Clayshock mechanism and application to shield tunneling through existing tunnels: Settlement prediction using artificial intelligence

<!doctype html> <html lang="en"> <head> <meta charset="UTF-8" /> <title>Clayshock mechanism and application to shield tunneling through existing tunnels: Settlement prediction using artificial intelligence</title> <meta name="keywords" content="neural network, shield crossing, clayshock mechanical experiment, settlement prediction" /> <meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=1.0, user-scalable=0" /> <meta http-equiv="X-UA-Compatible" content="IE=edge,Chrome=1" /> <meta name="robots" content="noarchive" /> <meta property="og:title" content="Clayshock mechanism and application to shield tunneling through existing tunnels: Settlement prediction using artificial intelligence" /> <meta property="og:type" content="Article" /> <meta property="og:url" content="https://www.sciopen.com/article/10.26599/JIC.2024.9180019" /> <meta property="og:site_name" content="SciOpen" /> <meta property="og:description" content="<p>In this study, we investigated the mechanism of clayshock during the construction of a new shield tunnel that passes through an existing shield tunnel. The experimental findings demonstrated a significant reduction of approximately 12% in the friction between the shield machine and the clay and silt layers. After the clayshock concentration exceeds 400 kg/m³, it may successfully impede the movement of the slurry, completely fill the space between the formation and the shield, and minimize the surface settling. Furthermore, Plackett–Burman testing was used to assess the sensitivity of the primary shield characteristics that affected settlement. The findings indicated that settlement was greatly influenced by the earth pressure, grouting quantity, and clayshock efficiency. A full factor analysis revealed an intricate link between the shield properties and settlement. If the volume of grouting was less than 6.5 m³, it was very difficult to regulate the settling value within −1.0 mm. We utilized the following neural network models: gated recurrent unit (GRU) network, long short-term memory network (LSTM), and Elman recurrent neural network (ELMAN). The training input data consisted of geometric, geological, and shield parameters, and the prediction output data served as the settlement value. Researchers will be able to generate accurate and reliable predictive outcomes by improving the model training process.</p>" /> <meta name="citation_doi" content="10.26599/JIC.2024.9180019" /> <meta name="dc.identifier" content="10.26599/JIC.2024.9180019" /> <meta name="citation_journal_title" content="Journal of Intelligent Construction" /> <meta name="citation_title" content="Clayshock mechanism and application to shield tunneling through existing tunnels: Settlement prediction using artificial intelligence" /> <meta content="shield crossing" name="citation_keywords" /><meta content="clayshock mechanical experiment" name="citation_keywords" /><meta content="settlement prediction" name="citation_keywords" /><meta content="neural network" name="citation_keywords" /> <meta name="citation_volume" content="2" /> <meta name="citation_issue" content="2" /> <meta name="citation_publication_date" content="2024/6/1" /> <meta name="citation_online_date" content="2024/5/27" /> <meta name="citation_issn" content="2958-3861" /> <meta name="citation_language" content="en" /> <meta name="citation_author" content="Zhiqiang Bai" /> <meta name="citation_author_institution" content="School of Mechanics and Civil Engineering,CHINA. China University of Mining and Technology, 221116,CHINA. " /> <meta name="citation_author" content="Yusheng Jiang" /> <meta name="citation_author_institution" content="School of Mechanics and Civil Engineering,CHINA. China University of Mining and Technology, 221116,CHINA. " /> <meta name="citation_author" content="Chenzhong Jing" /> <meta name="citation_author_institution" content="Shanghai Municipal Engineering Design Institute (Group) Co., Ltd,Shanghai,CHINA. " /> <meta name="citation_author" content="Zhiyong Yang" /> <meta name="citation_author_institution" content="School of Mechanics and Civil Engineering,CHINA. China University of Mining and Technology, 221116,CHINA. " /> <meta name="citation_abstract_html_url" content="https://www.sciopen.com/article/10.26599/JIC.2024.9180019" /> <meta name="citation_fulltext_html_url" content="https://www.sciopen.com/article/10.26599/JIC.2024.9180019" /> <meta name="citation_date" content="2024/06/01" /> <meta name="citation_pdf_url" content="https://sciopen.com/article_pdf/1762684368097714178.pdf" /> <meta name="citation_publisher" content="清华大学出版社" /> <meta name="citation_fulltext_world_readable" content="" /> <meta name="Description" content="<p>In this study, we investigated the mechanism of clayshock during the construction of a new shield tunnel that passes through an existing shield tunnel. The experimental findings demonstrated a significant reduction of approximately 12% in the friction between the shield machine and the clay and silt layers. After the clayshock concentration exceeds 400 kg/m³, it may successfully impede the movement of the slurry, completely fill the space between the formation and the shield, and minimize the surface settling. Furthermore, Plackett–Burman testing was used to assess the sensitivity of the primary shield characteristics that affected settlement. The findings indicated that settlement was greatly influenced by the earth pressure, grouting quantity, and clayshock efficiency. A full factor analysis revealed an intricate link between the shield properties and settlement. If the volume of grouting was less than 6.5 m³, it was very difficult to regulate the settling value within −1.0 mm. We utilized the following neural network models: gated recurrent unit (GRU) network, long short-term memory network (LSTM), and Elman recurrent neural network (ELMAN). The training input data consisted of geometric, geological, and shield parameters, and the prediction output data served as the settlement value. Researchers will be able to generate accurate and reliable predictive outcomes by improving the model training process.</p>" /> <meta name="article_references" content="Bai Z, Jiang Y, Jing C, et al. . Clayshock mechanism and application to shield tunneling through existing tunnels: Settlement prediction using artificial intelligence. . <span style = 'font-style: italic;'>Journal of Intelligent Construction</span>, . 2024, 2(2): 9180019. . https://doi.org/10.26599/JIC.2024.9180019" /> <script> var _hmt = _hmt || []; (function () { var hm = document.createElement('script'); hm.src = 'https://hm.baidu.com/hm.js?459d6fc0106b99052c6f753275cafeea'; var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(hm, s); })(); </script> <script> /** 数字分社统计 */ var _paq = (window._paq = window._paq || []); /* tracker methods like "setCustomDimension" should be called before "trackPageView" */ _paq.push(['trackPageView']); _paq.push(['enableLinkTracking']); (function () { var u = '//matomo.izhixue.cc/'; _paq.push(['setTrackerUrl', u + 'matomo.php']); _paq.push(['setSiteId', '3']); var d = document, g = d.createElement('script'), s = d.getElementsByTagName('script')[0]; g.async = true; g.src = u + 'matomo.js'; s.parentNode.insertBefore(g, s); })(); </script> <script async src="https://www.googletagmanager.com/gtag/js?id=G-5SWG8SFZJW"></script> <script> window.dataLayer = window.dataLayer || []; function gtag() { dataLayer.push(arguments); } gtag('js', new Date()); gtag('config', 'G-5SWG8SFZJW'); gtag('config', 'AW-10902746976'); </script> <link rel="icon" type="image/x-icon" href="/favicon.ico" /> <link rel="stylesheet" href="/assets/bootstrap/css/bootstrap.min.css" /> <link rel="stylesheet" href="/assets/bootstrap/css/bootstrap-theme.min.css" /> <link rel="stylesheet" type="text/css" href="/assets/css/main-0df796bfb407e1d169a43808ab1956d0.css" /> <link rel="stylesheet" type="text/css" href="" /> <link rel="stylesheet" href="/assets/css/yxshare-fef9fea08989beac7bbf5247cc50a495.css" /> <link rel="stylesheet" href="/assets/swiper/css/swiper.min.css" /> <link rel="stylesheet" href="/assets/viewer/viewer-c0ba7a3d525d8a4332954939894dbeab.css" /> <link rel="stylesheet" href="/assets/css/article-new-702ef1664c30d5c9d82fe28ad5760f1e.css" /> <script src="/assets/js/jquery.min.js"></script> <script type="text/x-mathjax-config"> MathJax.Hub.Config({ showProcessingMessages: false, messageStyle: 'none', }); </script> <script type="text/javascript" async src="https://wqketang.oss-cn-beijing.aliyuncs.com/ajax/libs/mathjax/2.7.7/MathJax.js?config=TeX-MML-AM_HTMLorMML"></script>  </head> <body> <div id="ai-chat"> <el-drawer class="ai-drawer-wrapper" custom-class="ai-drawer" title="标题" :before-close="aiDrawerClose" :visible.sync="aiDrawerShow" direction="rtl" :modal="false" :with-header="false" :append-to-body="true" :z-index="1001" > <div class="drawer-title"> <div class="left"> <img src="/assets/img/article/AM_Full.svg" /> <span>AI Chat Paper</span> </div> <div class="right"><i class="el-icon-close" @click="aiDrawerClose"></i></div> </div> <div class="drawer-body"> <div class="tips">Note: Please note that the following content is generated by AMiner AI. SciOpen does not take any responsibility related to this content.</div> <div class="content"> <div class="tools"> <div class="title">{{lang === 'zh_CN' ? '文章概述' : 'Summary'}}</div> <div class="switch-lang" @click="switchLang">{{lang === 'en_US' ? '中' : 'Eng'}}</div> </div> <div class="desc" v-show="lang === 'zh_CN'"> <div class="inline-block" ref="zh_CN"></div> </div> <div class="desc" v-show="lang === 'en_US'"> <div class="inline-block" ref="en_US"></div> </div> <el-button class="open-button" @click="openAMiner" :loading="openAMinerLoading">Chat more with AI <i class="el-icon-right"></i></el-button> <div id="ai-chat-copyright" class="content-copyright">Powered by AMiner. Clicking this button will take you away from SciOpen.</div> </div> </div> </el-drawer> <div class="modal fade ai-chat-error-modal" id="ai-chat-error-modal" tabindex="-1" aria-labelledby="ai-chat-error-modal" aria-hidden="true"> <div class="modal-dialog" style="margin-top: 26vh; width: 800px; color: #333"> <div class="lxf-box-modal"> <div class="ai-chat-error-modal-title">Error Occurred</div> <div class="ai-chat-error-modal-close" aria-hidden="true" data-dismiss="modal" aria-label="Close"> <i class="el-icon-error" style="font-size: 22px; color: #fff" aria-hidden="true" data-dismiss="modal" aria-label="Close"></i> </div> <div class="modal-body"> <p class="desc-1">{{errorText}}</p> <p class="desc-2">Visit www.aminer.cn directly for more AI services.</p> <p class="desc-3"><a href="https://www.aminer.cn/" target="_blank">Go to AMiner</a></p> <p class="desc-4">error code: {{errorCode}}</p> </div> </div> </div> </div> </div> <img src="/assets/img/home/logo.png" style="display: none" /> <div>  <div id="header" style="background: #fff"> <div id="v4-header" class="v4-header" @mouseleave="hoverMenu('')"> <link rel="stylesheet" href="/assets/js/element-ui/lib/theme-chalk/index.css" /> <div class="header-left"> <a href="/home"> <img class="header-logo" src="/assets/img/home/logo.png" /> </a> </div> <div class="header-right"> <div class="v4-menu"> <div class="menu-item" :class="{active: currentMenu === 'Subjects'}" @click="hoverMenu('Subjects','click')"> All Journals <span><i class="el-icon-arrow-down"></i></span> </div> </div> <a href="/home" class="mobile-header-logo"> <img src="/assets/img/home/logo.png" /> </a> <div class="search-box" v-if="showSearchBtn" @click="showSearch('pc')"> <i class="el-icon-search"></i> Search </div> <a class="user-login-item" href="/user/user/login_forward">Login</a> <span class="mobile-hr"> | </span> <a class="user-sign-item" href="/user/user/register_forward">Sign up</a> </div> <div class="mobile-menu" id="menu"> <div class="menu-icon right" @click="mobileShowMenu()"></div> </div> <div class="modal fade" id="logoff" tabindex="-1" role="dialog" aria-labelledby="myModalLabel"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <button type="button" class="close" data-dismiss="modal" aria-label="Close"><span aria-hidden="true">×</span></button> <h4 class="modal-title" id="myModalLabel">Logging off</h4> </div> <div class="modal-body">All data generated by the account on the platform will be deleted after logout.</div> <div class="modal-footer"> <button type="button" class="btn btn-default" data-dismiss="modal">Close</button> <button type="button" class="btn btn-primary modal-logoff">Save</button> </div> </div> </div> </div> <div class="v4-header-hover-panel" :class="{'show-panel':currentMenu === 'Subjects'}" v-show="currentMenu==='Subjects'" @mouseover="hoverMenu('Subjects')" @mouseout="hoverMenu('')"> <div class="hover-left"> <div class="left-title">Browse by Subject</div> <div class="left-desc"> <p>Search for peer-reviewed journals with full access.</p> </div> <div class="left-abc"> <a href="/home/discipline?tab=&id=&language=" target="_blank">Journals A - Z <i class="el-icon-arrow-right"></i></a> </div> </div> <div class="hover-right subject"> <a :href="item.href" target="_blank" class="subject-item" v-for="item in subjectList"> <div class="item-desc">{{item.name}}</div> <div class="item-abc">{{item.abc}}</div> </a> </div> </div> <div class="v4-header-hover-panel" :class="{'show-panel':currentMenu === 'About Us'}" v-show="currentMenu==='About Us'" @mouseover="hoverMenu('About Us')" @mouseout="hoverMenu('')"> <div class="hover-left"> <div class="left-title">About Us</div> <div class="left-desc"> <p>Discover the SciOpen Platform and Achieve Your Research Goals with Ease.</p> </div> </div> <div class="hover-right"> <div class="about-item"> <div class="item-panel" v-if="aboutList.length"> <div class="item-title">About Us</div> <div class="item-desc"> <a class="desc-item" :href="item.href" target="_blank" v-for="item in aboutList">{{item.title}}</a> </div> </div> <div class="item-panel" v-if="publishList.length"> <div class="item-title">Publish with Us</div> <div class="item-desc"> <a class="desc-item" :href="item.href" target="_blank" v-for="item in publishList">{{item.title}}</a> </div> </div> <div class="item-panel" v-if="supportList.length"> <div class="item-title">Support</div> <div class="item-desc"> <a class="desc-item" :href="item.href" target="_blank" v-for="item in supportList">{{item.title}}</a> </div> </div> </div> </div> </div> <div class="v4-header-hover-panel search" :class="{'show-panel':searchShow}" v-show="searchShow" @click.stop> <div class="warp search-wrap"> <div class="search-wrap-content"> <p class="search-title">Search articles, authors, keywords, DOl and etc.</p> <div class="search-d1" :class="journalId?'journal':''"> <el-input v-model="searchForm.keyword" clearable placeholder="Enter Search Terms" class="search-d1-i" @keyup.enter.native="!expandStatus ? goSearch(1) : goSearch(2)"></el-input> <el-select v-if="journalId" v-model="searchType" class="item-s1"> <el-option :key="1" label="The Platform" :value="1"></el-option> <el-option :key="2" label="This Journal" :value="2"></el-option> </el-select> <el-button v-if="!expandStatus" class="icon-button" type="primary" icon="el-icon-search" @click="goSearch(1)"></el-button> </div> <div class="search-d2" v-if="expandStatus"> <div v-for="(item,index) in searchForm.keywordDTO" class="search-d2-item"> <el-select v-model="item.tag" class="item-s1"> <el-option :key="1" label="AND" :value="1"></el-option> <el-option :key="2" label="OR" :value="2"></el-option> <el-option :key="3" label="NOT" :value="3"></el-option> </el-select> <el-select v-model="item.type" class="item-s2" @change="item.key='';item.key2=''"> <el-option v-if="!journalId" label="Journal Title" value="journal"></el-option> <el-option v-if="!journalId" label="ISSN" value="issn"></el-option> <el-option label="Article Title" value="title"></el-option> <el-option label="Author" value="author"></el-option> <el-option label="Keywords" value="keywords"></el-option> <el-option label="DOI" value="doi"></el-option> <el-option label="Abstract" value="abstracted"></el-option> </el-select> <template v-if="item.type !== 'author'"> <el-input v-if="item.type === 'doi'" v-model="item.key" clearable :placeholder="`Search in DOI`" class="item-i1"></el-input> <el-input v-else-if="item.type === 'abstracted'" v-model="item.key" clearable :placeholder="`Search in Abstract`" class="item-i1"></el-input> <el-input v-else-if="item.type === 'keywords'" v-model="item.key" clearable :placeholder="`Search in Keywords`" class="item-i1"></el-input> <el-input v-else-if="item.type === 'title'" v-model="item.key" clearable :placeholder="`Search in Article Title`" class="item-i1"></el-input> <el-input v-else-if="item.type === 'issn'" v-model="item.key" clearable :placeholder="`Search in ISSN`" class="item-i1"></el-input> <el-input v-else-if="item.type === 'journal'" v-model="item.key" clearable :placeholder="`Search in Journal Title`" class="item-i1"></el-input> <el-input v-else v-model="item.key" clearable :placeholder="`Search in ${item.type}`" class="item-i1"></el-input> </template> <template v-if="item.type === 'author'"> <el-input v-model="item.key" clearable placeholder="First name" class="item-i2" style="width: 100%"></el-input> <el-input v-model="item.key2" clearable placeholder="Last name" class="item-i3" style="width: 100%"></el-input> </template> <span class="add-btn"> <img src="/assets/img/index/search-plus.svg" alt="" @click="addInput(index)" /> <img v-if="searchForm.keywordDTO.length > 1" src="/assets/img/index/search-reduce.svg" alt="" @click="delInput(index)" /> </span> </div> <div class="search-d2-time"> <label class="search-title">Published Date</label> <div class="time-range-panel"> <el-date-picker class="time-range-1" v-model="searchForm.startTime" type="date" placeholder="Start Time" :picker-options="startTimeOptions"> </el-date-picker> <div class="time-hr">-</div> <el-date-picker class="time-range-2" v-model="searchForm.endTime" type="date" placeholder="End Time" :picker-options="endTimeOptions"> </el-date-picker> </div> </div> <div class="search-d2-btn" :class="journalId ? 'journal' : ''"> <span @click="resetInput">Reset</span> <span @click="goSearch(2)">Search</span> </div> </div> <div class="search-d3"> <img src="/assets/img/index/search-more.svg" alt="" :class="expandStatus ? 