup> in <xref ref-type="fig" rid="F11">Figure 11D</xref>, the fracture exhibits significant unflatness, the roughness increased, and the fracture morphology began to appear in the form of larger fragments.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Microscopic fracture morphology at different strain rates. <bold>(A)</bold> 1 &#xd7; 10<sup>&#x2212;5</sup>&#xa0;s<sup>&#x2212;1</sup>. <bold>(B)</bold> 1 &#xd7; 10<sup>&#x2212;4</sup>&#xa0;s<sup>&#x2212;1</sup>. <bold>(C)</bold> 1 &#xd7; 10<sup>&#x2212;3</sup>&#xa0;s<sup>&#x2212;1</sup>. <bold>(D)</bold> 1 &#xd7; 10<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup>.</p>
</caption>
<graphic xlink:href="feart-11-1224645-g011.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>
<list list-type="simple">
<list-item>
<p>(1) On the whole, peak strength and elastic modulus increased by 5.73&#xa0;MPa and 1.303&#xa0;GPa with the increase of strain rate by ten times, and peak strain decreased by 0.096%. In addition, it can be seen that elastic modulus was more sensitive to strain rate, which increased by 90.24% and 58.16% compared with peak strain and peak strain, respectively.</p>
</list-item>
<list-item>
<p>(2) With the increase of strain rates, fractal dimension increased, but its increasing trend gradually slowed down. When the strain rate was from 1 &#xd7; 10<sup>&#x2212;5</sup> to 1 &#xd7; 10<sup>&#x2212;4</sup>&#xa0;s<sup>&#x2212;1</sup>, fractal dimension increased was 9.66%, and fractal dimension increased were 7.32% and 3.77%, respectively for strain rate from 1 &#xd7; 10<sup>&#x2212;4</sup> to 1 &#xd7; 10<sup>&#x2212;3</sup>&#xa0;s<sup>&#x2212;1</sup> and from 1 &#xd7; 10<sup>&#x2212;3</sup> to 1 &#xd7; 10<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup>.</p>
</list-item>
<list-item>
<p>(3) With the increase of strain rates, fracture morphology changed from smooth to rough showing a phenomenon of more intense damage characteristics. The number of transgranular cracks increased significantly, the fracture exhibited unflatness, the roughness increased, and the fracture morphology began to appear in the form of larger fragments.</p>
</list-item>
<list-item>
<p>(4) Acoustic emission <italic>b</italic>-value decreased with the increase of strain rates, which means that acoustic emission activities with low amplitude were mainly dominated under low strain rates, while violent acoustic emission activities accounted for a larger proportion under high strain rate. When the strain rate was 1 &#xd7; 10<sup>&#x2212;5</sup>&#xa0;s<sup>&#x2212;1</sup>, stress reached 68%, <italic>b</italic>-value began to decrease, and damage entered the stages of small cracks penetration and large cracks propagation. Evolution of <italic>b</italic>-value under 1 &#xd7; 10<sup>&#x2212;4</sup>, 1 &#xd7; 10<sup>&#x2212;3</sup>, and 1 &#xd7; 10<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup> was similar, but stress corresponding to peak point of <italic>b</italic>-value were 66%, 29%, and 22% respectively.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author contributions</title>
<p>Conceptualization, NL and QF; methodology, WY and QF; validation, GL and WS; writing, NL, SS, and WY; project administration, NL and YL. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This study was funded by the Youth Innovation Team Plan of Colleges and Universities in Shandong Province (Grant Number: 2022KJ112), China Postdoctoral Science Foundation (Grant Number: 2022M711969).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<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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