'img-rote' : 'img-unrote'" @click="expandStatus = !expandStatus" /> <span @click="expandStatus = !expandStatus">{{expandStatus?'Exit ':''}}Advanced Search</span> </div> </div> </div> </div> <el-drawer class="menu-drawer" :class="{'show-panel':showMobileMenu}" :visible.sync="showMobileMenu" direction="rtl" :show-close="false" :with-header="false" size="290px"> <div class="mobile-menu-panel"> <div class="menu-item" @click="clickMenu('Subjects')"> All Journals <span class="arrow" :class="{active: currentMenu === 'Subjects'}"><i class="el-icon-arrow-right"></i></span> </div> <collapse-transition> <div class="subject-content" v-show="currentMenu === 'Subjects'"> <a :href="item.href" class="subject-item" v-for="item in subjectList"> <div class="item-desc">{{item.name}}</div></a> <a class="subject-item" href="/home/discipline?tab=&id=&language=" ><div class="item-desc">Journals A - Z <i class="el-icon-arrow-right"></i></div ></a> </div> </collapse-transition> <div class="menu-item" @click="goToMenu('v4-webinar')">Webinars</div> <div class="menu-item" @click="goToMenu('v4-news')">News</div> <div class="menu-item" @click="goToMenu('v4-services')">Services</div> <div class="menu-item" @click="clickMenu('About Us')"> About Us <span class="arrow" :class="{active:currentMenu === 'About Us'}"><i class="el-icon-arrow-right"></i></span> </div> <collapse-transition> <div class="about-content" v-show="currentMenu === 'About Us'"> <div class="about-item"> <div class="item-panel" v-if="aboutList.length"> <div class="item-title">About Us</div> <div class="item-desc"> <a class="desc-item" :href="item.href" target="_blank" v-for="item in aboutList">{{item.title}}</a> </div> </div> <div class="item-panel" v-if="publishList.length"> <div class="item-title">Publish with Us</div> <div class="item-desc"> <a class="desc-item" :href="item.href" target="_blank" v-for="item in publishList">{{item.title}}</a> </div> </div> <div class="item-panel" v-if="supportList.length"> <div class="item-title">Support</div> <div class="item-desc"> <a class="desc-item" :href="item.href" target="_blank" v-for="item in supportList">{{item.title}}</a> </div> </div> </div> </div> </collapse-transition> <div class="menu-item" v-if="showSearchBtn" @click="showSearch('mobile')">Advanced Search</div> </div> </el-drawer> <script> var user = null; var journalId = "1605098369766313986"; var issn = "2958-3861"; </script> <script src="/assets/js/vue.min.js"></script> <script src="/assets/js/axios.min.js"></script> <script src="/assets/js/element-ui/lib/index.js"></script> <script src="/assets/js/element-ui/lib/umd/locale/en.js"></script> <script src="/assets/js/collapse-transition.js"></script> <script src="/assets/js/dayjs/dayjs.min.js"></script> <script src="/assets/js/v4-header.js"></script> </div> </div> <div class="v4-art"> <div class="v4-art-main-box" id="article-app"> <div class="bread-menu" style="max-width: 1440px"> <span><a href="/home">Home</a></span> <span> <i class="glyphicon glyphicon-menu-right"></i> </span> <span><a href="/journal/2958-3861">Journal of Intelligent Construction</a></span> <span> <i class="glyphicon glyphicon-menu-right"></i> </span> <span> Article </span> </div>  <div class="v4-art-top" id="v4_art_top"> <div class="v4-art-top-main" id="v4_art_top_main"> <div class="v4-art-top-main-m">  <div class="v4-art-top-item view-pdf" onclick="googleDownload();previewActivityPdf("1762684368097714178","10.26599\/JIC.2024.9180019", "", 1, 0)" > <svg class="vt-art-top-item-img" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="22" height="22" viewBox="0 0 200 200"> <image id="图层_1" data-name="图层 1" x="19" y="19" width="164" height="165" xlink:href="data:img/png;base64,iVBORw0KGgoAAAANSUhEUgAAAKQAAAClCAYAAADS6VbkAAAKf0lEQVR4nO2d21Ub2RKGa1gngH6dp5EDmOV2BJYjQI7ATQTA4zwBEQARABEYR4AcwcgRWCeDPhmc1bi2abX6UrVvfdn/txbLc5GwhD5q32pX/fHn3/+QkpyI1kT0nohW2ieDJNgR0Q8ieiaiUvOG/yN8XEZEF0T0BRICAWt+yANLeU9EW8kTTwSPuSain0R0BRmBBRsieuGvfOjpfUJW8v3LImb4JIAja/bpuu/bdAmZ85MHjQZAyRUP5WIhcw6viIogFEWXlE0hM8gIIlFJedv8q5pCfoWMICIXvOj5TX3bp6gt1zWIlvMgCTKLdcctO/S6X1kX8kop4T3vMQHQpApu50I5VxwpX1ffZsguFHuMl0T0CTKCHh6J6AMR3Qh/SF/MPxghT4VPPCOiO3wSQMg1OzPEyswljZAbwZNu2HwANDwKR9NTI6RkIVMiMgIHJFHydb55Ipx4PmqzNgCoUQpG199CSvYdv+OnCxz5IXh6Jsn2IURH4IGd4FvkUiEBiAKEBJMCQoJJASHBpICQYFJIL3mlTt44zSr59GGf+g/GNxCynw1nQbUdHtyylJcQ0x8Ysrt54ITlvpOsDd89KsZ+sUsBQrbzoJAs48dLElTAABDymI1lxHvAvXV3IOQxRxePhGTKrHvQAoQ8JHeMcgUuybkBIQ+RpOLtB5JNbC7KAQZCHvJe8Jingbsi0usgoAUIeYgkQu4GsucRIR2AkIdIhDTDdVd+3wqrbXsg5CGSBYkRsu90BkJaAiH1mMjYl5KPYdsSCPmGViKcXwcAQtrTJ+THqb/4qQIh9aCIa0AgpB6cxAQEQr6BOeEEgJBvQMgJACH1YEsnIBDyEEl1BRAQCHmIpGQMtnQCAiEPkRTVMseCfUM3aiFZAiH1rARbP5JKX6AFCHmItKPEGkN3GCDkIdKtn1Nk9IQBhQIOkQq5GRi2sVq3BBHyGMmwPTSHxKLGEgh5jI/ohlMfSyDkMf/18D0gpCUQ8hjXCIn5owMQ8hjXZqKIjg5AyHZcpMSmuAMQsh2XYRftmh2AkO24NIrCHNIBCNmOrVRDdX/AABCynb3l4gTDtSMQshsbudAT0hEI2c03i+dI+kKDHiBkN9oIucP80R0I2U2pXNzYRFTQAEL2o5HsrzFe4NKAkP1o5oRDOZJAAITsRzNkVzJejPEilwSE7EdbFOAcUdINCNnPF+XjM4c+N8lDELKXlWVHrwIXwOyBkN24NNR8CP3ilgqE7Obc4blrNOO0A0K246NF3AMWOHogZDs+mmiiGacFEPKYtcdFyQXqSeqAkMf4jmpfMXTLgZCH5AEiWoZVtxwIeYjLyrqPDY4VZUDINzQb4WcW3/8W88lhIOQb0rljlbj7ONCiuIuvaLzUD4T8RabYyH7iP28sLoJl2J/sB0L+4kIoyZ6jI3FG+WeLv6uKkC8Wz0sCCPlLROli5qnx7zuOlFpyrLzbgZDy6Fh2zBuvLa/MFpDymNSF1ETHx55bhZ8tbxxCygapCymNjhX3Pf/Pdj5JkPKQlIXURsehFfXWcn+SIOUbKQupiY7ShctjbRWupZLyJfUtoVSF1ETHZ+V+45lDSZU1S5nsFYhUhfQ1d+zizKGkX7Ul9G+qJzopCqmJjlvLLZ1qkfPJQcqMpUwuISPFTl4h5o5tGClfHKLdLfdUPOvYVjLJGqvaMP9Xy5Dfl9RhimTtuSXKdszCWakJGSM61vEh5Yaf+1z7Hj6zhpqvyySZ7Li2kWSHwRupDdmxomMd1+GbOOKZ6xCxUthylvMnb0lFWWilJOQqcnSs40PKMSl4Thv8am9KQl6NEB0NK45sc+7QkHE+Z9AIncocUpMN/ughOub89dHzLcYpUEn5IdS8MhUhNQWgbNPJ1jUBl3zaYu6b2x6T9pKCkJqyJtIVZUoCtlFASHukd2Wqhcdlx/8zVxzmOAQ3a6X7mgPmIebESxeyUHwA943N4JzrQ65nfoy35Uz35vl6xu+r+uV6b/E+g4wKSxZSU1un5OG64Cg4Rr3wKtrsa91kP3qKZhv+Mu/xqXYS01y8mZHgdKzqbUsW8kIxtJa8ARwDM4R+r0nYNfSt+ZfKh5imBvoF/533tWPC+s/BpNAZOa9iTlGWKqRmE5wC/sCb8u2U2yVmg96nmMTv1+w8lLXX9r/G4973jBTY9lGg2QT3yY4F+sF/+vrQ6mKeex5OM4sjSdvmpIMsUcjCsRyzhi1Hv1gZMkZMMwL4KKxqQ7CejksSMo9QP6cu4JitiPe8RXXD0fI88k6ATdKyiCUIueIhOkRUnIqAXdQXIavacB5yEWJTQkbMnIU0PWF8imjmgN9m2IzdRM3L2h6qbzm3XBghGHMV8tpT16yyIWC0RNTAmFWzkXPjYV/zLkAW1BFzE3LtIVnUDHNzjII27FqODnO+6pDXTmzaML+s2puX1sxFSFPGzsd2x6XD3eklMNX58CtzSNAt+BTFh4z7xGWcPFOOkCEylIOkTAF/TDVCbjgq+pRx0kMV+MXUhDRzxRC9XRAdZ8CUhmxTVTbEicPdgrZ0Fs1UImTheJm+jzLG/hnwwxSEvAjcmeByrLIgQM/YQ/ZD4MycLbZ55sWYETK0jCUWMvNjLCFDy0icIoWFzMwYQ0ibBFqtWLvQWSkgDLGF3FgUd9eWg8NQPWNiCrmylPGH8sTmZuZFnZIm5ipbu7XzyPNATV/ArWWXVjARYgmpqSBBLOOlsk2GS/MiMBFiCSmtIEEs45lFb2nb9m5gQsSYQxaKDO8dy6hNxr1DJs8yiCGktILEjssea/cotz1Vy8DMCC3kSjjsmq0a7S1CzBsXRmghpcPufa0SgxRTSB7zxgURelEjXSFrr2jOvasB6GAq+ZBaGT9DxmUSOkL6Hk4RGRdO6Ajps0rWHjIun9BC7j0d5T1zbxTIuHBizCFdkh1MZwScwiRCDCFt531bjopIlkiIWKvskuUaqi1oCkF9YImR8Z0YsS95XfPXulZ5y7ALWSoYzIOxbh2irAloJbUG7mDiQEgwKSAkmBQQEkwKCAkmBYQEk0IqZGod88FISIX8iA8IOCLJed2eCDeoYzWzBMvlVPLOToRJDxmKNwEHNoLLfq+B8YQTGiRnyD4biIN0yIQ1naqOYb/nkN+EP56vGL4nxYpHrhf+mtrnkyvK4bwGxT/+/Psf8x9+KipMPPPVVSRIjMct12dvYz/yRbiMX5u0QeqW0w0PhCwsyuWVuFZgzTfO/bTJhJdU93C9EFfw7oq20WlfM88uPpngVheSOLxinhgPG2k0gaOKlO+U7yYL2KKljbt6KZzmPuQZ7q5EJVOWHCRFrSTi6KZtWnobUcZ9s4dQU8g9ypNEJ1OOSlpZtI+PtSgq2y7vtZ3U7CBldKTSuDSulxBrutY5Vek6OtzhUn5UpJfZQl96i/F597rVd5Ztnog+gWEpldtnWim1HSxCbuXdDBV8GEquKHnj9R2vhjCM++dSKc2T4rHSU7g6vntDmqvN7yTHz81tHwnmXNJkAGGbyA7bwwXNtsyZZa/HVe2oWDtv3fNXFQW/a38hbIQE4yOR0lbGUUHG+DwxlUAq6erzsSoymeFxfl1wiej/eY8bnusUP4YAAAAASUVORK5CYII=" /> </svg> <svg class="vt-art-top-item-img-hover" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="22" height="22" viewBox="0 0 200 200"> <image id="图层_1" data-name="图层 1" x="19" y="19" width="164" height="165" xlink:href="data:img/png;base64,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" /> </svg> <span>PDF (40.4 MB)</span> </div>    <div class="v4-art-top-item down-citation"> <svg class="vt-art-top-item-img" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="22" height="22" viewBox="0 0 200 200"> <image id="图层_1" data-name="图层 1" x="18" y="18" width="164" height="164" xlink:href="data:img/png;base64,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" /> </svg> <svg class="vt-art-top-item-img-hover" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="22" height="22" viewBox="0 0 200 200"> <image id="图层_1" data-name="图层 1" x="18" y="18" width="164" height="164" xlink:href="data:img/png;base64,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" /> </svg> <span>Cite</span> <div class="download-boxs"> <a href="/article/download_ris?tag=2&id=1762684368097714178" target="_blank" class="item-box"> EndNote(RIS) </a> <a href="/article/download_ris?tag=3&id=1762684368097714178" target="_blank" class="item-box"> BibTeX </a> </div> </div>  <div class="v4-art-top-item" id="collection_not_1762684368097714178" onclick="openCheck("1762684368097714178")"> <svg class="vt-art-top-item-img" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="22" height="22" viewBox="0 0 200 200"> <image id="图层_1" data-name="图层 1" x="18" y="18" width="164" height="164" xlink:href="data:img/png;base64,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" /> </svg> <svg class="vt-art-top-item-img-hover" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="22" height="22" viewBox="0 0 200 200"> <image id="图层_1" data-name="图层 1" x="18" y="18" width="164" height="164" xlink:href="data:img/png;base64,iVBORw0KGgoAAAANSUhEUgAAAKQAAACkCAYAAAAZtYVBAAATCElEQVR4nO2daZBc1XXH/9PTs2lG0oyWAVkLshBCbGKRbdkEDMZ2jME4MTZYgSSOSWJXUpUP+ZTKl3xIlZNv+ZCkkjguBxMSE+MlJAbjGLPYRsgWZhXYEQKBpJFgkDxaZ9EsPamr/F7xNOrpd19vc9+b86vq0kjq7nnd/e9z7jn33HNartw6rjIUJC2XdL2kj0laJ+ndklZKai33AMOYhSlJu7i9IelhSU9JGpE0PfMhxTLP0SNps6T3S9oi6TLEudjecaMKnAG7SFKvpPMlLZO0UdIOSc9Imow/ZdxCOqu4UNKHJd0h6WZJnfYJGA1gWNI3JX1V0rNYy9PELaSzjH8kaaukNSZGo4F0S/oEVvMeSQ9EvyoSZC+W8bOSLrdPwmgCznXfhMt+U9JOZymLuOrLcdPvtk/CaCLtkj4o6QBu+6UomnYBzHWsIQ2jmThL+WlJVzjjWCC1c62kpVhLw2gmTnOrJL1X0gUF8owb7CMw5pi1Ls1YJOm9IsW17JW0XdJBSaOS2uyTNGKckrRI0iWSrpa0wPPNWS3p0iKBTI/HA04QCblM+xOS9rMQNUEaccbI2lyB8bqeNGKSTvpd4rzIdqAPToxfkrQNIZbsYzDK4LYDjxE5vyRpj6QvSDov4c1ylnRx0XNv+jVJ30eMx+xTMDxwe9ivSPo268PfJKMzG06HRd+o2u05PirpuH0SRkpcUcUjiLMSzuOWfAU5gAm2tJCRljYC4P0+j/MV2Fh8A9wwUjDN1uBgPQVZtGjaqJJpjNmoz8PNBRvNoIVbIiZIoxmYII1sYoI0gsIEaQSFCdIIChOkERQmSCMoTJBGUJggjaAwQRpBYYI0gsIEaQSFCdIIChOkERQmSCMoTJBGUJggjaAwQRpBUa6ls+FPYcaXeprjnGf1zjb8MEHWRgdtQ9oo0XftZoay/ILmGhNkegp0i9vk2schyCKCdL2z3+Zw/POS3srai5trTJDp6EKEd9L+uly/GtdC5OeSviLpW3T7MBfuiQkyHW5Eyp9Jeg8dvcrRivX8E0nrJf0tB+UND0yQ/pwr6ZOSbvV4RBd9213fzV9K+q6kI6G8kJCxtI8/H2FSxWSKx/Qi4s2+55LnOyZIPzrpw35pSq8STRm41taRfpggk+liSsVmz07DM1lOa+OLSRMZFTBBJuNaXn8qZR/2mbgpAzdKOmcOrj9TmCCTcZHybzBPpVpcRH6bR1vjeY8Jcnbce9Mn6QMIqb2G53L9s99HuqjHApzZMUHOTitR9a/V6fkKrEWvsl6bs2OCnB03sfTjHsNIo/1rnyj6mipSR/MKE2R52hHiZoYAVWK3pMdIgCe1vX4XVnK5vfflsTelPOtIaFcaYxHhhPgf7Mbs8bh/P6JMEvq8xARZnk1E1ksr3GeavtkvYCG/Luk5j+d2AdJv2yjo8pggz6RAROwCj/MTEtluMsWLkn7BPrX7+VlJ4wnryT5ykld4Dq2aV5ggz6SdPestHvc9jpt+MfZvbpTaTySdTHhsD4JcYwUuZ2KCPJO+2DDxSkwzmep7DJWK2Ml68pDH77oBS2mCjGGCfIcW3PRmqnQqMUQR7hsz3LMbDvSjMv9ejksRZNLvmleYIN/BVYLfTBSchHPTj8+S5nkbt/2Gx/OsZ/fGIm4wQb7D+5lY6iMONxX3p7MkuEdYW27zeB43GvoOSRdWe9F5wwT5/7RxPGGDR4nYELnHw5yfmckEB7x2eOzILIpF3PMemSBP49aOH6L4Ien9cGJ8WNLLCWvEKQKcbWwtVvrdLpC6MsUg/VwzHwVZZJ96KSVlLuf4OYKMJNwg+3slve5x310kyw943HcLifiNXNdirnHefT7zLeXgXOQSSaspmm1j/XadZ7TrhPi0R55RBDePUQe5MeG+GzhW24+Qj0k6SmB00PO15YI8CXIZVmUh4lqJOyzyQS8kIb2A/+/FAi31dJfOTf8wRWcK57b3SnoS0a+ucN8eou1zWZtG88mPIMxxEvED/HyC+x3nNszfM09WBNmJkNpjXSI6CUA6qKI5D5Et4ajAhXzAHTVWe4vg5CFJj7LdVy6YKYe73w9I79yZUJjrXt8GbrPxGvvnQ0zodwn4XyHavVhT9/+nEO4U1z6JVR+v8X1oOFkQpLvGiygHW4dFa8MNrsDKRQPmW7kVEWKxTtXZzoU+g4XyFaNoPPU8KaLP1qEwdzXB1BTvxyQ/TxHdT2BdDyDQyMK6RgVPsbsUNCELso/I1y34L8EC9uPeWrGEzeAoVm5nlRZmlKKL7ewCdddwzb7HKC7Big7j+o+yVfkCO0w7fCf8N5sQBdnC0VNXWf2HvJFzdZ3TCPHrNbZDcdbqfr5EPtF8PVgy40u7hQDrQUl/L+lnuPagzouHmFZopeLm99g9mcsvzTQu98mEfGISbq33P54FvI2kky/6nSTjgzNIIVrId9E/50Ms9OeKl3Gz9+PyasGt7V6VdA/Wf3MTlxwzcUuhWygE2RVaz6HQBNmBS3tvE8QYBSdR19tSLGDYTRnZdxBSvfgOUfEXabHSh5dq4RbvyNtI73Uupynv5csWjNsOTZCrEGMzql+GcMMnWR8exmq8zl717gYlpV20/tf0jryIzEEPuzPrEekC3GsjcRZ6LemjYAKc0ATZG9tBqYZJosoo73aShfup2N/H+XMPfw4jxCFEuZfUSaM4SaC0k6zBGgTpvoRreQ86Wbr04OI7+LmH/+uOJfmrtaTtsY2DYAhNkBMIKk2uL3I3Y6z7BnkOlzPch9COILT95BRLDbr+tLzNbTa6cK99CHdNbGdpDYLuJ/EffZa+edcodxlUlB2aIEspxeJc6lfJq5WwdmNYyGFucQuZRughMMoSYgCL3oO17OYWWc8WCoxvIXe70OPai7HHBkNoghxie8w3AV2KJZ7zXIQwQfBRKdq/kU4bvhbvFE35g+qiEZog32InwTfN4lzXXxAM/B1HUoPfr60znVjFPybH6Hu0dpBTko1cL6cmtMR4Cdf0E8/8WFRkcZOkPyehPp+agnYgwj8ljeO7d7+LYxbBTYgIMTHu3PZ/snj/hGcKyC38b4+9nh971ixmmR5ymXdxFsiHSVJc97GFGNyaOkRBTrFDUiR6vCZFkvxjPG6YCptTDb7WuaKd3Z4vYiF9cUuifyYHOhBiF7YQBTnNusaVS/0NbuUmT1G6yPN6XP+/SHoktDVSHVjGcd1bea2+1UNRU6z7CByDJOTys2EKEgpYhOtw30lrpEUxFzbBenQkB1MQiuyuuNTOFwhkfJgggLmPL6nPGZ85IwsFuk9i8doouPDdUruBPyNrm/Xo262p/wDLmHRGJ45z019mXT7Y+MusjSwI0u03P4FlPIm78nHfzlJ+lMctwn0HWZTqwXpqGX834YjDTP4XN/3vnp005pysnKlxwcn3+bmTYtM+jz3vbo6XCjFuZymQFfddZG/7doqV13o+LnLTrrD47hkNsYIma6cOt5OfdPnG30/R9PM6/pxiCZAV930Ohcq3pWwkMMA02v/K2ojkrAnyGKX3b2Idt3r2xeklJVQif/dDj37gc41z05+hicEFKa5lV8xN7wv8NZ5FVs9l78MVTZKLW+GxZdbJRK5W1qI7AnXfBaLp2/EC6zwfN8UX9d8ovM2cGJXxRgEDVGA7q/d5LIoP0SDMfyD6Dm1HZyVfnFsrzOQux27E+ECW1owzybIgpyimOEGe8g5P19ZHpB6VqPm0zWsGLhvQQbL7Lo/5OBHjVKF/g9ROJi1jRB6aGe3n8NQ9KUrQilihqxt8bWlwa+KVCHJTise5yvMvSfqnrItROequtRf3/Y8pujMUOFC2MZAKIXcNm7DyvkWzrrXLX7H0yMW+fV6aTZXYq70boX2OszlJnR5Wc9DqYAAfqKv+vpLrTuIEr/fLfBFzQ976D77Fnu3dnvm3Tsr9Q3gfoi5tPm0BXWHtX9I8NVeTZfMmyOhM9beZhnA84f4dWKZQPtQWj2sZ4LVFGYKsF42cQV47tO7yPC9ynIP7IRSqumsd9Di+cZTgJZcFyHkV5AIChCT3d4AChBACArf/fNCjIeoythRrGSgfLHkV5JJYh9xKDAVUOe3yib/0SGr3paz4yRR5FGQLZ2x8XttxItYQXLaz0q96tP3roFdmV5Ouq6nkUZDt9MnxacdyJKCDTi51dcSz6KNQhzbVQZJHQS7FpVU6azLFhx9So3gnyBGPzID4si3L43jjPAqyn5bGPRXuM056KKjeiHCUNW2ldE68GVWuyKMgF7InXGmNNUbwcKyJ1+XLIfbnKwVa3Wx5Lg/r0msnj4OTIkFWOgw2TvBQD0EuQfwTBEi1ntuJRn70V1gHd8XGoOSKPApyASKp9NrGSYhXUzXeEhtPt5b16jJK2QboVvY2Vniqip2UEUQ5UeE+7bzGRjc1bTp5tZDnJiz4TyGeataQvcycuZGc4GIEMhUbwbGX2sSHq3j+MSx3JZfdRWFI7uZs50mQLYiw3yNHN0LOz9dlL6B6+wIKZ2/zqFlcQeDxCp0ifGs1D3P/Sta7A+vc5/mcmSFPgixgMXzyc9G0K5/Th9300fkUXSPWeL5vN3Eu/OccR32QtWGSCz/EduZwhfu0xKbG5oq8CbLX042NeeT7VtLo6lrSSOtSnnEpYMnewzW5U4/P0bBge4VOwSdZh/rsry/HG4zlpeonT4Is4iKT5r9MYYXKfeCtFC5sRIgfQZS14ER5GTd3Pvx8ju4+G5tHGKdEpZJPwLWc1zsYYiezasibIFd6uOwTrOfKWZTz6Em5lTViG/erV73kQs5au24aj9P86Ykya9lTCS47opt15KE6Xd+ckydBtuFSz0m432FcYlR3uIBOYtcQsDjrdXGDtuUKpGo6aYbVhzh30FHjJe53NDYbu1KZ2TK+hK/npZV1ngTZistOspD7cHGrWH9dQwrnliZX0PSwLLiWk4Yun/k4oiwRAB1M6Oezgv//WROvu6HkLahZ7LG/G828dlHzr8fG2M3lycNV9PD5DG1ethF0vZYgyCUeOddMkSdBTpMsTtq92MQHuYpjsLW8B4OIZw/rw02kiNJWc7fhvvtotnoxa8jVCY9bSt7VBBkYBT7MFR4ByBXcqmWC1MwBDlv9q6SnWSp8HMt7CX/vqWJMXh/tBn3oZs1sggyMLqxKM/Z2nVV8iET3L0jRTLP//CABygYS4zd7nrOulgLPnxtPl5cX0k5OrlGW4gTie57WJT+ln06cKUQ5xE7LAe57FYPoL27AdUXdgXNTRpgXQU4imnoO1SyxA3KI7b8HsIy+BRnPcFtJI6zbSYp38QWql4hG83Q2Oy+CHPHcJ06DS07fjxBfw1VXUx0UDSp6goDnk+Qg6xXVDwc03bZm8iLIKXJ2g1ihWp5nD40GnsMi1prjK5FqGiDHuB/LuQk37tvXshzHWBbkZr5jntI+J4h2N6Q8kTeNaMYRzHdpiby7Adc4isgf4ovzO7jztax/fVqpxK/7OebwZHW6xFnkSZDH2BtewXotzeN+xJCmnQQjext4nRF7SBltp0+l2y3yHYYkvkTb2N0xQQaIs3Av0vlsERZo3SyR9wTByuvsIT9OWVgz12LTiNLdXuBanseVr2EbtBwjPOZprHnww5DSkMcjDI/QkmQr23Ezp15NksLZRm/FbQh0LiPVQfqDu6XCB6hIv7HM2JNR3LQLkv479DFx1ZBHQU7hcr+BC16Opezh8NUhPsiDRM8hDOec5osyiQv/FedxzmNrsJ0Ify+vYVcexaicCjLijdg4tYW48TczkCIZY+nxIn+PDpEdzlsvyHLkWZBxhjOcQM77IPozmC+CLGU4eRzc1P9Gktf+kEZGMUEaQWGCNILCBGkEhQnSCAoTpBEUJkgjKEyQRlCYII2gMEEaQWGCNILCBGkEhQnSCAoTpBEUJkgjKEyQRlCYII2gMEEazWDa9/iICdJoBt5HSHwFeYpb7k+9GXWnhflBXkOefAW5iFu9xmMY84cWGmrNbHpQFl9BXk6Lj3l1As6oCxMI8kKfJ/MV5GX0NZzZlsQwKlGke/ANHq2tnRYLRaxeIcEdu27/H6b1yLdo6VFKEz0Z84YW9NSKV/08okyaTOF0OFmkT8w6j4bxrhvXXfSbeSzWH2fYQ9BG/on6bPYyxvlChkK9D4OWhOvqdiwS5FIPQbbR4q4f1x11rB0xQRoxQS4mgFmPMH1xTcD2FGnItM5jRmCEa9z0QfsEjDrjRv7tLND27RV7d405xrVOfNQJ8ilJP8b9WoBiNJtSrFf6QIE1oJs+9b0qx14YRi28Sa/10/0wC1hF1+L4a8xSyc2ICSN4XpX0FUbyne6VHvWHPInbXsLfr2a0xnzpH2k0l1EEeB9DCvZFv32m4H5AOue3JH3aYzyuYVSD88j3Mq/nYPzxMwU5wriJMRaaV5F7XEX+sYsMvAU/hg8t7MCM0qx/gLXiDuZHntW4v5xLniYEf5kHbmHQ+fkkPYt5mq1nNBQXo7jJEm44lZutczq1gzDPRtL/ATymFd8VpueZAAAAAElFTkSuQmCC" /> </svg> <span>Collect</span> </div>  <div class="v4-art-top-item display-none" id="collection_1762684368097714178" onclick="collection(2, "1762684368097714178")"> <svg class="vt-art-top-item-img" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="22" height="22" viewBox="0 0 200 200"> <image id="图层_1" data-name="图层 1" x="18" y="18" width="164" height="164" xlink:href="data:img/png;base64,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" /> </svg> <svg class="vt-art-top-item-img-hover" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="22" height="22" viewBox="0 0 200 200"> <image id="图层_1" data-name="图层 1" x="18" y="18" width="164" height="164" xlink:href="data:img/png;base64,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" /> </svg> <span>Collect</span> </div>  <div class="v4-art-top-item share-third"> <svg class="vt-art-top-item-img" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="22" height="22" viewBox="0 0 200 200"> <image id="图层_1" data-name="图层 1" x="18" y="18" width="164" height="164" xlink:href="data:img/png;base64,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" /> </svg> <svg class="vt-art-top-item-img-hover" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="22" height="22" viewBox="0 0 200 200"> <image id="图层_1" data-name="图层 1" x="18" y="18" width="164" height="164" xlink:href="data:img/png;base64,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" /> </svg> <span>Share</span> <div class="baidu-share" id="yx_share"></div> </div>  <a class="v4-art-top-item" href="https://mc03.manuscriptcentral.com/jic" target="_blank"> <svg class="vt-art-top-item-img" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="22" height="22" viewBox="0 0 200 200"> <image id="图层_1" data-name="图层 1" x="18" y="14" width="164" height="173" xlink:href="data:img/png;base64,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" /> </svg> <svg class="vt-art-top-item-img-hover" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="22" height="22" viewBox="0 0 200 200"> <image id="图层_1" data-name="图层 1" x="18" y="14" width="164" height="173" xlink:href="data:img/png;base64,iVBORw0KGgoAAAANSUhEUgAAAKQAAACtCAYAAAA+utSJAAAJuUlEQVR4nO3df4wcdRnH8Xe3tFgsMWqEhgqCV4uotBwSiSgaiRI1JtaQaJGmhaOtWo0G+4emsUAVBKOogEiVIhiwWKqCPypqUGwRIgKSqkkT/MGPAo1yHpQWCrTXM0/yDC6Xu52ZvZ3vPrP3eSWX66W7Mzszn/3OfJ/5zsyU/oXPU8A0YCYwCzgReI3/vb/Im2XSOQB4DLgbeBB4AthVZCUckPP/FsQ5wGLgg8AxypaUtA+4DVjvvx9q9fZWgewDlgKfBg7SVpA2Wcbe4z//AC4GNgC7x5pcY5x5nAJsBD6vMEoH2d52HXAFMHesyY4VyPcCNwD92hJSkcWesXmjJz86kO8DrgEO0ZaQih0PXOuHhi9oDuSxwJXekxZJwfbC5wEvGx3Ig4GVXs4RSel04LRsflkv++3AohIfwoqXw8AUbToZx1QvG+axDK4CbgUetj9mACt8Anl2ApuBq4FHgOnaGjLKiP8518uGdiLlwJyVZMeRbwG225maI4EHCqxVe80ngVu0BaSEzwLn+2FhK9ZCLsiKlnkGgeX+JpEyvu6Hd9/Mec/JwCutU3NSzgttYmsVRpmAy4EtOW+33fpRjQI9axtAcam2hkyAZegqYG/OJE5oFOjMbPVdtshE/N33tq3MbjT1isajMEoqe8cbXNGsSDlIJE+hmnWRQIoko0BKKAqkhKJASigKpISiQEooCqSEokBKKAqkhKJASigKpISiQEooeff2qcpbfRzmyxWHQp7x4Vt31uCzTkjqQNoNCC4CTgVenXjedfcocCNwATDUqwuZMpA2RP2Skpfbyv/NBs7xS0tXA0/24rpJeQx5HHBGwvn1qo8Bb+zVhUsVSBuc+S7dWKAjrIV8VQ8sx5hStpDPJpxXr+vZL3aqQNp1O/clmlevsy/24726jClbyHuAmxPOr1fZBfd39erCpexlPw0s89/v0G3/Shnxm8j/2gOZd31zbaWuQw562edkv72vFGOBvF+F8erc7j8iL6Jz2RKKAimhKJASigIpoSiQEooCKaEokBKKAimhKJASigIpoSiQEooCKaEokBKKAimhKJASigIpoSiQEooCKaEokBKKAimhKJASSjeuOpzud/KaNomisAvYEeBzhJc6kHaD0s8BK7t4CW432DXVXwI2As9NouUuLWUo7DHH3wCWJJxnFHOBaz2MGyfh8heW8hjy2Ekaxox9IVf08q30OiHl/SE/kGhekc0HDp/sK6GVlIGcTMeM42mostFaqpWzH9iSaF6R/UW97dZSflvvBn6WcH7R2B3Mrvfb6sk4Uu5GrRa3HNgHnAK8ZJJsFAvibq8wXON/yzhSH9f9GzgNOB44oWmD9aqG34J5M/CgQpivWx2NP/uPyIuoxyehqBTTW94JHOGHCXa6cmvdlk6B7A1HAV/xh5oe6qco7dmIPwa+UKfjdAWy/vo8ePOblsRGUh0NrAIOAwbqEkoFst5eC/wEmNdiKc7037UIpTo19VUkjBkL5ffq0AApkPXU52GcX+LTWyivAg6KvMQKZP28zsdUlgljxkJ5OXBw1KVWIOvFBvreAPRP4FMP+OPpZkZccnVq6sNaxh8Ab+7AJx7w358C9kRaAwpkPczxlrETYcwM+LDAFZEe5qlAxtfnx4zHVfBJl/ph2zIPZ9fpGDK2rDddRRgzA14SmhJhTaiFjMvCeJNfHFe17OK7s7pdPFcLGVPWMqYIY2aJt5QHdnONKJDxWBh/VPAMTKdZnfJK4KXdWisKZCxW2tlQ8TFjHtttX9qt4rkCGYeFsZ3SzlM5/2+958GS0zzbrwFK3lIqkDG0G8bzCwzCtUBe5x2kMiyUl6W+GE+B7L45vpsuG8bVwJoCZ1psG//Ta45lL0O2ktC3U1ZjFMjuygbXlj03baPAv+z/nlrg9dZzHvJW76cl53WWjxJKkhUFsnvKjGdsttovV9hfopidvW6wzVBm4ykrz4sC2R1Z0btMGEf8mPFiv9lCu/7ru+JNJd9vdcqrq86MApleXxstowXwi/4zkTBmbPe9CLil5PuspVwHzOjAZxiTApnWHB8oUTaMF3rr2MnTek8CH20jlHZMeUVV4ykVyHSstPPDkh2YYeACD2MVLJSnA78sOe3KiucKZBrt1hnX+E+VdgJntHFMmY0872jxXIGs3uw2w7jab5SfgrWUi9sM5Vc7+UQNBbJaM71mWDaM5/quOqUh77T8vOQ8PwEs6NR4SgWyWof68VYZ5zUVvVMb9Fav7BmdJZ3qeSuQ1XpDyfGF1jJe5J2Zbhn0L1GZlvKwgmeMcimQ1So6yma4qWWMcMHVkLd6v0g9YwWyWju8F9vKXj9etKJ3N1vG0Z7w4nmRktC2DhXsFciK/QdY22IWw94qVlVnnKidXjz/VYvpWA/9a526vluBrNYzXrq5bIzd93Yv7UQNY8ZCuRBY7w8uaGaPOfk4cF+nZqarDqv3NPAZ4DfA2/xpuLaRfw/cXpNlyIrnHwGO8XKWDdK40cdadowCmc6mNgrP0Wyo+vNoly2hKJASigIpoSiQEooCKaEokBKKAimhKJASigIpoSiQEooCKaEokBKKAimhKJASigIpoSiQEooCKaEokBKKAimhKJASigIpoSiQEooCKaEokBKKAimhKJASigIpoSiQEooCKaEokBKKAimhKJASigIpoSiQEooCKaEokBKKAimhKJASigJZf0UeC1yb7axA9j7bxs/VZSkVyHobATbnLMGzBV4ThgJZf98C/tpiKb4DbK3LUiqQ9TfkT2y9zp+rmNnujz0+t05LqGcd9oa/+VNZ1wGz/BncDwP31m3pFMjeYY9C3lL3pdEuW0JRICUUBVJCKRLIfdpk0gEjRSbRKHDqaZa2hiQyrVGgBXwTcIi2iEzQ64GpOZPYboF8KOdFNpFztDVkAixDy60FzJnEvRbIP+S8qOETe7+2iLRpJXBSzlvtnPu/LGy3FjjgfAWwFligLSIlWL5WFTx9eZudBrUzNY8DNwMfynnD4cD1wB1+iuoRYLq2joySNW5HA0uB/gK7arMe2DOlf+Hz9sepwKYSpxKHi3bjZdJqlKhz3w+82zo1WQDvBL4PnF1wAnm9JZGibCDIhT466YUE7wYusYNKrUZJzA4Db8pm2dykbgOW+bGhSAp/AtYAu8YKpPkdsBh4TJtDKvZH4MzRdfCxDjqt+/1h4C5tEanId32U+7bRkx+vF3SHh9Ka06e0VaRDLICL/MzfA2NNMiv7jMd64Uf4btzqlPO0ZaQkOwPzW++82NWPO1q9PS+QGSvzzPBBFicCRwIzvR4pMpoVwh8F7vGW0Paye3LXEvA/bRd9OLMiNCcAAAAASUVORK5CYII=" /> </svg> <span>Submit Manuscript</span> </a>  <el-button type="text" class="v4-art-top-item" style="padding: 4px 0" :disabled="aiChat.aiDrawerShow" @click="openAiChatDrawer"> <img src="/assets/img/article/AM_Full.svg" /> <span>AI Chat Paper</span> </el-button> </div> <div v-if="treeDataReady && treeData.length > 0 || imgMenuList.length>0 || tableMenuList.length>0" @click="drawer = true" class="v4-art-main-left-btn" id="v4_art_main_left_btn"> Show Outline </div> </div> </div> <el-drawer :size="300" class="v4-art-main-left-btn" :withHeader="false" :direction="'ltr'" :visible.sync="drawer"> <div class="v4-art-main-left" style="padding-top: 0"> <div v-if="treeDataReady && treeData.length > 0" style="border-bottom: 1px solid #eef"> <div class="v4-art-main-left-title">Outline</div> <el-tree ref="tree" node-key="id" :empty-text="''" :data="treeData" :indent="10" :highlight-current="true" :expand-on-click-node="false" :props="defaultProps" @node-click="handleNodeClick" > <span class="custom-tree-node" slot-scope="{ node, data }"> <span v-html="node.label"></span> </span> </el-tree> <div class="v4-show-hide-icon-out is-not-active v4_art_outline_show" @click="showOutline(1)">Show full outline <i class="el-icon-arrow-right"></i></div> <div class="v4-show-hide-icon-out is-active v4_art_outline_hide" @click="showOutline(2)">Hide outline <i class="el-icon-arrow-up"></i></div> </div> <div> <el-collapse v-model="activeNames" v-if="imgMenuList.length>0 || tableMenuList.length>0"> <div class="v4-outline-figures" v-if="imgMenuList.length>0" style="position: relative; z-index: 1"> <div class="v4-art-main-left-title" v-html="'Figures (' + imgMenuList.length + ')'"></div> <div class="v4-outline-img"> <div class="v4-outline-img-item" v-for="(item, index) in imgMenuList" v-if="index < 9" @click="turnCurrentNode('content_' + item['key'])" v-html="item['html']"></div> </div> </div> <el-collapse-item name="2" class="v4-outline-figures" v-if="imgMenuList.length>9"> <template slot="title" v-if="imgMenuList.length>9"> <span class="v4-show-hide-icon is-not-active" v-if="imgMenuList.length > 9">Show {{imgMenuList.length - 9}} more figures</span> <span class="v4-show-hide-icon is-active" v-if="imgMenuList.length > 9">Hide {{imgMenuList.length - 9}} figures</span> </template> <div class="v4-outline-img"> <div class="v4-outline-img-item" v-for="(item, index) in imgMenuList" v-if="index > 8" @click="turnCurrentNode('content_' + item['key'])" v-html="item['html']"></div> </div> </el-collapse-item> <div class="v4-outline-tables" v-if="tableMenuList.length>0" style="position: relative; z-index: 1; border-top: 1px solid #eef"> <div class="v4-art-main-left-title" v-html="'Tables (' + tableMenuList.length + ')'"></div> <div class="v4-outline-table-item" v-for="(item, index) in tableMenuList" v-if="index < 5" @click="turnCurrentNode('content_' + item['key'])" v-html="item['label']"></div> </div> <el-collapse-item title="" name="3" class="v4-outline-tables" v-if="tableMenuList.length>5"> <template slot="title" v-if="tableMenuList.length>5"> <span class="v4-show-hide-icon is-not-active" v-if="tableMenuList.length > 5">Show {{tableMenuList.length - 5}} more tables</span> <span class="v4-show-hide-icon is-active" v-if="tableMenuList.length > 5">Hide {{tableMenuList.length - 5}} tables</span> </template> <div class="v4-outline-table-item" v-for="(item, index) in tableMenuList" v-if="index > 4" @click="turnCurrentNode('content_' + item['key'])" v-html="item['label']"></div> </el-collapse-item> </el-collapse> </div> </div> </el-drawer> <div class="v4-art-main"> <div class="v4-art-main-left-parent" id="v4_art_main_left"> <div v-if="treeDataReady && treeData.length > 0" style="border-bottom: 1px solid #eef"> <div class="v4-art-main-left-title">Outline</div> <el-tree ref="tree" node-key="id" :empty-text="''" :data="treeData" :indent="10" :highlight-current="true" :expand-on-click-node="false" :props="defaultProps" @node-click="handleNodeClick" > <span class="custom-tree-node" slot-scope="{ node, data }" :title="data.labelWord"> <span v-html="node.label"></span> </span> </el-tree> <div class="v4-show-hide-icon-out is-not-active v4_art_outline_show" @click="showOutline(1)">Show full outline <i class="el-icon-arrow-right"></i></div> <div class="v4-show-hide-icon-out is-active v4_art_outline_hide" @click="showOutline(2)">Hide outline <i class="el-icon-arrow-up"></i></div> </div> <div> <el-collapse v-model="activeNames" v-if="imgMenuList.length>0 || tableMenuList.length>0"> <div class="v4-outline-figures" v-if="imgMenuList.length>0" style="position: relative; z-index: 1"> <div class="v4-art-main-left-title" v-html="'Figures (' + imgMenuList.length + ')'"></div> <div class="v4-outline-img"> <div class="v4-outline-img-item" v-for="(item, index) in imgMenuList" v-if="index < 9" @click="turnCurrentNode('content_' + item['key'])" v-html="item['html']"></div> </div> </div> <el-collapse-item name="2" class="v4-outline-figures" v-if="imgMenuList.length>9"> <template slot="title" v-if="imgMenuList.length>9"> <span class="v4-show-hide-icon is-not-active" v-if="imgMenuList.length > 9">Show {{imgMenuList.length - 9}} more figures</span> <span class="v4-show-hide-icon is-active" v-if="imgMenuList.length > 9">Hide {{imgMenuList.length - 9}} figures</span> </template> <div class="v4-outline-img"> <div class="v4-outline-img-item" v-for="(item, index) in imgMenuList" v-if="index > 8" @click="turnCurrentNode('content_' + item['key'])" v-html="item['html']"></div> </div> </el-collapse-item> <div class="v4-outline-tables" v-if="tableMenuList.length>0" style="position: relative; z-index: 1; border-top: 1px solid #eef"> <div class="v4-art-main-left-title" v-html="'Tables (' + tableMenuList.length + ')'"></div> <div class="v4-outline-table-item" v-for="(item, index) in tableMenuList" v-if="index < 5" @click="turnCurrentNode('content_' + item['key'])" v-html="item['label']"></div> </div> <el-collapse-item title="" name="3" class="v4-outline-tables" v-if="tableMenuList.length>5"> <template slot="title" v-if="tableMenuList.length>5"> <span class="v4-show-hide-icon is-not-active" v-if="tableMenuList.length > 5">Show {{tableMenuList.length - 5}} more tables</span> <span class="v4-show-hide-icon is-active" v-if="tableMenuList.length > 5">Hide {{tableMenuList.length - 5}} tables</span> </template> <div class="v4-outline-table-item" v-for="(item, index) in tableMenuList" v-if="index > 4" @click="turnCurrentNode('content_' + item['key'])" v-html="item['label']"></div> </el-collapse-item> </el-collapse> </div> </div> <div class="v4-art-main-center"> <div class="art-html-center"> <div class="art-html-top"> <div class="v4-art-info">  <span>Research Article</span> <span style="font-family: auto" >|</span >   <span class="v4-art-info-oa">Open Access </span>  </div>  <h1 class="v4-ahc-title">Clayshock mechanism and application to shield tunneling through existing tunnels: Settlement prediction using artificial intelligence</h1>  <div> <span class="art-authors" ><span><a href='/scholar/info?id=1762684369339228161'>Zhiqiang Bai</a></span><sup><sup>a</sup></sup ><span class="art-authors-email" style="padding-left: 3px" >(<a onclick="send_email("1762684369339228161","1762684368097714178")"> <el-tooltip popper-class="v4-el-tooltip" effect="dark" content="baizhiqiang_cumtb@163.com" placement="top-start"> <img src="/assets/img/article/article-email.svg" style="width: 20px" /> </el-tooltip> </a >)</span ><span>, </span></span ><span class="art-authors" ><span>Yusheng Jiang</span><sup><sup>a</sup></sup ><span>, </span></span ><span class="art-authors" ><span>Chenzhong Jing</span><sup><sup>b</sup></sup ><span>, </span></span ><span class="art-authors" ><span>Zhiyong Yang</span><sup><sup>a</sup></sup ></span > </div> <div style="clear: both"></div> <div class="art-authors-unit art-authors-unit2"> <div class="art-authors-unit-inner art-authors-unit-inner2"> <div class="art-authors-unit-item"><label>a</label>School of Mechanics and Civil Engineering, China University of Mining and Technology, Beijing 100083, China</div> <div class="art-authors-unit-item"><label>b</label>Shanghai Municipal Engineering Design Institute (Group) Co., Ltd., Shanghai 200092, China</div> </div> </div> <div> <span class="art-authors art-authors-more art-authors-more2" onclick="showAuthUnit(3)"> Show Author Information <i class="el-icon-caret-bottom"></i> </span> <span class="art-authors art-authors-less art-authors-less2" style="display: none" onclick="showAuthUnit(4)"> Hide Author Information <i class="el-icon-caret-top"></i> </span> </div>  <div style="border-top: 1px solid #eef; margin-top: 20px; padding-bottom: 8px" ></div>  <div class="v4-art-content-p"> <h2></h2> </div>   <div class="v4-art-content-p v4-art-abstract" id="title_-2"> <h2>Abstract</h2> <div><p>In this study, we investigated the mechanism of clayshock during the construction of a new shield tunnel that passes through an existing shield tunnel. The experimental findings demonstrated a significant reduction of approximately 12% in the friction between the shield machine and the clay and silt layers. After the clayshock concentration exceeds 400 kg/m³, it may successfully impede the movement of the slurry, completely fill the space between the formation and the shield, and minimize the surface settling. Furthermore, Plackett–Burman testing was used to assess the sensitivity of the primary shield characteristics that affected settlement. The findings indicated that settlement was greatly influenced by the earth pressure, grouting quantity, and clayshock efficiency. A full factor analysis revealed an intricate link between the shield properties and settlement. If the volume of grouting was less than 6.5 m³, it was very difficult to regulate the settling value within −1.0 mm. We utilized the following neural network models: gated recurrent unit (GRU) network, long short-term memory network (LSTM), and Elman recurrent neural network (ELMAN). The training input data consisted of geometric, geological, and shield parameters, and the prediction output data served as the settlement value. Researchers will be able to generate accurate and reliable predictive outcomes by improving the model training process.</p></div> </div>  <div class="v4-art-content-p" id="title_-3"> <h2>Keywords</h2> <div class="v4-art-keyword"> <a class="v4-art-keyword-item" onclick="jumpKeyword("shield crossing")" >shield crossing</a ><a class="v4-art-keyword-item" onclick="jumpKeyword("clayshock mechanical experiment")" >clayshock mechanical experiment</a ><a class="v4-art-keyword-item" onclick="jumpKeyword("settlement prediction")" >settlement prediction</a ><a class="v4-art-keyword-item" onclick="jumpKeyword("neural network")" >neural network</a > </div> </div>   <div id="title_-4" class="v4-art-content-p" style="display: none"></div> <div style="border-top: 1px solid #eef; margin-top: 20px"> <div id="article_no_data" style="padding-top: 30px; display: none"> <p>No abstract is available for this article. Click the button above to view the PDF directly.</p> </div>   <div id="insert_content"> <div id="insert_content_one"></div>  <div id="insert_content_two"></div>  <div class="v4-art-content-p" id="title_-12"> <h2>References</h2> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b1" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[1]</div>    <div class="v4-art-reference-item-title"> <span><p>Y. Wan, Z. D. Zhu, L. Song, et al. Study on temporary filling material of synchronous grouting in the middle of shield. <a ext-link-type="uri" href="https://doi.org/10.1016/j.conbuildmat.2020.121681">Constr Build Mater</a>, 2021, 273: 121681.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.conbuildmat.2020.121681">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Study on temporary filling material of synchronous grouting in the middle of shield&journal=Constr Build Mater&volume=273&pages=121681&publication_year=2021&author=Wan Y.&author=Zhu Z. D.&author=Song L.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b2" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[2]</div>    <div class="v4-art-reference-item-title"> <span><p>S. J. Ma, M. Y. Li, Y. C. Guo, et al. Field test and research on shield cutting pile penetrating cement soil single pile composite foundation. <a ext-link-type="uri" href="Geomech Eng">Geomech Eng</a>, 2020, 23: 513–521.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Field test and research on shield cutting pile penetrating cement soil single pile composite foundation&journal=Geomech Eng&volume=23&pages=513-521&publication_year=2020&author=Ma S. J.&author=Li M. Y.&author=Guo Y. C.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b3" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[3]</div>    <div class="v4-art-reference-item-title"> <span>M. Casini. Proceedings of the 2<sup>nd</sup> International Civil Engineering and Architecture Conference. Singapore: Springer, 2023.</span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1007/978-981-19-4293-8">Crossref</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b4" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[4]</div>    <div class="v4-art-reference-item-title"> <span><p>S. H. Tang, X. P. Zhang, Q. S. Liu, et al. Control and prevention of gas explosion in soft ground tunneling using slurry shield TBM. <a ext-link-type="uri" href="https://doi.org/10.1016/j.tust.2021.103963">Tunn Undergr Space Technol</a>, 2021, 113: 103963.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.tust.2021.103963">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Control and prevention of gas explosion in soft ground tunneling using slurry shield TBM&journal=Tunn Undergr Space Technol&volume=113&pages=103963&publication_year=2021&author=Tang S. H.&author=Zhang X. P.&author=Liu Q. S.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b5" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[5]</div>    <div class="v4-art-reference-item-title"> <span><p>H. H. Zhu, X. Wang, X. Q. Chen, et al. Similarity search and performance prediction of shield tunnels in operation through time series data mining. <a ext-link-type="uri" href="https://doi.org/10.1016/j.autcon.2020.103178">Autom Constr</a>, 2020, 114: 103178.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.autcon.2020.103178">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Similarity search and performance prediction of shield tunnels in operation through time series data mining&journal=Autom Constr&volume=114&pages=103178&publication_year=2020&author=Zhu H. H.&author=Wang X.&author=Chen X. Q.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b6" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[6]</div>    <div class="v4-art-reference-item-title"> <span><p>S. Suwansawat, H. H. Einstein. Artificial neural networks for predicting the maximum surface settlement caused by EPB shield tunneling. <a ext-link-type="uri" href="https://doi.org/10.1016/j.tust.2005.06.007">Tunn Undergr Space Technol</a>, 2006, 21: 133–150.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.tust.2005.06.007">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Artificial neural networks for predicting the maximum surface settlement caused by EPB shield tunneling&journal=Tunn Undergr Space Technol&volume=21&pages=133-150&publication_year=2006&author=Suwansawat S.&author=Einstein H. H.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b7" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[7]</div>    <div class="v4-art-reference-item-title"> <span><p>J. H. Li, P. X. Li, D. Guo, et al. Advanced prediction of tunnel boring machine performance based on big data. <a ext-link-type="uri" href="https://doi.org/10.1016/j.gsf.2020.02.011">Geosci Front</a>, 2021, 12: 331–338.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.gsf.2020.02.011">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Advanced prediction of tunnel boring machine performance based on big data&journal=Geosci Front&volume=12&pages=331-338&publication_year=2021&author=Li J. H.&author=Li P. X.&author=Guo D.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b8" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[8]</div>    <div class="v4-art-reference-item-title"> <span><p>Y. K. Zhang, G. F. Gong, H. Y. Yang, et al. Precision versus intelligence: Autonomous supporting pressure balance control for slurry shield tunnel boring machines. <a ext-link-type="uri" href="https://doi.org/10.1016/j.autcon.2020.103173">Autom Constr</a>, 2020, 114: 103173.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.autcon.2020.103173">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Precision versus intelligence: Autonomous supporting pressure balance control for slurry shield tunnel boring machines&journal=Autom Constr&volume=114&pages=103173&publication_year=2020&author=Zhang Y. K.&author=Gong G. F.&author=Yang H. Y.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b9" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[9]</div>    <div class="v4-art-reference-item-title"> <span><p>C. Zhou, H. C. Xu, L. Y. Ding, et al. Dynamic prediction for attitude and position in shield tunneling: A deep learning method. <a ext-link-type="uri" href="https://doi.org/10.1016/j.autcon.2019.102840">Autom Constr</a>, 2019, 105: 102840.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.autcon.2019.102840">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Dynamic prediction for attitude and position in shield tunneling: A deep learning method&journal=Autom Constr&volume=105&pages=102840&publication_year=2019&author=Zhou C.&author=Xu H. C.&author=Ding L. Y.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b10" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[10]</div>    <div class="v4-art-reference-item-title"> <span><p>W. L. Liu, A. Li, C. J. Liu. Multi-objective optimization control for tunnel boring machine performance improvement under uncertainty. <a ext-link-type="uri" href="https://doi.org/10.1016/j.autcon.2022.104310">Autom Constr</a>, 2022, 139: 104310.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.autcon.2022.104310">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Multi-objective optimization control for tunnel boring machine performance improvement under uncertainty&journal=Autom Constr&volume=139&pages=104310&publication_year=2022&author=Liu W. L.&author=Li A.&author=Liu C. J.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b11" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[11]</div>    <div class="v4-art-reference-item-title"> <span><p>S. S. Lin, S. L. Shen, N. Zhang, et al. Modelling the performance of EPB shield tunnelling using machine and deep learning algorithms. <a ext-link-type="uri" href="https://doi.org/10.1016/j.gsf.2021.101177">Geosci Front</a>, 2021, 12: 101177.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.gsf.2021.101177">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Modelling the performance of EPB shield tunnelling using machine and deep learning algorithms&journal=Geosci Front&volume=12&pages=101177&publication_year=2021&author=Lin S. S.&author=Shen S. L.&author=Zhang N.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b12" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[12]</div>    <div class="v4-art-reference-item-title"> <span><p>X. Huang, Q. S. Liu, X. X. Peng, et al. Mechanism and forecasting model for shield jamming during TBM tunnelling through deep soft ground. <a ext-link-type="uri" href="https://doi.org/10.1080/19648189.2017.1327895">Eur J Environ Civil Eng</a>, 2019, 23: 1035–1068.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1080/19648189.2017.1327895">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Mechanism and forecasting model for shield jamming during TBM tunnelling through deep soft ground&journal=Eur J Environ Civil Eng&volume=23&pages=1035-1068&publication_year=2019&author=Huang X.&author=Liu Q. S.&author=Peng X. X.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b13" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[13]</div>    <div class="v4-art-reference-item-title"> <span><p>R. Hasanpour, J. Rostami, J. Schmitt, et al. Prediction of TBM jamming risk in squeezing grounds using Bayesian and artificial neural networks. <a ext-link-type="uri" href="https://doi.org/10.1016/j.jrmge.2019.04.006">J Rock Mech Geotech Eng</a>, 2020, 12: 21–31.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.jrmge.2019.04.006">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Prediction of TBM jamming risk in squeezing grounds using Bayesian and artificial neural networks&journal=J Rock Mech Geotech Eng&volume=12&pages=21-31&publication_year=2020&author=Hasanpour R.&author=Rostami J.&author=Schmitt J.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b14" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[14]</div>    <div class="v4-art-reference-item-title"> <span><p>K. Elbaz, S. L. Shen, A. N. Zhou, et al. Prediction of disc cutter life during shield tunneling with AI via the incorporation of a genetic algorithm into a GMDH-type neural network. <a ext-link-type="uri" href="https://doi.org/10.1016/j.eng.2020.02.016">Engineering</a>, 2021, 7: 238–251.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.eng.2020.02.016">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Prediction of disc cutter life during shield tunneling with AI via the incorporation of a genetic algorithm into a GMDH-type neural network&journal=Engineering&volume=7&pages=238-251&publication_year=2021&author=Elbaz K.&author=Shen S. L.&author=Zhou A. N.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b15" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[15]</div>    <div class="v4-art-reference-item-title"> <span><p>K. Elbaz, S. L. Shen, A. N. Zhou, et al. Data in intelligent approach for estimation of disc cutter life using hybrid metaheuristic algorithm. <a ext-link-type="uri" href="https://doi.org/10.1016/j.dib.2020.106479">Data Brief</a>, 2020, 33: 106479.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.dib.2020.106479">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Data in intelligent approach for estimation of disc cutter life using hybrid metaheuristic algorithm&journal=Data Brief&volume=33&pages=106479&publication_year=2020&author=Elbaz K.&author=Shen S. L.&author=Zhou A. N.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b16" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[16]</div>    <div class="v4-art-reference-item-title"> <span><p>Z. X. Li, H. W. Sun. Artiﬁcial intelligence-based spatio–temporal vision sensors: Applications and prospects. <a ext-link-type="uri" href="https://doi.org/10.3389/fmats.2023.1269992">Front Mater</a>, 2023, 10: 1269992.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.3389/fmats.2023.1269992">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Artiﬁcial intelligence-based spatio–temporal vision sensors: Applications and prospects&journal=Front Mater&volume=10&pages=1269992&publication_year=2023&author=Li Z. X.&author=Sun H. W.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b17" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[17]</div>    <div class="v4-art-reference-item-title"> <span><p>W. P. Wang, Z. R. Wang, Z. F. Zhou, et al. Anomaly detection of industrial control systems based on transfer learning. <a ext-link-type="uri" href="https://doi.org/10.26599/TST.2020.9010041">Tsinghua Sci Technol</a>, 2021, 26: 821–832.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.26599/TST.2020.9010041">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Anomaly detection of industrial control systems based on transfer learning&journal=Tsinghua Sci Technol&volume=26&pages=821-832&publication_year=2021&author=Wang W. P.&author=Wang Z. R.&author=Zhou Z. F.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b18" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[18]</div>    <div class="v4-art-reference-item-title"> <span><p>N. Li, L. Hu, Z. L. Deng, et al. Research on GRU neural network satellite traffic prediction based on transfer learning. <a ext-link-type="uri" href="https://doi.org/10.1007/s11277-020-08045-z">Wirel Pers Commun</a>, 2021, 118: 815–827.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1007/s11277-020-08045-z">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Research on GRU neural network satellite traffic prediction based on transfer learning&journal=Wirel Pers Commun&volume=118&pages=815-827&publication_year=2021&author=Li N.&author=Hu L.&author=Deng Z. L.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b19" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[19]</div>    <div class="v4-art-reference-item-title"> <span><p>G. Wang, Q. Fang, J. M. Du, et al. Deep learning-based prediction of steady surface settlement due to shield tunnelling. <a ext-link-type="uri" href="https://doi.org/10.1016/j.autcon.2023.105006">Autom Constr</a>, 2023, 154: 105006.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.autcon.2023.105006">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Deep learning-based prediction of steady surface settlement due to shield tunnelling&journal=Autom Constr&volume=154&pages=105006&publication_year=2023&author=Wang G.&author=Fang Q.&author=Du J. M.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b20" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[20]</div>    <div class="v4-art-reference-item-title"> <span><p>S. Bair, P. Vergne, P. Kumar, et al. Comment on “history, origins and prediction of elastohydrodynamic friction” by Spikes and Jie. <a ext-link-type="uri" href="https://doi.org/10.1007/s11249-015-0481-x">Tribol Lett</a>, 2015, 58: 16.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1007/s11249-015-0481-x">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Comment on “history, origins and prediction of elastohydrodynamic friction” by Spikes and Jie&journal=Tribol Lett&volume=58&pages=16&publication_year=2015&author=Bair S.&author=Vergne P.&author=Kumar P.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b21" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[21]</div>    <div class="v4-art-reference-item-title"> <span><p>A. Matsoukas, E. Mitsoulis. Geometry effects in squeeze flow of Bingham plastics. <a ext-link-type="uri" href="https://doi.org/10.1016/S0377-0257(02)00170-2">J Non-Newton Fluid Mech</a>, 2003, 109: 231–240.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/S0377-0257(02)00170-2">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Geometry effects in squeeze flow of Bingham plastics&journal=J Non-Newton Fluid Mech&volume=109&pages=231-240&publication_year=2003&author=Matsoukas A.&author=Mitsoulis E.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b22" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[22]</div>    <div class="v4-art-reference-item-title"> <span><p>M. M. I. Al-Doury. A discussion about hydraulic permeability and permeability. <a ext-link-type="uri" href="https://doi.org/10.1080/10916460903261715">Pet Sci Technol</a>, 2010, 28: 1740–1749.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1080/10916460903261715">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=A discussion about hydraulic permeability and permeability&journal=Pet Sci Technol&volume=28&pages=1740-1749&publication_year=2010&author=Al-Doury M. M. I.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b23" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[23]</div>    <div class="v4-art-reference-item-title"> <span><p>H. H. Zhu, Q. W. Xu, S. M. Liao, et al. Experimental study on thrust thrust model of earth pressure balanced shield construction. <a ext-link-type="uri" href="Rock Soil Mech">Rock Soil Mech</a>, 2007, 28: 1587–1594. (in Chinese)</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Experimental study on thrust thrust model of earth pressure balanced shield construction&journal=Rock Soil Mech&volume=28&pages=1587-1594&publication_year=2007&author=Zhu H. H.&author=Xu Q. W.&author=Liao S. M.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b24" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[24]</div>    <div class="v4-art-reference-item-title"> <span><p>S. L. Marshall. Nonlinear pressure diffusion in flow of compressible liquids through porous media. <a ext-link-type="uri" href="https://doi.org/10.1007/s11242-008-9275-z">Transp Porous Media</a>, 2009, 77: 431–446.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1007/s11242-008-9275-z">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Nonlinear pressure diffusion in flow of compressible liquids through porous media&journal=Transp Porous Media&volume=77&pages=431-446&publication_year=2009&author=Marshall S. L.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b25" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[25]</div>    <div class="v4-art-reference-item-title"> <span><p>L. H. Chen, X. Li, Y. Xu, et al. Accurate estimation of soil shear strength parameters. <a ext-link-type="uri" href="https://doi.org/10.1007/s11771-019-4066-y">J Cent South Univ</a>, 2019, 26: 1000–1010.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1007/s11771-019-4066-y">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Accurate estimation of soil shear strength parameters&journal=J Cent South Univ&volume=26&pages=1000-1010&publication_year=2019&author=Chen L. H.&author=Li X.&author=Xu Y.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b26" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[26]</div>    <div class="v4-art-reference-item-title"> <span><p>G. Z. Xu, Y. F. Gao, C. J. Xu. Permeability behavior of high-moisture content dredged slurries. <a ext-link-type="uri" href="https://doi.org/10.1080/1064119X.2014.890258">Mar Georesour Geotechnol</a>, 2015, 33: 348–355.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1080/1064119X.2014.890258">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Permeability behavior of high-moisture content dredged slurries&journal=Mar Georesour Geotechnol&volume=33&pages=348-355&publication_year=2015&author=Xu G. Z.&author=Gao Y. F.&author=Xu C. J.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b27" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[27]</div>    <div class="v4-art-reference-item-title"> <span><p>I. B. Gratchev, K. Sassa. Shear strength of clay at different shear rates. <a ext-link-type="uri" href="https://doi.org/10.1061/(ASCE)GT.1943-5606.0001297">J Geotech Geoenviron Eng</a>, 2015, 141: 06015002.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1061/(ASCE)GT.1943-5606.0001297">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Shear strength of clay at different shear rates&journal=J Geotech Geoenviron Eng&volume=141&pages=06015002&publication_year=2015&author=Gratchev I. B.&author=Sassa K.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b28" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[28]</div>    <div class="v4-art-reference-item-title"> <span><p>A. Sadrekarimi. Effect of the mode of shear on static liquefaction analysis. <a ext-link-type="uri" href="https://doi.org/10.1061/(ASCE)GT.1943-5606.0001182">J Geotech Geoenviron Eng</a>, 2014, 140: 04014069.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1061/(ASCE)GT.1943-5606.0001182">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Effect of the mode of shear on static liquefaction analysis&journal=J Geotech Geoenviron Eng&volume=140&pages=04014069&publication_year=2014&author=Sadrekarimi A.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b29" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[29]</div>    <div class="v4-art-reference-item-title"> <span><p>M. Mašković, B. Jančić-stojanović, A. Malenović, et al. Assessment of liquid chromatographic method robustness by use of Plackett–Burman design. <a ext-link-type="uri" href="https://doi.org/10.1556/AChrom.22.2010.2.10">Acta Chromatogr</a>, 2010, 22: 281–296.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1556/AChrom.22.2010.2.10">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Assessment of liquid chromatographic method robustness by use of Plackett–Burman design&journal=Acta Chromatogr&volume=22&pages=281-296&publication_year=2010&author=Mašković M.&author=Jančić-stojanović B.&author=Malenović A.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b30" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[30]</div>    <div class="v4-art-reference-item-title"> <span><p>M. Kulahci, S. Bisgaard. The use of Plackett–Burman designs to construct split-plot designs. <a ext-link-type="uri" href="https://doi.org/10.1198/004017005000000427">Technometrics</a>, 2005, 47: 495–501.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1198/004017005000000427">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=The use of Plackett–Burman designs to construct split-plot designs&journal=Technometrics&volume=47&pages=495-501&publication_year=2005&author=Kulahci M.&author=Bisgaard S.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b31" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[31]</div>    <div class="v4-art-reference-item-title"> <span><p>J. Yoon. Application of experimental design and optimization to PFC model calibration in uniaxial compression simulation. <a ext-link-type="uri" href="https://doi.org/10.1016/j.ijrmms.2007.01.004">Int J Rock Mech Min Sci</a>, 2007, 44: 871–889.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.ijrmms.2007.01.004">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Application of experimental design and optimization to PFC model calibration in uniaxial compression simulation&journal=Int J Rock Mech Min Sci&volume=44&pages=871-889&publication_year=2007&author=Yoon J.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b32" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[32]</div>    <div class="v4-art-reference-item-title"> <span><p>E. B. Ding, C. N. Cao, H. Q. Hu, et al. Application of central composite design to the optimization of fly ash-based geopolymers. <a ext-link-type="uri" href="https://doi.org/10.1016/j.conbuildmat.2019.116960">Constr Build Mater</a>, 2020, 230: 116960.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.conbuildmat.2019.116960">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Application of central composite design to the optimization of fly ash-based geopolymers&journal=Constr Build Mater&volume=230&pages=116960&publication_year=2020&author=Ding E. B.&author=Cao C. N.&author=Hu H. Q.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b33" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[33]</div>    <div class="v4-art-reference-item-title"> <span><p>J. D. Kechagias, N. Vidakis. Parametric optimization of material extrusion 3D printing process: An assessment of Box–Behnken vs. full-factorial experimental approach . <a ext-link-type="uri" href="https://doi.org/10.1007/s00170-022-09532-2">Int J Adv Manuf Technol</a>, 2022, 121: 3163–3172.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1007/s00170-022-09532-2">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Parametric optimization of material extrusion 3D printing process: An assessment of Box–Behnken vs. full-factorial experimental approach&journal=Int J Adv Manuf Technol&volume=121&pages=3163-3172&publication_year=2022&author=Kechagias J. D.&author=Vidakis N.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b34" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[34]</div>    <div class="v4-art-reference-item-title"> <span><p>C. Busack, C. M. Knudsen. Using factorial mating designs to increase the effective number of breeders in fish hatcheries. <a ext-link-type="uri" href="https://doi.org/10.1016/j.aquaculture.2007.09.010">Aquaculture</a>, 2007, 273: 24–32.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.aquaculture.2007.09.010">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Using factorial mating designs to increase the effective number of breeders in fish hatcheries&journal=Aquaculture&volume=273&pages=24-32&publication_year=2007&author=Busack C.&author=Knudsen C. M.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b35" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[35]</div>    <div class="v4-art-reference-item-title"> <span>Y. C. Cheng, W. M. Qi, J. Zhao. A new Elman neural network and its dynamic properties. In: Proceedings of 2008 IEEE Conference on Cybernetics and Intelligent Systems, Chengdu, China, 2008: pp 971–975.</span> </div> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b36" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[36]</div>    <div class="v4-art-reference-item-title"> <span>Y. C. Cheng, W. M. Qi, W. Y. Cai. Dynamic properties of Elman and modified Elman neural network. In: Proceedings of International Conference on Machine Learning and Cybernetics, Beijing, China, 2002: pp 637–640.</span> </div> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b37" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[37]</div>    <div class="v4-art-reference-item-title"> <span><p>S. F. Ding, Y. N. Zhang, J. R. Chen, et al. Research on using genetic algorithms to optimize Elman neural networks. <a ext-link-type="uri" href="Neural Comput Appl">Neural Comput Appl</a>, 2013, 23: 293–297.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1007/s00521-012-0896-3">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Research on using genetic algorithms to optimize Elman neural networks&journal=Neural Comput Appl&volume=23&pages=293-297&publication_year=2013&author=Ding S. F.&author=Zhang Y. N.&author=Chen J. R.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b38" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[38]</div>    <div class="v4-art-reference-item-title"> <span>R. Dey, F. M. Salem. Gate-variants of Gated Recurrent Unit (GRU) neural networks. In: Proceedings of the IEEE 60<sup>th</sup> International Midwest Symposium on Circuits and Systems, Boston, USA, 2017: pp 1597–600.</span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1109/MWSCAS.2017.8053243">Crossref</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b39" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[39]</div>    <div class="v4-art-reference-item-title"> <span><p>N. Zhang, N. Zhang, Q. Zheng, et al. Real-time prediction of shield moving trajectory during tunnelling using GRU deep neural network. <a ext-link-type="uri" href="https://doi.org/10.1007/s11440-021-01319-1">Acta Geotech</a>, 2022, 17: 1167–1182.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1007/s11440-021-01319-1">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Real-time prediction of shield moving trajectory during tunnelling using GRU deep neural network&journal=Acta Geotech&volume=17&pages=1167-1182&publication_year=2022&author=Zhang N.&author=Zhang N.&author=Zheng Q.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b40" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[40]</div>    <div class="v4-art-reference-item-title"> <span>N. Elsayed, A. S. Maida, M. Bayoumi. Gated recurrent neural networks empirical utilization for time series classification. In: Proceedings of 2019 International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData), Atlanta, USA, 2019: pp 1207–1210.</span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1109/iThings/GreenCom/CPSCom/SmartData.2019.00202">Crossref</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b41" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[41]</div>    <div class="v4-art-reference-item-title"> <span><p>K. Smagulova, A. P. James. A survey on LSTM memristive neural network architectures and applications. <a ext-link-type="uri" href="https://doi.org/10.1140/epjst/e2019-900046-x">Eur Phys J Spec Top</a>, 2019, 228: 2313–2324.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1140/epjst/e2019-900046-x">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=A survey on LSTM memristive neural network architectures and applications&journal=Eur Phys J Spec Top&volume=228&pages=2313-2324&publication_year=2019&author=Smagulova K.&author=James A. P.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b42" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[42]</div>    <div class="v4-art-reference-item-title"> <span><p>Y. Yu, X. S. Si, C. H. Hu, et al. A review of recurrent neural networks: LSTM cells and network architectures. <a ext-link-type="uri" href="https://doi.org/10.1162/neco_a_01199">Neural Comput</a>, 2019, 31: 1235–1270.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1162/neco_a_01199">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=A review of recurrent neural networks: LSTM cells and network architectures&journal=Neural Comput&volume=31&pages=1235-1270&publication_year=2019&author=Yu Y.&author=Si X. S.&author=Hu C. H.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b43" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[43]</div>    <div class="v4-art-reference-item-title"> <span><p>C. Dennis, A. P. Engelbrecht, B. M. Ombuki-Berman. An analysis of activation function saturation in particle swarm optimization trained neural networks. <a ext-link-type="uri" href="https://doi.org/10.1007/s11063-020-10290-z">Neural Process Lett</a>, 2020, 52: 1123–1153.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1007/s11063-020-10290-z">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=An analysis of activation function saturation in particle swarm optimization trained neural networks&journal=Neural Process Lett&volume=52&pages=1123-1153&publication_year=2020&author=Dennis C.&author=Engelbrecht A. P.&author=Ombuki-Berman B. M.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b44" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[44]</div>    <div class="v4-art-reference-item-title"> <span><p>I. Ohn, Y. Kim. Smooth function approximation by deep neural networks with general activation functions. <a ext-link-type="uri" href="https://doi.org/10.3390/e21070627">Entropy</a>, 2019, 21: 627.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.3390/e21070627">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Smooth function approximation by deep neural networks with general activation functions&journal=Entropy&volume=21&pages=627&publication_year=2019&author=Ohn I.&author=Kim Y.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item">  <div id="r_b45" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[45]</div>    <div class="v4-art-reference-item-title"> <span>A. Z. Liu, H. G. Hu, T. Qiu, et al. Exploring optimal adaptive activation functions for various tasks. In: Proceedings of 2020 IEEE International Conference on Bioinformatics and Biomedicine, Seoul, Korea (South), 2020: pp 2290–2297.</span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1109/BIBM49941.2020.9313386">Crossref</a> </div> </div> </div> </div> </div> </div> </div> </div> <div class="v4-art-main-right"> <img class="v4-article-journal-img" src="/journal/get_journal_cover?flag=2&status=0&id=10.26599/JIC.2024.9180019" /> <a class="v4-article-journal-title" href="/journal/2958-3861">Journal of Intelligent Construction</a> <div class="v4-art-main-right-content"> <a href="/journal/join_journal/stage_page?stage=5&id=1605098369766313986&issueIndex=1796080970938032130&issn=2958-3861" >Volume 2 Issue 2,</br>June 2024</a> </div> <div class="v4-art-main-right-content"> <span>Article number: 9180019</span> </div> <div class="v4-art-main-right-content"> DOI: <a href="https://doi.org/10.26599/JIC.2024.9180019" target="_blank" style="word-break: break-all">10.26599/JIC.2024.9180019</a> </div> <div class="v4-art-main-right-title">Cite this article:</div> <div class="v4-art-main-right-content"> <span>Bai Z, Jiang Y, Jing C, et al. </span> <span>Clayshock mechanism and application to shield tunneling through existing tunnels: Settlement prediction using artificial intelligence. </span> <span><span style = 'font-style: italic;'>Journal of Intelligent Construction</span>, </span> <span> 2024, 2(2): 9180019. </span> <span style="word-break: break-all">https://doi.org/10.26599/JIC.2024.9180019</span> </div> <div class="v4-art-main-right-content"> </div> <div class="v4-art-main-right-title">Part of a topical collection:</div> <div class="v4-art-main-right-content"> <a href="/journal/topical?id=1605098369766313986&topicalId=1747806930851135489&issn=2958-3861">Special Issue for Risk Management in Underground Space</a> </div> <el-collapse style="margin-top: 15px"> <el-collapse-item title="Metrics & Citations" name="4"> <template slot="title"> Metrics & Citations   <el-tooltip popper-class="v4-el-tooltip" effect="dark" content="Citation counts are pulled independently from Crossref, Web of Science, Scopus and CSCD. Citation counts are only available if this journal is indexed in the corresponding database collection." placement="top" > <img src="/assets/img/article/info-circle.svg" style="width: 16px" /> </el-tooltip> </template> <div class="v4-metrics"> <el-tooltip popper-class="v4-el-tooltip" effect="dark" content="The number of entries to this article page." placement="top"> <div> <p>5787</p> <p>Views</p> </div> </el-tooltip> <el-tooltip popper-class="v4-el-tooltip" effect="dark" content="Total PDF downloads and full-text HTML views from publication date of article." placement="top" > <div> <p>1163</p> <p>Downloads</p> </div> </el-tooltip> <div> <p>0</p> <p>Crossref</p> </div> <div> <a href="http://scholar.google.com/scholar?hl=en&lr=&cites=http://dx.doi.org/10.26599/JIC.2024.9180019" target="_blank" class="v4-google">Google Scholar<br />Citation</a> </div> <div id="article_altmetric"> <div data-badge-popover="left" data-badge-type="donut" data-hide-no-mentions="true" class="altmetric-embed" data-doi="10.26599/JIC.2024.9180019"></div> <script type="text/javascript" src="https://d1bxh8uas1mnw7.cloudfront.net/assets/embed.js"></script> <p></p> <p>Altmetrics</p> </div> </div> </el-collapse-item> <el-collapse-item title="Article History" name="5"> <div class="v4-art-main-right-des"> <div>Received: 28 November 2023</div> <div>Revised: 18 January 2024</div> <div>Accepted: 19 February 2024</div> <div> <span>Published: </span> <span>27 May 2024</span> </div> </div> </el-collapse-item> <el-collapse-item title="Copyright" name="7"> <div class="v4-art-main-right-des">© The Author(s) 2024. Published by Tsinghua University Press.</div> </el-collapse-item> <el-collapse-item title="Rights and Permissions" name="6"> <div class="v4-art-main-right-des"><p>The articles published in this open access journal are distributed under the terms of the Creative Commons Attribution 4.0 International License (<a ext-link-type="uri" href="http://creativecommons.org/licenses/by/4.0/">http://creativecommons.org/licenses/by/4.0/</a>), which permits use, distribution and reproduction in any medium, provided the original work is properly cited.</p></div> </el-collapse-item> </el-collapse> <div style="overflow: hidden"><div id="trendmd-suggestions"></div> <script defer src='//js.trendmd.com/trendmd.min.js' data-trendmdconfig='{"journal_id":"87539", "element":"#trendmd-suggestions"}'></script></div> </div> </div> </div> </div> </div>  <ul style="display: none" id="content_img"></ul> <ul style="display: none" id="content_img_abstract"></ul>  <div class="article-html-img-show article-html-table-modal"> <div class="htmlImgBack"> <a href="javascript:void(0);" onclick="closeModal()"> Return<span class="triangle"></span></a> </div> <div class="swiper-container gallery-top gallery-top-table"> <div class="swiper-wrapper" id="insert_table_big_1"></div> </div> <div class="swiper-button-next swiper-button-next-table swiper-button-white" style="right: 50px"></div> <div class="swiper-button-prev swiper-button-prev-table swiper-button-white" style="left: 50px"></div> <div class="swiper-container gallery-thumbs gallery-thumbs-table"> <div class="swiper-wrapper" id="insert_table_big_2"></div> </div> </div> <div id="ws-folder"> <div class="ws-folder"> <link rel="stylesheet" href="/assets/css/folder-d7a270c8ffe910da44af264dbcec6276.css" /> <div class="modal fade" id="myModal" tabindex="-1" role="dialog" aria-labelledby="myModalLabel"> <div class="modal-dialog" style="margin-top: 10%"> <div class="lxf-box" style="padding-bottom: 20px"> <div class="journal-menu"> <a class="select">Select Folder</a> </div> <img src="/assets/img/article/article-close.png" class="close-modal" aria-hidden="true" alt="" /> <div class="modal-body"> <div class="folder-box layer_pop"> <div class="inner_group"> <div class="group_box"> <ul class="group_list clearfix"></ul> <div class="group_button"> <button type="button" class="btn btn-primary save-modal opt_area" style="width: 150px; margin-right: 5px">Create new folder</button> <button type="button" class="btn btn-primary save-modal del_area">Delete folder</button> </div> </div> </div> </div> </div> <div class="modal-footer" style="padding-top: 25px; margin-top: 20px"> <button type="button" class="btn btn-primary save-modal save_area">Save</button> </div> </div> </div> <script src="/assets/js/folder.js"></script> </div> </div> </div> <div id="footer"> <div id="v4-footer" class="v4-footer"> <div class="footer-panel"> <div class="panel-item item-1"> <a href="/home"><img class="footer-logo" src="/assets/img/home/logo.png" /></a> <div class="footer-share"> <a class="share-icon" target="_blank" href="https://twitter.com/SciOpenTUP"><img src="/assets/svg/twitter.svg" /></a> <a class="share-icon" target="_blank" href="https://www.linkedin.com/company/91320577/admin/feed/posts/"><img src="/assets/svg/linkedin.svg" /></a> <a class="share-icon" target="_blank" href="https://www.facebook.com/SciOpentup/"><img src="/assets/svg/facebook.svg" /></a> <a class="share-icon wechat"> <img src="/assets/svg/weixin.svg" /> <div class="wechat-qrcode"> <img src="/assets/img/wechat.jpeg" /> </div> </a> </div> </div> <div class="panel-item item-2" v-if="aboutList.length"> <div class="item-title">About Us</div> <div class="item-content"> <div class="content-item"> <div v-for="(item,index) in aboutList" class="item"> <a :href="item.href" target="_blank">{{item.title}}</a> </div> <div class="item"> <a href="http://www.tup.tsinghua.edu.cn/en/index.html" target="_blank">Tsinghua University Press</a> </div> </div> </div> </div> <div class="panel-item item-3" v-if="publishList.length"> <div class="item-title">Publish with Us</div> <div class="item-content"> <div class="content-item"> <div class="item" v-for="(item,index) in publishList"> <a :href="item.href" target="_blank">{{item.title}}</a> </div> </div> </div> </div> <div class="panel-item item-4" v-if="supportList.length || contactUs"> <div class="item-title">Contact Us</div> <div class="item-content"> <div class="content-item"> <div class="contact-us" v-html="contactUs"></div> <div v-for="(item,index) in supportList" class="item"> <a :href="item.href" target="_blank">{{item.title}}</a> </div> </div> </div> </div> </div> <a id="cd_top" href="javascript:;" class="page-feed-top cd-top"></a> <div class="v4-copyright"> <p class="Copyright-des"></p> <p class="mobile-display-none"> <a href="https://beian.miit.gov.cn/" target="_blank" style="margin: 0 8px">京ICP备 10035462号-42</a> <a href="https://beian.mps.gov.cn/#/query/webSearch?code=11010802044758" style="margin: 0 8px" rel="noreferrer" target="_blank" ><img src="/assets/img/jing.jpg" style="width: 14px; vertical-align: text-bottom; margin-right: 5px" />京公网安备11010802044758号</a > </p> <script> $('.Copyright-des').html('Copyright © ' + new Date().getFullYear() + ' Tsinghua University Press Ltd.'); </script> </div> <script src="/assets/js/v4-footer.js"></script> </div> </div>  <script type="text/javascript"> _linkedin_partner_id = '5602012'; window._linkedin_data_partner_ids = window._linkedin_data_partner_ids || []; window._linkedin_data_partner_ids.push(_linkedin_partner_id); </script> <script type="text/javascript"> (function (l) { if (!l) { window.lintrk = function (a, b) { window.lintrk.q.push([a, b]); }; window.lintrk.q = []; } var s = document.getElementsByTagName('script')[0]; var b = document.createElement('script'); b.type = 'text/javascript'; b.async = true; b.src = 'https://snap.licdn.com/li.lms-analytics/insight.min.js'; s.parentNode.insertBefore(b, s); })(window.lintrk); </script> <noscript> <img height="1" width="1" style="display: none" alt="" src="https://px.ads.linkedin.com/collect/?pid=5602012&fmt=gif" /> </noscript> </body>  <script src="/assets/bootstrap/js/bootstrap.min.js"></script> <script src="/assets/js/collection-7db6062b91d3b7951a9fbb2280cf19db.js"></script> <script src="/assets/js/footer-92affce77153f0b1aed686e8e0b226af.js"></script> <script src="/assets/js/download-0a94364f4ea694316cdb801347b96d1b.js"></script> <script src="/assets/js/yx.alert-ecdc879fec4c8ecb95292763b4d6c0c0.js"></script> <script src="/assets/js/share-22d0ac6aeb1ca7cf4283186bff2409be.js"></script> <script src="/assets/qrcodejs/qrcode.min.js"></script> <script src="/assets/js/article-255e36e3ab51f66e23318c169b993901.js"></script> <script src="/assets/js/ai-chat-e45160c0b8f0cc86ea5087851327ac70.js"></script> <script src="/assets/swiper/js/swiper.jquery.min.js"></script> <script src="/assets/viewer/viewer.js"></script> <script> // 正文信息 var fullTextInfo = {}; // 大纲和正文信息 var esmTextInfo = ''; var esmTextTitle = ''; // 正文所有的图片 var imgListInfo = []; // 所有的figer图片 var imgKeyListInfo = []; // 所有可以点击看大图的图片 var imgShowListInfo = []; //表格大纲信息 var tableListInfo = []; // 请求前缀 var contextPath = ''; var title = ''; var doi = "10.26599\/JIC.2024.9180019"; var showAI = 1; var articleKeyword = [{"id":"1796095485993918466","articleId":"1762684368097714178","keywordId":"1762728917987971074","keywordName":"shield crossing"},{"id":"1796095486128136194","articleId":"1762684368097714178","keywordId":"1762728918126383106","keywordName":"clayshock mechanical experiment"},{"id":"1796095486258159617","articleId":"1762684368097714178","keywordId":"1762728918268989441","keywordName":"settlement prediction"},{"id":"1796095486388183041","articleId":"1762684368097714178","keywordId":"1399661706390048770","keywordName":"neural network"}]; var authors = {"authors":[{"id":"1762684369339228161","name":"<a href='\/scholar\/info?id=1762684369339228161'>Zhiqiang Bai<\/a>","email":"baizhiqiang_cumtb@163.com","type":1,"companyId":null,"orcid":null,"firstAuthor":null,"sub":"<sup>a<\/sup>"},{"id":null,"name":"Yusheng Jiang","email":null,"type":2,"companyId":null,"orcid":null,"firstAuthor":null,"sub":"<sup>a<\/sup>"},{"id":null,"name":"Chenzhong Jing","email":null,"type":2,"companyId":null,"orcid":null,"firstAuthor":null,"sub":"<sup>b<\/sup>"},{"id":null,"name":"Zhiyong Yang","email":null,"type":2,"companyId":null,"orcid":null,"firstAuthor":null,"sub":"<sup>a<\/sup>"}],"companys":["<label>a<\/label>School of Mechanics and Civil Engineering, China University of Mining and Technology, Beijing 100083, China","<label>b<\/label>Shanghai Municipal Engineering Design Institute (Group) Co., Ltd., Shanghai 200092, China"]}; var esmSize = 0; var articleId = "1762684368097714178"; var article = {"id":"1762684368097714178","title":"Clayshock mechanism and application to shield tunneling through existing tunnels: Settlement prediction using artificial intelligence","doi":"10.26599\/JIC.2024.9180019","type":"2","journalId":"1605098369766313986","isOa":1,"clickNum":5787,"downloadNum":1163,"collectionNum":null,"cscdNum":0,"quoteNum":0,"articleNo":"JIC-2023-0041","cover":null,"receivedTime":"2023-11-28T00:00:00.000+08:00","strReceivedTime":"28 November 2023","acceptedTime":"2024-02-19T00:00:00.000+08:00","strAcceptedTime":"19 February 2024","erratumId":null,"issueInfo":null,"issueInfoUrl":"<a href='\/journal\/join_journal\/archive?journalId=1605098369766313986\u0026volume=2024\u0026issn2958-3861'>2024, 2<\/a>(<a href='\/journal\/join_journal\/stage_page?stage=5\u0026id=1605098369766313986\u0026issueIndex=1796080970938032130\u0026issn2958-3861'>2<\/a>): 9180019","stageNum":5,"strType":"Research Article","strStage":"Issue","pubTime":"2024-05-27T00:00:00.000+08:00","pubYear":2024,"strPubTime":"27 May 2024","citationDate":"2024\/06\/01","erratum":null,"abstraction":"<p>In this study, we investigated the mechanism of clayshock during the construction of a new shield tunnel that passes through an existing shield tunnel. The experimental findings demonstrated a significant reduction of approximately 12% in the friction between the shield machine and the clay and silt layers. After the clayshock concentration exceeds 400 kg\/m\u00B3, it may successfully impede the movement of the slurry, completely fill the space between the formation and the shield, and minimize the surface settling. Furthermore, Plackett\u2013Burman testing was used to assess the sensitivity of the primary shield characteristics that affected settlement. The findings indicated that settlement was greatly influenced by the earth pressure, grouting quantity, and clayshock efficiency. A full factor analysis revealed an intricate link between the shield properties and settlement. If the volume of grouting was less than 6.5 m\u00B3, it was very difficult to regulate the settling value within \u22121.0 mm. We utilized the following neural network models: gated recurrent unit (GRU) network, long short-term memory network (LSTM), and Elman recurrent neural network (ELMAN). The training input data consisted of geometric, geological, and shield parameters, and the prediction output data served as the settlement value. Researchers will be able to generate accurate and reliable predictive outcomes by improving the model training process.<\/p>","abstractImage":null,"abstractToc":null,"acknowledgement":null,"copyright":"\u00A9 The Author(s) 2024. Published by Tsinghua University Press.","pdfSize":"(40.4 MB)","isCollection":false,"journalIssn":"2958-3861","issueId":"1796080970938032130","revised":"18 January 2024","issueDate":" June 2024","serviceAddress":"iconstruction@tup.tsinghua.edu.cn","price":0.0,"subject":null,"subjects":null,"license":"<p>The articles published in this open access journal are distributed under the terms of the Creative Commons Attribution 4.0 International License (<a ext-link-type=\"uri\" href=\"http:\/\/creativecommons.org\/licenses\/by\/4.0\/\">http:\/\/creativecommons.org\/licenses\/by\/4.0\/<\/a>), which permits use, distribution and reproduction in any medium, provided the original work is properly cited.<\/p>","ifErratum":false,"webOfScienceNum":0,"scopusNum":0,"trendMd":"87539","trendMdHtml":"<div id=\"trendmd-suggestions\"><\/div>\n <script defer src='\/\/js.trendmd.com\/trendmd.min.js' data-trendmdconfig='{\"journal_id\":\"87539\", \"element\":\"#trendmd-suggestions\"}'><\/script>","articleRecommendVos":null,"issue":"2","volume":"2","page":"Article number: 9180019","citationPublicationDate":"2024\/5\/27","issueTime":"2024\/6\/1","authorAndCompanyVOS":[{"author":"Zhiqiang Bai","company":"School of Mechanics and Civil Engineering,CHINA. China University of Mining and Technology, 221116,CHINA. "},{"author":"Yusheng Jiang","company":"School of Mechanics and Civil Engineering,CHINA. China University of Mining and Technology, 221116,CHINA. "},{"author":"Chenzhong Jing","company":"Shanghai Municipal Engineering Design Institute (Group) Co., Ltd,Shanghai,CHINA. "},{"author":"Zhiyong Yang","company":"School of Mechanics and Civil Engineering,CHINA. China University of Mining and Technology, 221116,CHINA. "}],"citationAuthorInstitution":null,"journalOrgan":"\u6E05\u534E\u5927\u5B66\u51FA\u7248\u793E","altmetricTwo":null,"keypointsAbstracted":null,"isMerge":null,"articleCiteVO":{"author":"Bai Z, Jiang Y, Jing C, et al. ","title":"Clayshock mechanism and application to shield tunneling through existing tunnels: Settlement prediction using artificial intelligence. ","journal":"<span style = 'font-style: italic;'>Journal of Intelligent Construction<\/span>, ","volume":" 2024, 2(2): 9180019. ","doi":"https:\/\/doi.org\/10.26599\/JIC.2024.9180019","allStr":"Bai Z, Jiang Y, Jing C, et al. . Clayshock mechanism and application to shield tunneling through existing tunnels: Settlement prediction using artificial intelligence. . <span style = 'font-style: italic;'>Journal of Intelligent Construction<\/span>, . 2024, 2(2): 9180019. . https:\/\/doi.org\/10.26599\/JIC.2024.9180019"},"frontNotesVO":{"title":null,"content":null},"articleCode":"9180019","articleCodeId":null,"clcNumber":null,"documentsCode":null,"jumpIssueId":"1796080970938032130","jel":null,"mergeId":null,"fpage":"","lpage":""}; var uuid = "qk_0d9c8788c1d24fac81990814c02a617f"; var referenceList = [{"id":"1796095486799224834","articleId":null,"reference":"<p>Y. Wan, Z. D. Zhu, L. Song, et al. Study on temporary filling material of synchronous grouting in the middle of shield. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.conbuildmat.2020.121681\">Constr Build Mater<\/a>, 2021, 273: 121681.<\/p>","keyStr":"b1","label":"[1]","content":null,"num":null,"doi":"10.1016\/j.conbuildmat.2020.121681","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Study on temporary filling material of synchronous grouting in the middle of shield\u0026journal=Constr Build Mater\u0026volume=273\u0026pages=121681\u0026publication_year=2021\u0026author=Wan Y.\u0026author=Zhu Z. D.\u0026author=Song L."},{"id":"1796095486811807746","articleId":null,"reference":"<p>S. J. Ma, M. Y. Li, Y. C. Guo, et al. Field test and research on shield cutting pile penetrating cement soil single pile composite foundation. <a ext-link-type=\"uri\" href=\"Geomech Eng\">Geomech Eng<\/a>, 2020, 23: 513\u2013521.<\/p>","keyStr":"b2","label":"[2]","content":null,"num":null,"doi":"","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Field test and research on shield cutting pile penetrating cement soil single pile composite foundation\u0026journal=Geomech Eng\u0026volume=23\u0026pages=513-521\u0026publication_year=2020\u0026author=Ma S. J.\u0026author=Li M. Y.\u0026author=Guo Y. C."},{"id":"1796095486828584961","articleId":null,"reference":"M. Casini. Proceedings of the 2<sup>nd<\/sup> International Civil Engineering and Architecture Conference. Singapore: Springer, 2023.","keyStr":"b3","label":"[3]","content":null,"num":null,"doi":"10.1007\/978-981-19-4293-8","link":null},{"id":"1796095486841167874","articleId":null,"reference":"<p>S. H. Tang, X. P. Zhang, Q. S. Liu, et al. Control and prevention of gas explosion in soft ground tunneling using slurry shield TBM. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.tust.2021.103963\">Tunn Undergr Space Technol<\/a>, 2021, 113: 103963.<\/p>","keyStr":"b4","label":"[4]","content":null,"num":null,"doi":"10.1016\/j.tust.2021.103963","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Control and prevention of gas explosion in soft ground tunneling using slurry shield TBM\u0026journal=Tunn Undergr Space Technol\u0026volume=113\u0026pages=103963\u0026publication_year=2021\u0026author=Tang S. H.\u0026author=Zhang X. P.\u0026author=Liu Q. S."},{"id":"1796095486853750785","articleId":null,"reference":"<p>H. H. Zhu, X. Wang, X. Q. Chen, et al. Similarity search and performance prediction of shield tunnels in operation through time series data mining. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.autcon.2020.103178\">Autom Constr<\/a>, 2020, 114: 103178.<\/p>","keyStr":"b5","label":"[5]","content":null,"num":null,"doi":"10.1016\/j.autcon.2020.103178","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Similarity search and performance prediction of shield tunnels in operation through time series data mining\u0026journal=Autom Constr\u0026volume=114\u0026pages=103178\u0026publication_year=2020\u0026author=Zhu H. H.\u0026author=Wang X.\u0026author=Chen X. Q."},{"id":"1796095486866333698","articleId":null,"reference":"<p>S. Suwansawat, H. H. Einstein. Artificial neural networks for predicting the maximum surface settlement caused by EPB shield tunneling. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.tust.2005.06.007\">Tunn Undergr Space Technol<\/a>, 2006, 21: 133\u2013150.<\/p>","keyStr":"b6","label":"[6]","content":null,"num":null,"doi":"10.1016\/j.tust.2005.06.007","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Artificial neural networks for predicting the maximum surface settlement caused by EPB shield tunneling\u0026journal=Tunn Undergr Space Technol\u0026volume=21\u0026pages=133-150\u0026publication_year=2006\u0026author=Suwansawat S.\u0026author=Einstein H. H."},{"id":"1796095486878916609","articleId":null,"reference":"<p>J. H. Li, P. X. Li, D. Guo, et al. Advanced prediction of tunnel boring machine performance based on big data. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.gsf.2020.02.011\">Geosci Front<\/a>, 2021, 12: 331\u2013338.<\/p>","keyStr":"b7","label":"[7]","content":null,"num":null,"doi":"10.1016\/j.gsf.2020.02.011","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Advanced prediction of tunnel boring machine performance based on big data\u0026journal=Geosci Front\u0026volume=12\u0026pages=331-338\u0026publication_year=2021\u0026author=Li J. H.\u0026author=Li P. X.\u0026author=Guo D."},{"id":"1796095486891499522","articleId":null,"reference":"<p>Y. K. Zhang, G. F. Gong, H. Y. Yang, et al. Precision versus intelligence: Autonomous supporting pressure balance control for slurry shield tunnel boring machines. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.autcon.2020.103173\">Autom Constr<\/a>, 2020, 114: 103173.<\/p>","keyStr":"b8","label":"[8]","content":null,"num":null,"doi":"10.1016\/j.autcon.2020.103173","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Precision versus intelligence: Autonomous supporting pressure balance control for slurry shield tunnel boring machines\u0026journal=Autom Constr\u0026volume=114\u0026pages=103173\u0026publication_year=2020\u0026author=Zhang Y. K.\u0026author=Gong G. F.\u0026author=Yang H. Y."},{"id":"1796095486904082434","articleId":null,"reference":"<p>C. Zhou, H. C. Xu, L. Y. Ding, et al. Dynamic prediction for attitude and position in shield tunneling: A deep learning method. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.autcon.2019.102840\">Autom Constr<\/a>, 2019, 105: 102840.<\/p>","keyStr":"b9","label":"[9]","content":null,"num":null,"doi":"10.1016\/j.autcon.2019.102840","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Dynamic prediction for attitude and position in shield tunneling: A deep learning method\u0026journal=Autom Constr\u0026volume=105\u0026pages=102840\u0026publication_year=2019\u0026author=Zhou C.\u0026author=Xu H. C.\u0026author=Ding L. Y."},{"id":"1796095486916665345","articleId":null,"reference":"<p>W. L. Liu, A. Li, C. J. Liu. Multi-objective optimization control for tunnel boring machine performance improvement under uncertainty. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.autcon.2022.104310\">Autom Constr<\/a>, 2022, 139: 104310.<\/p>","keyStr":"b10","label":"[10]","content":null,"num":null,"doi":"10.1016\/j.autcon.2022.104310","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Multi-objective optimization control for tunnel boring machine performance improvement under uncertainty\u0026journal=Autom Constr\u0026volume=139\u0026pages=104310\u0026publication_year=2022\u0026author=Liu W. L.\u0026author=Li A.\u0026author=Liu C. J."},{"id":"1796095486929248258","articleId":null,"reference":"<p>S. S. Lin, S. L. Shen, N. Zhang, et al. Modelling the performance of EPB shield tunnelling using machine and deep learning algorithms. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.gsf.2021.101177\">Geosci Front<\/a>, 2021, 12: 101177.<\/p>","keyStr":"b11","label":"[11]","content":null,"num":null,"doi":"10.1016\/j.gsf.2021.101177","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Modelling the performance of EPB shield tunnelling using machine and deep learning algorithms\u0026journal=Geosci Front\u0026volume=12\u0026pages=101177\u0026publication_year=2021\u0026author=Lin S. S.\u0026author=Shen S. L.\u0026author=Zhang N."},{"id":"1796095486941831170","articleId":null,"reference":"<p>X. Huang, Q. S. Liu, X. X. Peng, et al. Mechanism and forecasting model for shield jamming during TBM tunnelling through deep soft ground. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1080\/19648189.2017.1327895\">Eur J Environ Civil Eng<\/a>, 2019, 23: 1035\u20131068.<\/p>","keyStr":"b12","label":"[12]","content":null,"num":null,"doi":"10.1080\/19648189.2017.1327895","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Mechanism and forecasting model for shield jamming during TBM tunnelling through deep soft ground\u0026journal=Eur J Environ Civil Eng\u0026volume=23\u0026pages=1035-1068\u0026publication_year=2019\u0026author=Huang X.\u0026author=Liu Q. S.\u0026author=Peng X. X."},{"id":"1796095486950219777","articleId":null,"reference":"<p>R. Hasanpour, J. Rostami, J. Schmitt, et al. Prediction of TBM jamming risk in squeezing grounds using Bayesian and artificial neural networks. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.jrmge.2019.04.006\">J Rock Mech Geotech Eng<\/a>, 2020, 12: 21\u201331.<\/p>","keyStr":"b13","label":"[13]","content":null,"num":null,"doi":"10.1016\/j.jrmge.2019.04.006","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Prediction of TBM jamming risk in squeezing grounds using Bayesian and artificial neural networks\u0026journal=J Rock Mech Geotech Eng\u0026volume=12\u0026pages=21-31\u0026publication_year=2020\u0026author=Hasanpour R.\u0026author=Rostami J.\u0026author=Schmitt J."},{"id":"1796095486962802690","articleId":null,"reference":"<p>K. Elbaz, S. L. Shen, A. N. Zhou, et al. Prediction of disc cutter life during shield tunneling with AI via the incorporation of a genetic algorithm into a GMDH-type neural network. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.eng.2020.02.016\">Engineering<\/a>, 2021, 7: 238\u2013251.<\/p>","keyStr":"b14","label":"[14]","content":null,"num":null,"doi":"10.1016\/j.eng.2020.02.016","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Prediction of disc cutter life during shield tunneling with AI via the incorporation of a genetic algorithm into a GMDH-type neural network\u0026journal=Engineering\u0026volume=7\u0026pages=238-251\u0026publication_year=2021\u0026author=Elbaz K.\u0026author=Shen S. L.\u0026author=Zhou A. N."},{"id":"1796095486979579905","articleId":null,"reference":"<p>K. Elbaz, S. L. Shen, A. N. Zhou, et al. Data in intelligent approach for estimation of disc cutter life using hybrid metaheuristic algorithm. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.dib.2020.106479\">Data Brief<\/a>, 2020, 33: 106479.<\/p>","keyStr":"b15","label":"[15]","content":null,"num":null,"doi":"10.1016\/j.dib.2020.106479","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Data in intelligent approach for estimation of disc cutter life using hybrid metaheuristic algorithm\u0026journal=Data Brief\u0026volume=33\u0026pages=106479\u0026publication_year=2020\u0026author=Elbaz K.\u0026author=Shen S. L.\u0026author=Zhou A. N."},{"id":"1796095486992162818","articleId":null,"reference":"<p>Z. X. Li, H. W. Sun. Arti\uFB01cial intelligence-based spatio\u2013temporal vision sensors: Applications and prospects. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.3389\/fmats.2023.1269992\">Front Mater<\/a>, 2023, 10: 1269992.<\/p>","keyStr":"b16","label":"[16]","content":null,"num":null,"doi":"10.3389\/fmats.2023.1269992","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Arti\uFB01cial intelligence-based spatio\u2013temporal vision sensors: Applications and prospects\u0026journal=Front Mater\u0026volume=10\u0026pages=1269992\u0026publication_year=2023\u0026author=Li Z. X.\u0026author=Sun H. W."},{"id":"1796095487004745729","articleId":null,"reference":"<p>W. P. Wang, Z. R. Wang, Z. F. Zhou, et al. Anomaly detection of industrial control systems based on transfer learning. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.26599\/TST.2020.9010041\">Tsinghua Sci Technol<\/a>, 2021, 26: 821\u2013832.<\/p>","keyStr":"b17","label":"[17]","content":null,"num":null,"doi":"10.26599\/TST.2020.9010041","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Anomaly detection of industrial control systems based on transfer learning\u0026journal=Tsinghua Sci Technol\u0026volume=26\u0026pages=821-832\u0026publication_year=2021\u0026author=Wang W. P.\u0026author=Wang Z. R.\u0026author=Zhou Z. F."},{"id":"1796095487017328641","articleId":null,"reference":"<p>N. Li, L. Hu, Z. L. Deng, et al. Research on GRU neural network satellite traffic prediction based on transfer learning. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1007\/s11277-020-08045-z\">Wirel Pers Commun<\/a>, 2021, 118: 815\u2013827.<\/p>","keyStr":"b18","label":"[18]","content":null,"num":null,"doi":"10.1007\/s11277-020-08045-z","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Research on GRU neural network satellite traffic prediction based on transfer learning\u0026journal=Wirel Pers Commun\u0026volume=118\u0026pages=815-827\u0026publication_year=2021\u0026author=Li N.\u0026author=Hu L.\u0026author=Deng Z. L."},{"id":"1796095487029911553","articleId":null,"reference":"<p>G. Wang, Q. Fang, J. M. Du, et al. Deep learning-based prediction of steady surface settlement due to shield tunnelling. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.autcon.2023.105006\">Autom Constr<\/a>, 2023, 154: 105006.<\/p>","keyStr":"b19","label":"[19]","content":null,"num":null,"doi":"10.1016\/j.autcon.2023.105006","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Deep learning-based prediction of steady surface settlement due to shield tunnelling\u0026journal=Autom Constr\u0026volume=154\u0026pages=105006\u0026publication_year=2023\u0026author=Wang G.\u0026author=Fang Q.\u0026author=Du J. M."},{"id":"1796095487042494465","articleId":null,"reference":"<p>S. Bair, P. Vergne, P. Kumar, et al. Comment on \u201Chistory, origins and prediction of elastohydrodynamic friction\u201D by Spikes and Jie. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1007\/s11249-015-0481-x\">Tribol Lett<\/a>, 2015, 58: 16.<\/p>","keyStr":"b20","label":"[20]","content":null,"num":null,"doi":"10.1007\/s11249-015-0481-x","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Comment on \u201Chistory, origins and prediction of elastohydrodynamic friction\u201D by Spikes and Jie\u0026journal=Tribol Lett\u0026volume=58\u0026pages=16\u0026publication_year=2015\u0026author=Bair S.\u0026author=Vergne P.\u0026author=Kumar P."},{"id":"1796095487055077378","articleId":null,"reference":"<p>A. Matsoukas, E. Mitsoulis. Geometry effects in squeeze flow of Bingham plastics. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/S0377-0257(02)00170-2\">J Non-Newton Fluid Mech<\/a>, 2003, 109: 231\u2013240.<\/p>","keyStr":"b21","label":"[21]","content":null,"num":null,"doi":"10.1016\/S0377-0257(02)00170-2","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Geometry effects in squeeze flow of Bingham plastics\u0026journal=J Non-Newton Fluid Mech\u0026volume=109\u0026pages=231-240\u0026publication_year=2003\u0026author=Matsoukas A.\u0026author=Mitsoulis E."},{"id":"1796095487063465985","articleId":null,"reference":"<p>M. M. I. Al-Doury. A discussion about hydraulic permeability and permeability. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1080\/10916460903261715\">Pet Sci Technol<\/a>, 2010, 28: 1740\u20131749.<\/p>","keyStr":"b22","label":"[22]","content":null,"num":null,"doi":"10.1080\/10916460903261715","link":"https:\/\/scholar.google.com\/scholar_lookup?title=A discussion about hydraulic permeability and permeability\u0026journal=Pet Sci Technol\u0026volume=28\u0026pages=1740-1749\u0026publication_year=2010\u0026author=Al-Doury M. M. I."},{"id":"1796095487076048898","articleId":null,"reference":"<p>H. H. Zhu, Q. W. Xu, S. M. Liao, et al. Experimental study on thrust thrust model of earth pressure balanced shield construction. <a ext-link-type=\"uri\" href=\"Rock Soil Mech\">Rock Soil Mech<\/a>, 2007, 28: 1587\u20131594. (in Chinese)<\/p>","keyStr":"b23","label":"[23]","content":null,"num":null,"doi":"","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Experimental study on thrust thrust model of earth pressure balanced shield construction\u0026journal=Rock Soil Mech\u0026volume=28\u0026pages=1587-1594\u0026publication_year=2007\u0026author=Zhu H. H.\u0026author=Xu Q. W.\u0026author=Liao S. M."},{"id":"1796095487088631809","articleId":null,"reference":"<p>S. L. Marshall. Nonlinear pressure diffusion in flow of compressible liquids through porous media. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1007\/s11242-008-9275-z\">Transp Porous Media<\/a>, 2009, 77: 431\u2013446.<\/p>","keyStr":"b24","label":"[24]","content":null,"num":null,"doi":"10.1007\/s11242-008-9275-z","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Nonlinear pressure diffusion in flow of compressible liquids through porous media\u0026journal=Transp Porous Media\u0026volume=77\u0026pages=431-446\u0026publication_year=2009\u0026author=Marshall S. L."},{"id":"1796095487101214721","articleId":null,"reference":"<p>L. H. Chen, X. Li, Y. Xu, et al. Accurate estimation of soil shear strength parameters. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1007\/s11771-019-4066-y\">J Cent South Univ<\/a>, 2019, 26: 1000\u20131010.<\/p>","keyStr":"b25","label":"[25]","content":null,"num":null,"doi":"10.1007\/s11771-019-4066-y","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Accurate estimation of soil shear strength parameters\u0026journal=J Cent South Univ\u0026volume=26\u0026pages=1000-1010\u0026publication_year=2019\u0026author=Chen L. H.\u0026author=Li X.\u0026author=Xu Y."},{"id":"1796095487113797633","articleId":null,"reference":"<p>G. Z. Xu, Y. F. Gao, C. J. Xu. Permeability behavior of high-moisture content dredged slurries. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1080\/1064119X.2014.890258\">Mar Georesour Geotechnol<\/a>, 2015, 33: 348\u2013355.<\/p>","keyStr":"b26","label":"[26]","content":null,"num":null,"doi":"10.1080\/1064119X.2014.890258","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Permeability behavior of high-moisture content dredged slurries\u0026journal=Mar Georesour Geotechnol\u0026volume=33\u0026pages=348-355\u0026publication_year=2015\u0026author=Xu G. Z.\u0026author=Gao Y. F.\u0026author=Xu C. J."},{"id":"1796095487126380545","articleId":null,"reference":"<p>I. B. Gratchev, K. Sassa. Shear strength of clay at different shear rates. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1061\/(ASCE)GT.1943-5606.0001297\">J Geotech Geoenviron Eng<\/a>, 2015, 141: 06015002.<\/p>","keyStr":"b27","label":"[27]","content":null,"num":null,"doi":"10.1061\/(ASCE)GT.1943-5606.0001297","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Shear strength of clay at different shear rates\u0026journal=J Geotech Geoenviron Eng\u0026volume=141\u0026pages=06015002\u0026publication_year=2015\u0026author=Gratchev I. B.\u0026author=Sassa K."},{"id":"1796095487138963457","articleId":null,"reference":"<p>A. Sadrekarimi. Effect of the mode of shear on static liquefaction analysis. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1061\/(ASCE)GT.1943-5606.0001182\">J Geotech Geoenviron Eng<\/a>, 2014, 140: 04014069.<\/p>","keyStr":"b28","label":"[28]","content":null,"num":null,"doi":"10.1061\/(ASCE)GT.1943-5606.0001182","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Effect of the mode of shear on static liquefaction analysis\u0026journal=J Geotech Geoenviron Eng\u0026volume=140\u0026pages=04014069\u0026publication_year=2014\u0026author=Sadrekarimi A."},{"id":"1796095487151546369","articleId":null,"reference":"<p>M. Ma\u0161kovi\u0107, B. Jan\u010Di\u0107-stojanovi\u0107, A. Malenovi\u0107, et al. Assessment of liquid chromatographic method robustness by use of Plackett\u2013Burman design. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1556\/AChrom.22.2010.2.10\">Acta Chromatogr<\/a>, 2010, 22: 281\u2013296.<\/p>","keyStr":"b29","label":"[29]","content":null,"num":null,"doi":"10.1556\/AChrom.22.2010.2.10","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Assessment of liquid chromatographic method robustness by use of Plackett\u2013Burman design\u0026journal=Acta Chromatogr\u0026volume=22\u0026pages=281-296\u0026publication_year=2010\u0026author=Ma\u0161kovi\u0107 M.\u0026author=Jan\u010Di\u0107-stojanovi\u0107 B.\u0026author=Malenovi\u0107 A."},{"id":"1796095487159934978","articleId":null,"reference":"<p>M. Kulahci, S. Bisgaard. The use of Plackett\u2013Burman designs to construct split-plot designs. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1198\/004017005000000427\">Technometrics<\/a>, 2005, 47: 495\u2013501.<\/p>","keyStr":"b30","label":"[30]","content":null,"num":null,"doi":"10.1198\/004017005000000427","link":"https:\/\/scholar.google.com\/scholar_lookup?title=The use of Plackett\u2013Burman designs to construct split-plot designs\u0026journal=Technometrics\u0026volume=47\u0026pages=495-501\u0026publication_year=2005\u0026author=Kulahci M.\u0026author=Bisgaard S."},{"id":"1796095487172517890","articleId":null,"reference":"<p>J. Yoon. Application of experimental design and optimization to PFC model calibration in uniaxial compression simulation. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.ijrmms.2007.01.004\">Int J Rock Mech Min Sci<\/a>, 2007, 44: 871\u2013889.<\/p>","keyStr":"b31","label":"[31]","content":null,"num":null,"doi":"10.1016\/j.ijrmms.2007.01.004","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Application of experimental design and optimization to PFC model calibration in uniaxial compression simulation\u0026journal=Int J Rock Mech Min Sci\u0026volume=44\u0026pages=871-889\u0026publication_year=2007\u0026author=Yoon J."},{"id":"1796095487185100802","articleId":null,"reference":"<p>E. B. Ding, C. N. Cao, H. Q. Hu, et al. Application of central composite design to the optimization of fly ash-based geopolymers. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.conbuildmat.2019.116960\">Constr Build Mater<\/a>, 2020, 230: 116960.<\/p>","keyStr":"b32","label":"[32]","content":null,"num":null,"doi":"10.1016\/j.conbuildmat.2019.116960","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Application of central composite design to the optimization of fly ash-based geopolymers\u0026journal=Constr Build Mater\u0026volume=230\u0026pages=116960\u0026publication_year=2020\u0026author=Ding E. B.\u0026author=Cao C. N.\u0026author=Hu H. Q."},{"id":"1796095487197683714","articleId":null,"reference":"<p>J. D. Kechagias, N. Vidakis. Parametric optimization of material extrusion 3D printing process: An assessment of Box\u2013Behnken vs. full-factorial experimental approach . <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1007\/s00170-022-09532-2\">Int J Adv Manuf Technol<\/a>, 2022, 121: 3163\u20133172.<\/p>","keyStr":"b33","label":"[33]","content":null,"num":null,"doi":"10.1007\/s00170-022-09532-2","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Parametric optimization of material extrusion 3D printing process: An assessment of Box\u2013Behnken vs. full-factorial experimental approach\u0026journal=Int J Adv Manuf Technol\u0026volume=121\u0026pages=3163-3172\u0026publication_year=2022\u0026author=Kechagias J. D.\u0026author=Vidakis N."},{"id":"1796095487210266625","articleId":null,"reference":"<p>C. Busack, C. M. Knudsen. Using factorial mating designs to increase the effective number of breeders in fish hatcheries. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.aquaculture.2007.09.010\">Aquaculture<\/a>, 2007, 273: 24\u201332.<\/p>","keyStr":"b34","label":"[34]","content":null,"num":null,"doi":"10.1016\/j.aquaculture.2007.09.010","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Using factorial mating designs to increase the effective number of breeders in fish hatcheries\u0026journal=Aquaculture\u0026volume=273\u0026pages=24-32\u0026publication_year=2007\u0026author=Busack C.\u0026author=Knudsen C. M."},{"id":"1796095487222849538","articleId":null,"reference":"Y. C. Cheng, W. M. Qi, J. Zhao. A new Elman neural network and its dynamic properties. In: Proceedings of 2008 IEEE Conference on Cybernetics and Intelligent Systems, Chengdu, China, 2008: pp 971\u2013975.","keyStr":"b35","label":"[35]","content":null,"num":null,"doi":"","link":null},{"id":"1796095487231238146","articleId":null,"reference":"Y. C. Cheng, W. M. Qi, W. Y. Cai. Dynamic properties of Elman and modified Elman neural network. In: Proceedings of International Conference on Machine Learning and Cybernetics, Beijing, China, 2002: pp 637\u2013640.","keyStr":"b36","label":"[36]","content":null,"num":null,"doi":"","link":null},{"id":"1796095487243821058","articleId":null,"reference":"<p>S. F. Ding, Y. N. Zhang, J. R. Chen, et al. Research on using genetic algorithms to optimize Elman neural networks. <a ext-link-type=\"uri\" href=\"Neural Comput Appl\">Neural Comput Appl<\/a>, 2013, 23: 293\u2013297.<\/p>","keyStr":"b37","label":"[37]","content":null,"num":null,"doi":"10.1007\/s00521-012-0896-3","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Research on using genetic algorithms to optimize Elman neural networks\u0026journal=Neural Comput Appl\u0026volume=23\u0026pages=293-297\u0026publication_year=2013\u0026author=Ding S. F.\u0026author=Zhang Y. N.\u0026author=Chen J. R."},{"id":"1796095487256403969","articleId":null,"reference":"R. Dey, F. M. Salem. Gate-variants of Gated Recurrent Unit (GRU) neural networks. In: Proceedings of the IEEE 60<sup>th<\/sup> International Midwest Symposium on Circuits and Systems, Boston, USA, 2017: pp 1597\u2013600.","keyStr":"b38","label":"[38]","content":null,"num":null,"doi":"10.1109\/MWSCAS.2017.8053243","link":null},{"id":"1796095487268986881","articleId":null,"reference":"<p>N. Zhang, N. Zhang, Q. Zheng, et al. Real-time prediction of shield moving trajectory during tunnelling using GRU deep neural network. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1007\/s11440-021-01319-1\">Acta Geotech<\/a>, 2022, 17: 1167\u20131182.<\/p>","keyStr":"b39","label":"[39]","content":null,"num":null,"doi":"10.1007\/s11440-021-01319-1","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Real-time prediction of shield moving trajectory during tunnelling using GRU deep neural network\u0026journal=Acta Geotech\u0026volume=17\u0026pages=1167-1182\u0026publication_year=2022\u0026author=Zhang N.\u0026author=Zhang N.\u0026author=Zheng Q."},{"id":"1796095487281569793","articleId":null,"reference":"N. Elsayed, A. S. Maida, M. Bayoumi. Gated recurrent neural networks empirical utilization for time series classification. In: Proceedings of 2019 International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData), Atlanta, USA, 2019: pp 1207\u20131210.","keyStr":"b40","label":"[40]","content":null,"num":null,"doi":"10.1109\/iThings\/GreenCom\/CPSCom\/SmartData.2019.00202","link":null},{"id":"1796095487294152705","articleId":null,"reference":"<p>K. Smagulova, A. P. James. A survey on LSTM memristive neural network architectures and applications. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1140\/epjst\/e2019-900046-x\">Eur Phys J Spec Top<\/a>, 2019, 228: 2313\u20132324.<\/p>","keyStr":"b41","label":"[41]","content":null,"num":null,"doi":"10.1140\/epjst\/e2019-900046-x","link":"https:\/\/scholar.google.com\/scholar_lookup?title=A survey on LSTM memristive neural network architectures and applications\u0026journal=Eur Phys J Spec Top\u0026volume=228\u0026pages=2313-2324\u0026publication_year=2019\u0026author=Smagulova K.\u0026author=James A. P."},{"id":"1796095487306735617","articleId":null,"reference":"<p>Y. Yu, X. S. Si, C. H. Hu, et al. A review of recurrent neural networks: LSTM cells and network architectures. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1162\/neco_a_01199\">Neural Comput<\/a>, 2019, 31: 1235\u20131270.<\/p>","keyStr":"b42","label":"[42]","content":null,"num":null,"doi":"10.1162\/neco_a_01199","link":"https:\/\/scholar.google.com\/scholar_lookup?title=A review of recurrent neural networks: LSTM cells and network architectures\u0026journal=Neural Comput\u0026volume=31\u0026pages=1235-1270\u0026publication_year=2019\u0026author=Yu Y.\u0026author=Si X. S.\u0026author=Hu C. H."},{"id":"1796095487315124225","articleId":null,"reference":"<p>C. Dennis, A. P. Engelbrecht, B. M. Ombuki-Berman. An analysis of activation function saturation in particle swarm optimization trained neural networks. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1007\/s11063-020-10290-z\">Neural Process Lett<\/a>, 2020, 52: 1123\u20131153.<\/p>","keyStr":"b43","label":"[43]","content":null,"num":null,"doi":"10.1007\/s11063-020-10290-z","link":"https:\/\/scholar.google.com\/scholar_lookup?title=An analysis of activation function saturation in particle swarm optimization trained neural networks\u0026journal=Neural Process Lett\u0026volume=52\u0026pages=1123-1153\u0026publication_year=2020\u0026author=Dennis C.\u0026author=Engelbrecht A. P.\u0026author=Ombuki-Berman B. M."},{"id":"1796095487327707138","articleId":null,"reference":"<p>I. Ohn, Y. Kim. Smooth function approximation by deep neural networks with general activation functions. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.3390\/e21070627\">Entropy<\/a>, 2019, 21: 627.<\/p>","keyStr":"b44","label":"[44]","content":null,"num":null,"doi":"10.3390\/e21070627","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Smooth function approximation by deep neural networks with general activation functions\u0026journal=Entropy\u0026volume=21\u0026pages=627\u0026publication_year=2019\u0026author=Ohn I.\u0026author=Kim Y."},{"id":"1796095487340290049","articleId":null,"reference":"A. Z. Liu, H. G. Hu, T. Qiu, et al. Exploring optimal adaptive activation functions for various tasks. In: Proceedings of 2020 IEEE International Conference on Bioinformatics and Biomedicine, Seoul, Korea (South), 2020: pp 2290\u20132297.","keyStr":"b45","label":"[45]","content":null,"num":null,"doi":"10.1109\/BIBM49941.2020.9313386","link":null}]; var ifShowFullText = true; var galleryTopTable; var galleryThumbsTable; //设置预览全局变量 var ifPreview = 0 || 0; // 在《纳米研究》2024年Issue2中35篇文章的下载按钮上增加Google下载事件代码 var ifNeedGoogleDownload = 1; // 是否需要显示show all outline按钮 var allOutlineShow = false; // 在《纳米研究》2024年Issue2中35篇文章的下载按钮上增加Google下载事件代码 function googleDownload() { if (ifNeedGoogleDownload == 0) { gtag('event', 'conversion', { 'send_to': 'AW-10902746976/k8LBCKGMg5YZEODu6s4o' }); } } // 正文左侧导航的节点 var domArr = []; var treeDataO = []; var articleApp = new Vue({ el: '#article-app', data: { pdfHoverIsShow: false, drawer: false, activeNames: ['1'], treeData: [], treeDataReady: false, defaultProps: { children: 'children', label: 'label', id: 'id', }, imgMenuList: [], tableMenuList: [], }, methods: { pdfViewMouseenter() { const userAgentInfo = navigator.userAgent; const Agents = ['Android', 'iPhone', 'SymbianOS', 'Windows Phone', 'iPad', 'iPod']; const isPcStatus = Agents.every((one) => !userAgentInfo.includes(one)); const client = document.documentElement.clientWidth || document.body.clientWidth; if (isPcStatus && client > 1024) { this.pdfHoverIsShow = true; } }, pdfViewMouseleave() { setTimeout(() => { this.pdfHoverIsShow = false; }, 500); }, handleChange(val) { }, handleNodeClick(data) { turnCurrentNode(data.id); }, showOutline(type) { // 关闭其他节点 this.treeData.forEach(leaf => { this.$refs.tree.store.nodesMap[leaf.id].expanded = type === 1; if (leaf.children && leaf.children.length > 0) { leaf.children.forEach(leafChild => { this.$refs.tree.store.nodesMap[leafChild.id].expanded = type === 1; if (leafChild.children && leafChild.children.length > 0) { leafChild.children.forEach(leafSon => { this.$refs.tree.store.nodesMap[leafSon.id].expanded = type === 1; }); } }); } }); if (type === 1) { $('.v4_art_outline_show').css('display', 'none'); $('.v4_art_outline_hide').css('display', 'block'); } else { $('.v4_art_outline_show').css('display', 'block'); $('.v4_art_outline_hide').css('display', 'none'); } }, setSelectedKey(key) { // 选中节点并且展开其父节点 this.$refs.tree.setCurrentKey(key, true); const parentNode = this.$refs.tree.getNode(key).parent; var key1 = key; var key2 = ''; var key3 = ''; if (parentNode && parentNode.data && parentNode.data.id) { key2 = parentNode.data.id; this.$refs.tree.store.nodesMap[parentNode.data.id].expanded = true; const grandparentNode = parentNode.parent; if (grandparentNode && grandparentNode.data && grandparentNode.data.id) { key3 = grandparentNode.data.id; this.$refs.tree.store.nodesMap[grandparentNode.data.id].expanded = true; } } // 关闭其他节点 this.treeData.forEach(leaf => { if (leaf.id !== key1 && leaf.id !== key2 && leaf.id !== key3) { this.$refs.tree.store.nodesMap[leaf.id].expanded = false; } if (leaf.children && leaf.children.length > 0) { leaf.children.forEach(leafChild => { if (leafChild.id !== key1 && leafChild.id !== key2 && leafChild.id !== key3) { this.$refs.tree.store.nodesMap[leafChild.id].expanded = false; } if (leafChild.children && leafChild.children.length > 0) { leafChild.children.forEach(leafSon => { if (leafSon.id !== key1 && leafSon.id !== key2 && leafSon.id !== key3) { this.$refs.tree.store.nodesMap[leafSon.id].expanded = false; } }); } }); } }); if ($('.v4_art_outline_show').css('display') != 'none' || $('.v4_art_outline_hide').css('display') != 'none') { $('.v4_art_outline_show').css('display', 'block'); $('.v4_art_outline_hide').css('display', 'none'); } }, openAiChatDrawer(){ aiChat.aiDrawerOpen(doi,article.stageNum,1,showAI) } }, }); // 异步加载正文内容 function loadFullTextInfo() { $.ajax({ url: contextPath + '/article/full_text?doi=' + doi, type: 'get', data: '', dataType: 'json', contentType: 'application/json', success: function(data) { fullTextDataIsReady = true; fullTextInfo = data['object']; // fullTextInfo = { // "trees": [], // "contentList": "", // "images": [ // { // "key": "image-iEng-2023-s-0024-1", // "html": "<img src=\"https://wqketang.oss-cn-beijing.aliyuncs.com/zip-unzip/zip-7f9b22ae-5865-4143-a681-f77a8724f8dd/iEng-2023-s-0024/files/iEng-2023-s-0024-1.jpg?Expires=1719580654&OSSAccessKeyId=STS.NUbZf2DD6Ue3FqTmGvgkvUbF1&Signature=AJ%2BQ6vjArPRI%2FXGsFthpTKeluio%3D&x-oss-process=image%2Fresize%2Cm_fixed%2Cw_217&security-token=CAISywJ1q6Ft5B2yfSjIr5bXEdyGqZsX4qfYRFfliUcja%2BRauqft0zz2IHtKenhsBOsbtfk1mG5W5%2FgZlqJ9SptIAEfJa9d99Mz%2Bf8BIjdCT1fau5Jko1beHewHKeTOZsebWZ%2BLmNqC%2FHt6md1HDkAJq3LL%2Bbk%2FMdle5MJqP%2B%2FUFB5ZtKWveVzddA8pMLQZPsdITMWCrVcygKRn3mGHdfiEK00he8TouufTinpHMskGA1Aell7Mvyt6vcsT%2BXa5FJ4xiVtq55utye5fa3TRYgxowr%2Fwo0v0YpGya5YzHXwcPskvdKZbo78UqLQlla6w%2BGqFJqvPxr%2Fp8t%2Fx5fWJKAezhVgs8cVM8JOjIqKOscIsiZmYk4pM4wgzSyCaJL7f%2FhREKa7znWGyxgyLY25K9yOXNh%2FA7x25WFZknm%2BbJoNLmr0pOOvEupyi0697UTzDnGoABihsmGXKWpSd6XDZIstjWbPKKorqYDJSMThEt%2F%2F9EPJXR4F4eCQ9BJV3gUyzfY08MnHKQ4H7mG8WnZ8%2FjZiwrfF7NSWXWD8SUf46hbaSsKbigUEcuiHoLO8%2BpSp%2BiEOlDNxxej3LE4vOpbeaqnNSNZFXt3nMTNC1HaeHqNJS7lYcgAA%3D%3D\" original-src=\"https://wqketang.oss-cn-beijing.aliyuncs.com/zip-unzip/zip-7f9b22ae-5865-4143-a681-f77a8724f8dd/iEng-2023-s-0024/files/iEng-2023-s-0024-1.jpg?Expires=1719580654&OSSAccessKeyId=STS.NUbZf2DD6Ue3FqTmGvgkvUbF1&Signature=CaKJgAJ16yzHNf6wFEX2G1f1LT0%3D&security-token=CAISywJ1q6Ft5B2yfSjIr5bXEdyGqZsX4qfYRFfliUcja%2BRauqft0zz2IHtKenhsBOsbtfk1mG5W5%2FgZlqJ9SptIAEfJa9d99Mz%2Bf8BIjdCT1fau5Jko1beHewHKeTOZsebWZ%2BLmNqC%2FHt6md1HDkAJq3LL%2Bbk%2FMdle5MJqP%2B%2FUFB5ZtKWveVzddA8pMLQZPsdITMWCrVcygKRn3mGHdfiEK00he8TouufTinpHMskGA1Aell7Mvyt6vcsT%2BXa5FJ4xiVtq55utye5fa3TRYgxowr%2Fwo0v0YpGya5YzHXwcPskvdKZbo78UqLQlla6w%2BGqFJqvPxr%2Fp8t%2Fx5fWJKAezhVgs8cVM8JOjIqKOscIsiZmYk4pM4wgzSyCaJL7f%2FhREKa7znWGyxgyLY25K9yOXNh%2FA7x25WFZknm%2BbJoNLmr0pOOvEupyi0697UTzDnGoABihsmGXKWpSd6XDZIstjWbPKKorqYDJSMThEt%2F%2F9EPJXR4F4eCQ9BJV3gUyzfY08MnHKQ4H7mG8WnZ8%2FjZiwrfF7NSWXWD8SUf46hbaSsKbigUEcuiHoLO8%2BpSp%2BiEOlDNxxej3LE4vOpbeaqnNSNZFXt3nMTNC1HaeHqNJS7lYcgAA%3D%3D\">\n<p style=\"text-align:center\"><label>Fig. 1</label></p>", // "htmlWithNoLabel": "<img src=\"zip-unzip/zip-7f9b22ae-5865-4143-a681-f77a8724f8dd/iEng-2023-s-0024/files/iEng-2023-s-0024-1.jpg\" />", // "parentHtml": "<fig id=\"Figure1\">\n <img src=\"https://wqketang.oss-cn-beijing.aliyuncs.com/zip-unzip/zip-7f9b22ae-5865-4143-a681-f77a8724f8dd/iEng-2023-s-0024/files/iEng-2023-s-0024-1.jpg?Expires=1719580654&OSSAccessKeyId=STS.NUbZf2DD6Ue3FqTmGvgkvUbF1&Signature=AJ%2BQ6vjArPRI%2FXGsFthpTKeluio%3D&x-oss-process=image%2Fresize%2Cm_fixed%2Cw_217&security-token=CAISywJ1q6Ft5B2yfSjIr5bXEdyGqZsX4qfYRFfliUcja%2BRauqft0zz2IHtKenhsBOsbtfk1mG5W5%2FgZlqJ9SptIAEfJa9d99Mz%2Bf8BIjdCT1fau5Jko1beHewHKeTOZsebWZ%2BLmNqC%2FHt6md1HDkAJq3LL%2Bbk%2FMdle5MJqP%2B%2FUFB5ZtKWveVzddA8pMLQZPsdITMWCrVcygKRn3mGHdfiEK00he8TouufTinpHMskGA1Aell7Mvyt6vcsT%2BXa5FJ4xiVtq55utye5fa3TRYgxowr%2Fwo0v0YpGya5YzHXwcPskvdKZbo78UqLQlla6w%2BGqFJqvPxr%2Fp8t%2Fx5fWJKAezhVgs8cVM8JOjIqKOscIsiZmYk4pM4wgzSyCaJL7f%2FhREKa7znWGyxgyLY25K9yOXNh%2FA7x25WFZknm%2BbJoNLmr0pOOvEupyi0697UTzDnGoABihsmGXKWpSd6XDZIstjWbPKKorqYDJSMThEt%2F%2F9EPJXR4F4eCQ9BJV3gUyzfY08MnHKQ4H7mG8WnZ8%2FjZiwrfF7NSWXWD8SUf46hbaSsKbigUEcuiHoLO8%2BpSp%2BiEOlDNxxej3LE4vOpbeaqnNSNZFXt3nMTNC1HaeHqNJS7lYcgAA%3D%3D\" original-src=\"https://wqketang.oss-cn-beijing.aliyuncs.com/zip-unzip/zip-7f9b22ae-5865-4143-a681-f77a8724f8dd/iEng-2023-s-0024/files/iEng-2023-s-0024-1.jpg?Expires=1719580654&OSSAccessKeyId=STS.NUbZf2DD6Ue3FqTmGvgkvUbF1&Signature=CaKJgAJ16yzHNf6wFEX2G1f1LT0%3D&security-token=CAISywJ1q6Ft5B2yfSjIr5bXEdyGqZsX4qfYRFfliUcja%2BRauqft0zz2IHtKenhsBOsbtfk1mG5W5%2FgZlqJ9SptIAEfJa9d99Mz%2Bf8BIjdCT1fau5Jko1beHewHKeTOZsebWZ%2BLmNqC%2FHt6md1HDkAJq3LL%2Bbk%2FMdle5MJqP%2B%2FUFB5ZtKWveVzddA8pMLQZPsdITMWCrVcygKRn3mGHdfiEK00he8TouufTinpHMskGA1Aell7Mvyt6vcsT%2BXa5FJ4xiVtq55utye5fa3TRYgxowr%2Fwo0v0YpGya5YzHXwcPskvdKZbo78UqLQlla6w%2BGqFJqvPxr%2Fp8t%2Fx5fWJKAezhVgs8cVM8JOjIqKOscIsiZmYk4pM4wgzSyCaJL7f%2FhREKa7znWGyxgyLY25K9yOXNh%2FA7x25WFZknm%2BbJoNLmr0pOOvEupyi0697UTzDnGoABihsmGXKWpSd6XDZIstjWbPKKorqYDJSMThEt%2F%2F9EPJXR4F4eCQ9BJV3gUyzfY08MnHKQ4H7mG8WnZ8%2FjZiwrfF7NSWXWD8SUf46hbaSsKbigUEcuiHoLO8%2BpSp%2BiEOlDNxxej3LE4vOpbeaqnNSNZFXt3nMTNC1HaeHqNJS7lYcgAA%3D%3D\">\n <p><label>Fig. 1</label>Bridge array generators were installed on sloping buildings such as houses to achieve large-scale raindrop energy harvesting easily. Reprinted with permission from <i>iEnergy</i>, 2(2): 93–99, 2023 © 2023 The Author(s)</p>\n</fig>", // "contentHtml": "<img id=\"image-iEng-2023-s-0024-1\" onclick=\"showImage(event,this)\" src=\"https://wqketang.oss-cn-beijing.aliyuncs.com/zip-unzip/zip-7f9b22ae-5865-4143-a681-f77a8724f8dd/iEng-2023-s-0024/files/iEng-2023-s-0024-1.jpg?Expires=1719580654&OSSAccessKeyId=STS.NUbZf2DD6Ue3FqTmGvgkvUbF1&Signature=%2BhRmDGIUtD9EkRxdDzgF%2FWU9dDE%3D&x-oss-process=image%2Fresize%2Cm_fixed%2Cw_600&security-token=CAISywJ1q6Ft5B2yfSjIr5bXEdyGqZsX4qfYRFfliUcja%2BRauqft0zz2IHtKenhsBOsbtfk1mG5W5%2FgZlqJ9SptIAEfJa9d99Mz%2Bf8BIjdCT1fau5Jko1beHewHKeTOZsebWZ%2BLmNqC%2FHt6md1HDkAJq3LL%2Bbk%2FMdle5MJqP%2B%2FUFB5ZtKWveVzddA8pMLQZPsdITMWCrVcygKRn3mGHdfiEK00he8TouufTinpHMskGA1Aell7Mvyt6vcsT%2BXa5FJ4xiVtq55utye5fa3TRYgxowr%2Fwo0v0YpGya5YzHXwcPskvdKZbo78UqLQlla6w%2BGqFJqvPxr%2Fp8t%2Fx5fWJKAezhVgs8cVM8JOjIqKOscIsiZmYk4pM4wgzSyCaJL7f%2FhREKa7znWGyxgyLY25K9yOXNh%2FA7x25WFZknm%2BbJoNLmr0pOOvEupyi0697UTzDnGoABihsmGXKWpSd6XDZIstjWbPKKorqYDJSMThEt%2F%2F9EPJXR4F4eCQ9BJV3gUyzfY08MnHKQ4H7mG8WnZ8%2FjZiwrfF7NSWXWD8SUf46hbaSsKbigUEcuiHoLO8%2BpSp%2BiEOlDNxxej3LE4vOpbeaqnNSNZFXt3nMTNC1HaeHqNJS7lYcgAA%3D%3D\">", // "name": "graphic" // } // ], // "figImages": [ // { // "key": "image-iEng-2023-s-0024-1", // "html": "<img src=\"https://wqketang.oss-cn-beijing.aliyuncs.com/zip-unzip/zip-7f9b22ae-5865-4143-a681-f77a8724f8dd/iEng-2023-s-0024/files/iEng-2023-s-0024-1.jpg?Expires=1719580654&OSSAccessKeyId=STS.NUbZf2DD6Ue3FqTmGvgkvUbF1&Signature=AJ%2BQ6vjArPRI%2FXGsFthpTKeluio%3D&x-oss-process=image%2Fresize%2Cm_fixed%2Cw_217&security-token=CAISywJ1q6Ft5B2yfSjIr5bXEdyGqZsX4qfYRFfliUcja%2BRauqft0zz2IHtKenhsBOsbtfk1mG5W5%2FgZlqJ9SptIAEfJa9d99Mz%2Bf8BIjdCT1fau5Jko1beHewHKeTOZsebWZ%2BLmNqC%2FHt6md1HDkAJq3LL%2Bbk%2FMdle5MJqP%2B%2FUFB5ZtKWveVzddA8pMLQZPsdITMWCrVcygKRn3mGHdfiEK00he8TouufTinpHMskGA1Aell7Mvyt6vcsT%2BXa5FJ4xiVtq55utye5fa3TRYgxowr%2Fwo0v0YpGya5YzHXwcPskvdKZbo78UqLQlla6w%2BGqFJqvPxr%2Fp8t%2Fx5fWJKAezhVgs8cVM8JOjIqKOscIsiZmYk4pM4wgzSyCaJL7f%2FhREKa7znWGyxgyLY25K9yOXNh%2FA7x25WFZknm%2BbJoNLmr0pOOvEupyi0697UTzDnGoABihsmGXKWpSd6XDZIstjWbPKKorqYDJSMThEt%2F%2F9EPJXR4F4eCQ9BJV3gUyzfY08MnHKQ4H7mG8WnZ8%2FjZiwrfF7NSWXWD8SUf46hbaSsKbigUEcuiHoLO8%2BpSp%2BiEOlDNxxej3LE4vOpbeaqnNSNZFXt3nMTNC1HaeHqNJS7lYcgAA%3D%3D\" original-src=\"https://wqketang.oss-cn-beijing.aliyuncs.com/zip-unzip/zip-7f9b22ae-5865-4143-a681-f77a8724f8dd/iEng-2023-s-0024/files/iEng-2023-s-0024-1.jpg?Expires=1719580654&OSSAccessKeyId=STS.NUbZf2DD6Ue3FqTmGvgkvUbF1&Signature=CaKJgAJ16yzHNf6wFEX2G1f1LT0%3D&security-token=CAISywJ1q6Ft5B2yfSjIr5bXEdyGqZsX4qfYRFfliUcja%2BRauqft0zz2IHtKenhsBOsbtfk1mG5W5%2FgZlqJ9SptIAEfJa9d99Mz%2Bf8BIjdCT1fau5Jko1beHewHKeTOZsebWZ%2BLmNqC%2FHt6md1HDkAJq3LL%2Bbk%2FMdle5MJqP%2B%2FUFB5ZtKWveVzddA8pMLQZPsdITMWCrVcygKRn3mGHdfiEK00he8TouufTinpHMskGA1Aell7Mvyt6vcsT%2BXa5FJ4xiVtq55utye5fa3TRYgxowr%2Fwo0v0YpGya5YzHXwcPskvdKZbo78UqLQlla6w%2BGqFJqvPxr%2Fp8t%2Fx5fWJKAezhVgs8cVM8JOjIqKOscIsiZmYk4pM4wgzSyCaJL7f%2FhREKa7znWGyxgyLY25K9yOXNh%2FA7x25WFZknm%2BbJoNLmr0pOOvEupyi0697UTzDnGoABihsmGXKWpSd6XDZIstjWbPKKorqYDJSMThEt%2F%2F9EPJXR4F4eCQ9BJV3gUyzfY08MnHKQ4H7mG8WnZ8%2FjZiwrfF7NSWXWD8SUf46hbaSsKbigUEcuiHoLO8%2BpSp%2BiEOlDNxxej3LE4vOpbeaqnNSNZFXt3nMTNC1HaeHqNJS7lYcgAA%3D%3D\">\n<p style=\"text-align:center\"><label>Fig. 1</label></p>", // "htmlWithNoLabel": "<img src=\"zip-unzip/zip-7f9b22ae-5865-4143-a681-f77a8724f8dd/iEng-2023-s-0024/files/iEng-2023-s-0024-1.jpg\" />", // "parentHtml": "<fig id=\"Figure1\">\n <img src=\"https://wqketang.oss-cn-beijing.aliyuncs.com/zip-unzip/zip-7f9b22ae-5865-4143-a681-f77a8724f8dd/iEng-2023-s-0024/files/iEng-2023-s-0024-1.jpg?Expires=1719580654&OSSAccessKeyId=STS.NUbZf2DD6Ue3FqTmGvgkvUbF1&Signature=AJ%2BQ6vjArPRI%2FXGsFthpTKeluio%3D&x-oss-process=image%2Fresize%2Cm_fixed%2Cw_217&security-token=CAISywJ1q6Ft5B2yfSjIr5bXEdyGqZsX4qfYRFfliUcja%2BRauqft0zz2IHtKenhsBOsbtfk1mG5W5%2FgZlqJ9SptIAEfJa9d99Mz%2Bf8BIjdCT1fau5Jko1beHewHKeTOZsebWZ%2BLmNqC%2FHt6md1HDkAJq3LL%2Bbk%2FMdle5MJqP%2B%2FUFB5ZtKWveVzddA8pMLQZPsdITMWCrVcygKRn3mGHdfiEK00he8TouufTinpHMskGA1Aell7Mvyt6vcsT%2BXa5FJ4xiVtq55utye5fa3TRYgxowr%2Fwo0v0YpGya5YzHXwcPskvdKZbo78UqLQlla6w%2BGqFJqvPxr%2Fp8t%2Fx5fWJKAezhVgs8cVM8JOjIqKOscIsiZmYk4pM4wgzSyCaJL7f%2FhREKa7znWGyxgyLY25K9yOXNh%2FA7x25WFZknm%2BbJoNLmr0pOOvEupyi0697UTzDnGoABihsmGXKWpSd6XDZIstjWbPKKorqYDJSMThEt%2F%2F9EPJXR4F4eCQ9BJV3gUyzfY08MnHKQ4H7mG8WnZ8%2FjZiwrfF7NSWXWD8SUf46hbaSsKbigUEcuiHoLO8%2BpSp%2BiEOlDNxxej3LE4vOpbeaqnNSNZFXt3nMTNC1HaeHqNJS7lYcgAA%3D%3D\" original-src=\"https://wqketang.oss-cn-beijing.aliyuncs.com/zip-unzip/zip-7f9b22ae-5865-4143-a681-f77a8724f8dd/iEng-2023-s-0024/files/iEng-2023-s-0024-1.jpg?Expires=1719580654&OSSAccessKeyId=STS.NUbZf2DD6Ue3FqTmGvgkvUbF1&Signature=CaKJgAJ16yzHNf6wFEX2G1f1LT0%3D&security-token=CAISywJ1q6Ft5B2yfSjIr5bXEdyGqZsX4qfYRFfliUcja%2BRauqft0zz2IHtKenhsBOsbtfk1mG5W5%2FgZlqJ9SptIAEfJa9d99Mz%2Bf8BIjdCT1fau5Jko1beHewHKeTOZsebWZ%2BLmNqC%2FHt6md1HDkAJq3LL%2Bbk%2FMdle5MJqP%2B%2FUFB5ZtKWveVzddA8pMLQZPsdITMWCrVcygKRn3mGHdfiEK00he8TouufTinpHMskGA1Aell7Mvyt6vcsT%2BXa5FJ4xiVtq55utye5fa3TRYgxowr%2Fwo0v0YpGya5YzHXwcPskvdKZbo78UqLQlla6w%2BGqFJqvPxr%2Fp8t%2Fx5fWJKAezhVgs8cVM8JOjIqKOscIsiZmYk4pM4wgzSyCaJL7f%2FhREKa7znWGyxgyLY25K9yOXNh%2FA7x25WFZknm%2BbJoNLmr0pOOvEupyi0697UTzDnGoABihsmGXKWpSd6XDZIstjWbPKKorqYDJSMThEt%2F%2F9EPJXR4F4eCQ9BJV3gUyzfY08MnHKQ4H7mG8WnZ8%2FjZiwrfF7NSWXWD8SUf46hbaSsKbigUEcuiHoLO8%2BpSp%2BiEOlDNxxej3LE4vOpbeaqnNSNZFXt3nMTNC1HaeHqNJS7lYcgAA%3D%3D\">\n <p><label>Fig. 1</label>Bridge array generators were installed on sloping buildings such as houses to achieve large-scale raindrop energy harvesting easily. Reprinted with permission from <i>iEnergy</i>, 2(2): 93–99, 2023 © 2023 The Author(s)</p>\n</fig>", // "contentHtml": "<img id=\"image-iEng-2023-s-0024-1\" onclick=\"showImage(event,this)\" src=\"https://wqketang.oss-cn-beijing.aliyuncs.com/zip-unzip/zip-7f9b22ae-5865-4143-a681-f77a8724f8dd/iEng-2023-s-0024/files/iEng-2023-s-0024-1.jpg?Expires=1719580654&OSSAccessKeyId=STS.NUbZf2DD6Ue3FqTmGvgkvUbF1&Signature=%2BhRmDGIUtD9EkRxdDzgF%2FWU9dDE%3D&x-oss-process=image%2Fresize%2Cm_fixed%2Cw_600&security-token=CAISywJ1q6Ft5B2yfSjIr5bXEdyGqZsX4qfYRFfliUcja%2BRauqft0zz2IHtKenhsBOsbtfk1mG5W5%2FgZlqJ9SptIAEfJa9d99Mz%2Bf8BIjdCT1fau5Jko1beHewHKeTOZsebWZ%2BLmNqC%2FHt6md1HDkAJq3LL%2Bbk%2FMdle5MJqP%2B%2FUFB5ZtKWveVzddA8pMLQZPsdITMWCrVcygKRn3mGHdfiEK00he8TouufTinpHMskGA1Aell7Mvyt6vcsT%2BXa5FJ4xiVtq55utye5fa3TRYgxowr%2Fwo0v0YpGya5YzHXwcPskvdKZbo78UqLQlla6w%2BGqFJqvPxr%2Fp8t%2Fx5fWJKAezhVgs8cVM8JOjIqKOscIsiZmYk4pM4wgzSyCaJL7f%2FhREKa7znWGyxgyLY25K9yOXNh%2FA7x25WFZknm%2BbJoNLmr0pOOvEupyi0697UTzDnGoABihsmGXKWpSd6XDZIstjWbPKKorqYDJSMThEt%2F%2F9EPJXR4F4eCQ9BJV3gUyzfY08MnHKQ4H7mG8WnZ8%2FjZiwrfF7NSWXWD8SUf46hbaSsKbigUEcuiHoLO8%2BpSp%2BiEOlDNxxej3LE4vOpbeaqnNSNZFXt3nMTNC1HaeHqNJS7lYcgAA%3D%3D\">", // "name": "graphic" // } // ], // "imgKeyList": [ // "image-iEng-2023-s-0024-1" // ], // "tabKeyList": [], // "tables": [], // "fullTextUrl": "https://wqketang.oss-cn-beijing.aliyuncs.com/other/journal_prod/2024-06-28/3098b740-7b52-44b7-88a9-92fedc8988db.gif?Expires=1719560854&OSSAccessKeyId=STS.NUbZf2DD6Ue3FqTmGvgkvUbF1&Signature=1K7ZtLBP2mEeczlPMrOHw4aoGus%3D&security-token=CAISywJ1q6Ft5B2yfSjIr5bXEdyGqZsX4qfYRFfliUcja%2BRauqft0zz2IHtKenhsBOsbtfk1mG5W5%2FgZlqJ9SptIAEfJa9d99Mz%2Bf8BIjdCT1fau5Jko1beHewHKeTOZsebWZ%2BLmNqC%2FHt6md1HDkAJq3LL%2Bbk%2FMdle5MJqP%2B%2FUFB5ZtKWveVzddA8pMLQZPsdITMWCrVcygKRn3mGHdfiEK00he8TouufTinpHMskGA1Aell7Mvyt6vcsT%2BXa5FJ4xiVtq55utye5fa3TRYgxowr%2Fwo0v0YpGya5YzHXwcPskvdKZbo78UqLQlla6w%2BGqFJqvPxr%2Fp8t%2Fx5fWJKAezhVgs8cVM8JOjIqKOscIsiZmYk4pM4wgzSyCaJL7f%2FhREKa7znWGyxgyLY25K9yOXNh%2FA7x25WFZknm%2BbJoNLmr0pOOvEupyi0697UTzDnGoABihsmGXKWpSd6XDZIstjWbPKKorqYDJSMThEt%2F%2F9EPJXR4F4eCQ9BJV3gUyzfY08MnHKQ4H7mG8WnZ8%2FjZiwrfF7NSWXWD8SUf46hbaSsKbigUEcuiHoLO8%2BpSp%2BiEOlDNxxej3LE4vOpbeaqnNSNZFXt3nMTNC1HaeHqNJS7lYcgAA%3D%3D", // "glossary": [], // "notes": [], // "fundingStatements": [], // "app": [], // "fn": [], // "bio": [] // }; if (fullTextInfo['glossary']['length'] > 0) { for (var gl = 0; gl < fullTextInfo['glossary']['length']; gl++) { treeDataO.push({ id: 'content_title_-4_' + gl, label: fullTextInfo['glossary'][gl]['title'] }); } } // 正文 if (fullTextInfo['trees'].length > 0) { fullTextInfo['trees'].forEach(item => { if (item.key !== 'esm1') { var nodeC = { id: 'content_' + item.key, label: item.title, children: [] }; if (item.children && item.children.length > 0) { allOutlineShow = true; item.children.forEach(child => { if (child.key !== 'esm1') { var nodeS = { id: 'content_' + child.key, label: child.title, children: [] }; if (child.children && child.children.length > 0) { child.children.forEach(son => { if (son.key !== 'esm1') { nodeS.children.push({ id: 'content_' + son.key, label: son.title, children: [] }); } }); } nodeC.children.push(nodeS); } }); } treeDataO.push(nodeC); } }); } // app 附录 if (fullTextInfo['app']['length'] > 0) { for (var ap = 0; ap < fullTextInfo['app']['length']; ap++) { treeDataO.push({ id: 'content_title_-5_' + ap, label: fullTextInfo['app'][ap]['title'] }); } } // fn 脚注 if (fullTextInfo['fn']['length'] > 0) { treeDataO.push({ id: 'content_title_-6', label: 'Annotation' }); } // esm if (article.strType !== 'Issue Information') { treeDataO.push({ id: 'content_title_-11', label: 'Electronic Supplementary Material' }); } // ack 致谢 if (article['acknowledgement']) { treeDataO.push({ id: 'content_title_-7', label: 'Acknowledgements' }); } // funding-statement 基金 if (fullTextInfo['fundingStatements']['length'] > 0) { treeDataO.push({ id: 'content_title_-8', label: 'Funding' }); } // notes [ 伦理声明,知情同意书, 利益声明,作者声明,数据声明] if (fullTextInfo['notes']['length'] > 0) { for (var no = 0; no < fullTextInfo['notes'].length; no++) { treeDataO.push({ id: 'content_title_-10_' + no, label: fullTextInfo['notes'][no]['title'] }); } } // 参考文献 if (referenceList && referenceList['length'] > 0) { treeDataO.push({ id: 'content_title_-12', label: 'References' }); } // bio 作者简介 if (fullTextInfo['bio']['length'] > 0) { treeDataO.push({ id: 'content_title_-13', label: 'Author biography' }); } // 大纲hover时显示title var reg = /<\/?.+?\/?>/g; treeDataO.forEach(item => { item.labelWord = item['label'].replace(reg, ''); if (item.children && item.children.length > 0) { item.children.forEach(child => { child.labelWord = child.label.replace(reg, ''); if (child.children && child.children.length > 0) { child.children.forEach(son => { son.labelWord = son.label.replace(reg, ''); }); } }); } }); articleApp.treeData = treeDataO; articleApp.imgMenuList = fullTextInfo['figImages']; articleApp.tableMenuList = fullTextInfo['tabKeyList']; //所有fig图片/大纲信息 imgKeyListInfo = fullTextInfo['imgKeyList']; // 正文所有的图片 imgListInfo = fullTextInfo['images']; // 可以点击看大图的图片 imgShowListInfo = []; if (imgListInfo.length > 0) { imgListInfo.forEach(item => { if (item['parentHtml'].indexOf('class="inline-graphic"') < 0) { imgShowListInfo.push(item); } }); // 缩略图大图查看 var imageBigHtml = ''; if (imgShowListInfo.length > 0) { for (var m = 0; m < imgShowListInfo.length; m++) { imageBigHtml = imageBigHtml + '<li>' + '<div>' + imgShowListInfo[m]['parentHtml'] + '</div>' + '</li>'; } } $('#content_img').html(imageBigHtml); } //表格大纲信息 tableListInfo = fullTextInfo['tables']; if (tableListInfo.length > 0) { // 表格查看大图 var tableBig1Html = ''; var tableBig2Html = ''; if (tableListInfo.length > 0) { for (var n = 0; n < tableListInfo.length; n++) { tableBig1Html = '<div class="swiper-slide" style="background-color: #fff">' + '<div class="ahc-content" style="max-height: 100%; width: 100%; padding: 20px; overflow: auto">' + tableListInfo[n]['parentHtml'] + '</div>' + '</div>'; tableBig2Html = '<div class="swiper-slide table-big-view" style="cursor: pointer">' + tableListInfo[n]['html'] + '</div>'; $('#insert_table_big_1').append(tableBig1Html); $('#insert_table_big_2').append(tableBig2Html); } } } // 正文信息 $.ajax({ url: fullTextInfo['fullTextUrl'], // url: 'http://localhost:8733/assets/fig-test.gif', type: 'get', success: function(data) { fullTextInfo['contentList'] = JSON.parse(data); // glossary if (fullTextInfo['glossary']['length'] > 0) { $('#title_-4').css('display', 'block'); var dom = ''; for (var g = 0; g < fullTextInfo['glossary']['length']; g++) { dom = dom + '<div class="v4-art-content-p">' + '<div class="glossary-item" id="title_-4_' + g + '">' + '<h2>' + fullTextInfo['glossary'][g]['title'] + '</h2>' + '<div>' + fullTextInfo['glossary'][g]['content'] + '</div>' + '</div>' + '</div>'; } dom = dom + '<div style="clear: both;"></div>'; $('#title_-4').html(dom); } // 正文 var contentHtml = ''; var contentHtml2 = ''; esmTextInfo = ''; esmTextTitle = ''; if (fullTextInfo['contentList'] && fullTextInfo['contentList']['length'] > 0) { for (var s = 0; s < fullTextInfo['contentList'].length; s++) { // 处理图片 for (var i = 0; i < imgListInfo['length']; i++) { const mergImg = new RegExp(`<img[^>]*id="${imgListInfo[i]['key']}"[^>]*>`, 'i'); if (imgListInfo[i]['contentHtml'].indexOf('class="inline-graphic"') < 0) { // 是否是fig图片 var ifFig = false; for (var ii = 0; ii < imgKeyListInfo.length; ii++) { if (imgListInfo[i]['contentHtml'].indexOf(imgKeyListInfo[ii]) > 0) { ifFig = true; } } if (ifFig) { fullTextInfo['contentList'][s]['content'] = fullTextInfo['contentList'][s]['content'].replace(mergImg, imgListInfo[i]['contentHtml'] + '<div class="v4-art-image">\n' + ' <span onclick="showImageBtn(event, \'' + imgListInfo[i]['key'] + '\')">View original image</span>\n' + ' <span onclick="downloadImageBtn(event, \'' + imgListInfo[i]['key'] + '\')">Download original image</span>\n' + ' </div>'); } else { fullTextInfo['contentList'][s]['content'] = fullTextInfo['contentList'][s]['content'].replace(mergImg, imgListInfo[i]['contentHtml']); } } else { fullTextInfo['contentList'][s]['content'] = fullTextInfo['contentList'][s]['content'].replace(mergImg, imgListInfo[i]['contentHtml']); } } // 处理正文的脚注内容，实现定位 const xrefFn = new RegExp(`ref-type="fn"`, 'gi'); fullTextInfo['contentList'][s]['content'] = fullTextInfo['contentList'][s]['content'].replace(xrefFn, 'ref-type="fn" onclick="findFnById(event)"'); // 正文内出现esm说明文字内容 if (fullTextInfo['contentList'][s]['key'] === 'esm1') { esmTextInfo = fullTextInfo['contentList'][s]['content']; esmTextTitle = fullTextInfo['contentList'][s]['title']; } else { contentHtml = contentHtml + '<div class="v4-art-content-p" id="' + fullTextInfo['contentList'][s]['key'] + '">' + '<h2 >' + fullTextInfo['contentList'][s]['title'] + '</h2>' + '<div style="overflow-x: auto; overflow-y: hidden;">' + fullTextInfo['contentList'][s]['content'] + '</div>' + '</div>'; } } } // app if (fullTextInfo['app']['length'] > 0) { for (var a = 0; a < fullTextInfo['app']['length']; a++) { contentHtml = contentHtml + '<div class="v4-art-content-p" id="title_-5_' + a + '">' + '<h2>' + fullTextInfo['app'][a]['label'] + fullTextInfo['app'][a]['title'] + '</h2>' + '<div style="overflow-x: auto; overflow-y: hidden;">' + fullTextInfo['app'][a]['content'] + '</div>' + '</div>'; } } // fn if (fullTextInfo['fn']['length'] > 0) { contentHtml = contentHtml + '<div class="v4-art-content-p" id="title_-6">' + '<h2 class="content-title">' + 'Annotation' + '</h2>'; for (var f = 0; f < fullTextInfo['fn']['length']; f++) { contentHtml = contentHtml + '<div class="fn-item">' + '<span style="cursor: pointer;" id="f_' + fullTextInfo['fn'][f]['key'] + '" onclick="findFnInContentById(this)">' + fullTextInfo['fn'][f]['title'] + '</span>' + '<div>' + fullTextInfo['fn'][f]['content'] + '</div>' + '</div>'; } contentHtml = contentHtml + '</div>'; } // 正文内的esmText放到esm位置 if (esmTextInfo) { if (esmSize > 0) { $('#esm_text').html(esmTextInfo); $('#esm_text').css('display', 'block'); $('#esm_title').html(esmTextTitle); } else if (esmSize < 0) { contentHtml = contentHtml + '<div class="v4-art-content-p" id="title_-11">' + '<h2 class="content-title">' + esmTextTitle + '</h2>' + '<div style="overflow-x: auto; overflow-y: hidden;">' + esmTextInfo + '</div>' + '</div>'; } treeDataO.forEach((item) => { if (item.id === 'content_title_-11') { item.label = esmTextTitle; item.labelWord = esmTextTitle; articleApp.treeData = treeDataO; } }); } else { if (esmSize === 0) { treeDataO.forEach((item, index) => { if (item.id === 'content_title_-11') { treeDataO.splice(index, 1); articleApp.treeData = treeDataO; } }); } } articleApp.treeDataReady = true; // ack if (article['acknowledgement']) { contentHtml2 = contentHtml2 + '<div class="v4-art-content-p" id="title_-7">' + '<h2 class="content-title">' + 'Acknowledgements' + '</h2>' + '<div style="overflow-x: auto; overflow-y: hidden;">' + article['acknowledgement'] + '</div>' + '</div>'; } // funding-statement if (fullTextInfo['fundingStatements']['length'] > 0) { contentHtml2 = contentHtml2 + '<div class="v4-art-content-p" id="title_-8">' + '<h2 class="content-title">' + 'Funding' + '</h2>'; for (var fs = 0; fs < fullTextInfo['fundingStatements']['length']; fs++) { contentHtml2 = contentHtml2 + '<div class="fs-item"><p>' + fullTextInfo['fundingStatements'][fs] + '</p></div>'; } contentHtml2 = contentHtml2 + '</div>'; } // notes if (fullTextInfo['notes']['length'] > 0) { contentHtml2 = contentHtml2 + '<div class="v4-art-content-p" id="title_-10">'; for (var n = 0; n < fullTextInfo['notes']['length']; n++) { contentHtml2 = contentHtml2 + '<div class="notes-item" id="title_-10_' + n + '">' + '<h2>' + fullTextInfo['notes'][n]['title'] + '</h2>' + '<div>' + fullTextInfo['notes'][n]['content'] + '</div>' + '</div>'; } contentHtml2 = contentHtml2 + '</div>'; } // bio var contentHtmlBio = ''; if (fullTextInfo['bio']['length'] > 0) { contentHtmlBio = contentHtmlBio + '<div class="v4-art-content-p" id="title_-13" style="min-height: 200px;">' + '<h2>' + 'Author biography' + '</h2>'; for (var b = 0; b < fullTextInfo['bio']['length']; b++) { contentHtmlBio = contentHtmlBio + '<div class="bio-item">' + (fullTextInfo['bio'][b]['path'] ? '<img src="' + fullTextInfo['bio'][b]['path'] + '">' : '') + '<div>' + fullTextInfo['bio'][b]['content'] + '</div>' + '</div>'; } contentHtmlBio = contentHtmlBio + '<div style="clear: both"></div></div>'; } $('#insert_content_one').prepend(contentHtml); $('#insert_content_two').prepend(contentHtml2); $('#insert_content').append(contentHtmlBio); setTimeout(function() { if ($('#insert_content .v4-art-content-p').last().height() < 500) { $('#insert_content .v4-art-content-p').last().css('padding-bottom', '500px'); } }, 1000); MathJax.Hub.Queue(['Typeset', MathJax.Hub]); // 渲染好数据之后，； setTimeout(function() { // 图片大图模态初始化 if (document.getElementById('content_img')) { preViewImage = new Viewer(document.getElementById('content_img'), { url: 'original-src', }); } // 表格大图查看初始化 initSwiper(); initTagClickHandler(); // 插入查看表格按钮如果是移动端去掉表格模态查看 => 屏幕小于600 去掉表格查看 if ($(window).width() > 600) { var tableDom = $('#insert_content table'); for (var ta = 0; ta < tableDom.length; ta++) { if ($($('#insert_content table')[ta]).attr('id')) { // 判断 if (tableListInfo.length > 0) { let haveT = false; for (let tt = 0; tt < tableListInfo.length; tt++) { if ($($('#insert_content table')[ta]).attr('id') == tableListInfo[tt]['key']) { haveT = true; } } if (haveT) { var b = document.createElement('div'); b.setAttribute('onclick', 'showTableBtn(this)'); b.setAttribute('class', 'v4-art-table'); b.innerText = 'Show table'; $($('#insert_content table')[ta]).parent().parent().append(b); } } } } } // 左侧大纲节点 domArr = $('.v4-art-content-p'); // 是否显示show outline setTimeout(() => { if (allOutlineShow) { $(".v4_art_outline_show").css('display', 'block'); } }, 300); }, 10); if ( fullTextInfo['glossary']['length'] === 0 && (!fullTextInfo['contentList'] || fullTextInfo['contentList']['length'] === 0) && fullTextInfo['app']['length'] === 0 && fullTextInfo['fn']['length'] === 0 && (!esmTextInfo && esmSize === 0) && !article['acknowledgement'] && fullTextInfo['fundingStatements']['length'] === 0 && fullTextInfo['notes']['length'] === 0 && fullTextInfo['bio']['length'] === 0 && referenceList['length'] === 0 && !article.clcNumber && !article.documentsCode && !article.articleCodeId && !article.abstraction && !article.abstractToc && !article.abstractImage && !article['keypointsAbstracted'] && !article.erratum && articleKeyword.length === 0 ) { $('#article_no_data').css('display', 'block'); } }, error: function(err) { alert(err.toString()); }, }); }, error: function(err) { alert(err.toString()); }, }); } // 进入页面时执行 // 组装大纲 // key-points Highlights keypointsAbstracted if (article['keypointsAbstracted'] != null) { treeDataO.push({ id: 'content_title_-1', label: article['keypointsAbstracted']['title'] }); } // 摘要 article.abstractImage != null if ((article.abstractImage != null && article.abstractImage != '') || (article.abstractToc != null && article.abstractToc != '')) { treeDataO.push({ id: 'content_title_-2-1', label: 'Graphical Abstract' }); } // 摘要 article.abstraction != null || (article.abstractToc != null && article.abstractToc != '') if (article.abstraction != null && article.abstraction != '') { treeDataO.push({ id: 'content_title_-2', label: 'Abstract' }); } // 关键词 if (articleKeyword.length>0) { treeDataO.push({ id: 'content_title_-3', label: 'Keywords' }); } // CLC number 2024-7-8 大纲中去掉CLC Number显示 // if ((article.clcNumber != null && article.clcNumber != '') || (article.documentsCode != null && article.documentsCode != '') // || (article.articleCodeId != null && article.articleCodeId != '')) { // treeDataO.push({ id: 'content_title_clc', label: 'CLC number' }); // } // 处理摘要图片 if (article.abstractImage) { var abstractImgStrBig = '<img ' + 'original-src=' + $('#v4_art_abstract_img img').attr('src'); $('#content_img_abstract').html('<li>' + article.abstractImage.replace('<img', abstractImgStrBig) + '</li>'); var abstractImgStr = '<img id="v4-art-abstract-img" onclick="showImageBtn(event, \'v4-art-abstract-img\')" ' + 'original-src=' + $('#v4_art_abstract_img img').attr('src'); $('#v4_art_abstract_img').html(article.abstractImage.replace('<img', abstractImgStr)); var dom = '<div class="v4-art-image">\n' + ' <span onclick="showImageBtn(event, \'v4-art-abstract-img\')">View original image</span>\n' + ' <span onclick="downloadImageBtn(event, \'v4-art-abstract-img\')">Download original image</span>\n' + ' </div>'; $('#v4_art_abstract_img').parent().append(dom); setTimeout(() => { // 图片大图模态初始化 if (document.getElementById('content_img_abstract')) { preViewImage = new Viewer(document.getElementById('content_img_abstract'), { url: 'original-src', }); } }, 10); } // 如果显示正文内容加载正文，不显示正文时，拼接显示增强出版资源、参考文献 if (ifShowFullText && article.strType !== 'Issue Information') { // 加载文章内容 loadFullTextInfo(); } else { // esm if (esmSize > 0) { treeDataO.push({ id: 'content_title_-11', label: 'Electronic Supplementary Material', labelWord: 'Electronic Supplementary Material', }); } // 参考文献 if (referenceList && referenceList['length'] > 0) { treeDataO.push({ id: 'content_title_-12', label: 'References' }); } articleApp.treeData = treeDataO; articleApp.treeDataReady = true; if ( esmSize === 0 && referenceList['length'] === 0 && !article.clcNumber && !article.documentsCode && !article.articleCodeId && !article.abstraction && !article.abstractToc && !article.abstractImage && !article['keypointsAbstracted'] && !article.erratum && articleKeyword === 0 ) { $('#article_no_data').css('display', 'block'); } } // 初始化图片表格轮播 function initSwiper() { // 初始化正文表格模态显示 galleryTopTable = new Swiper('.gallery-top-table', { nextButton: '.swiper-button-next-table', prevButton: '.swiper-button-prev-table', spaceBetween: 10, }); galleryThumbsTable = new Swiper('.gallery-thumbs-table', { spaceBetween: 10, centeredSlides: true, slidesPerView: 'auto', touchRatio: 0.2, slideToClickedSlide: true, }); galleryTopTable.params.control = galleryThumbsTable; galleryThumbsTable.params.control = galleryTopTable; } // 加载Altmetrics 是否存在 function isAltmetrics() { $.ajax({ // url: contextPath + '/article/altmetric?doi=' + doi, url: 'https://api.altmetric.com/v1/doi/' + doi, type: 'get', dataType: 'json', contentType: 'application/json', success: function(data) { if (data.score > 0) { $('#article_altmetric').css('display', 'block'); } }, error: function(err) { // alert(err.toString()); console.log(err); }, }); } setTimeout(function() { isAltmetrics(); }, 1000); // 点击图片显示大图 function showImage(event, dom) { if ($(dom).attr('class') !== 'inline-graphic') { event.stopPropagation(); var id = $(dom).attr('id'); var index = 0; for (var i = 0; i < imgShowListInfo.length; i++) { if (imgShowListInfo[i]['key'] === id) { index = i; $($('#content_img').children()[index]).find('img').click(); } } } } function showImageBtn(event, id) { event.stopPropagation(); if (id === 'v4-art-abstract-img') { $($('#content_img_abstract').children()[0]).find('img').click(); } else { var index = 0; for (var i = 0; i < imgShowListInfo.length; i++) { if (imgShowListInfo[i]['key'] === id) { index = i; $($('#content_img').children()[index]).find('img').click(); } } } } // 下载原图 function downloadImageBtn(event, id) { event.stopPropagation(); $.ajax({ url: contextPath + '/article/img/download?path=' + $('#' + id).attr('src'), type: 'get', dataType: 'json', contentType: 'application/json', success: function(data) { if ($(window).width() < 800) { window.location.href = data.object; } else { window.open(data.object); } }, error: function(err) { alert(err.toString()); }, }); } // 点击表格模态显示表格 function showTable(event) { return; // 如果是移动端去掉表格模态查看 => 屏幕小于600 去掉表格查看 if ($(window).width() < 600) { return; } var id = $(event).attr('id'); var index = 0; for (var i = 0; i < tableListInfo.length; i++) { if (tableListInfo[i]['key'] === id) { index = i; galleryTopTable.slideTo(index, 100, false); galleryThumbsTable.slideTo(index, 100, false); setTimeout(function() { $('.article-html-table-modal').css('margin-left', 0); }, 200); } } } function showTableBtn(event) { var id = $($(event).prev().children()[0]).attr('id'); var index = 0; for (var i = 0; i < tableListInfo.length; i++) { if (tableListInfo[i]['key'] === id) { index = i; galleryTopTable.slideTo(index, 100, false); galleryThumbsTable.slideTo(index, 100, false); setTimeout(function() { $('.article-html-table-modal').css('margin-left', 0); }, 200); } } } // 关闭模态 function closeModal() { $('.article-html-table-modal').css('margin-left', '-100%'); } // 新增轮询检测用户停留时间 $(document).ready(function() { setInterval(function() { $.ajax({ url: '/article/statistical_duration?id=' + articleId + '&uuid=' + uuid, type: 'get', }); }, 5000); }); // 统计下载量 function countDownLoadNum(id, ifPreview) { $.ajax({ url: contextPath + '/article/stat?articleId=' + id + '&ifPreview=' + ifPreview, type: 'get', dataType: 'json', contentType: 'application/json', }); } var user = null; function send_email(authorId, articleId) { if (user != null) { location.href = contextPath + '/user/user/article/send_email?authorId=' + authorId + '&articleId=' + articleId; } else { showYxAlert('warning', 'You are not currently logged in, please log in and operate!'); var code = window.location.pathname; var param = window.location.search; location.href = '/user/user/login_forward?tag=5&code=' + encodeURIComponent(code + param); } } // 点击xref标签跳转 function initTagClickHandler() { $('xref').click(function(event) { event = event || window.event; event.stopPropagation ? event.stopPropagation() : (event.cancelBubble = true); var refType = $(this).attr('ref-type'); var id = $(this).attr('rid'); switch (refType) { // 表格 case 'table': { var dom = $('#' + id).parent(); break; } // 图片 case 'fig': // 章节 case 'sec': // 公式 case 'disp-formula': { var dom = $('#' + id); break; } default: { } } jumpToId(dom); }); $('.html-table-content label').click(function() { var tableDom = $(this).closest('.html-table-content'); jumpToId(tableDom); }); $('fig label').click(function() { var figDom = $(this).closest('fig'); jumpToId(figDom); }); } function jumpToId(dom) { if (!dom) { return; } $(window).scrollTop(dom.offset().top - 100); dom.css('backgroundColor', '#eee'); setTimeout(function() { dom.css('backgroundColor', 'initial'); }, 1000); } // 正文节点滚动到可视范围内，选中展开对应的节点 $(window).scroll(function() { // 正文节点滚动到可视范围内，选中展开对应的节点 for (var d = 0; d < domArr.length; d++) { const domRect = domArr[d].getBoundingClientRect(); if (domRect.top < 150 && domRect.top > 0) { articleApp.setSelectedKey('content_' + $(domArr[d]).attr('id')); return; } if (domRect.bottom > 500 && domRect.top < 0) { articleApp.setSelectedKey('content_' + $(domArr[d]).attr('id')); return; } } }); window.addEventListener('scroll', function() { // 不显示正文的时候不统计浏览量 if (!ifShowFullText) { return } // 滚动到正文部分的时候掉接口 if (time > 1000 * 60 * 5 || num === 0) { if (document.getElementById('insert_content').getBoundingClientRect().top <= 150) { time = 0; num = num + 1; countDownLoadNum(articleId, ifPreview); } } }); var time = 0; var num = 0; var interval = setInterval(function() { time = time + 1000; }, 1000); window.addEventListener('beforeunload', (event) => { // 在这里执行你的清理工作 clearInterval(interval); }); </script> </html>

CINXE.COM

Clayshock mechanism and application to shield tunneling through existing tunnels: Settlement prediction using artificial intelligence