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Intelligent ventilation-on-demand control system for the construction of underground tunnel complex

<!doctype html> <html lang="en"> <head> <meta charset="UTF-8" /> <title>Intelligent ventilation-on-demand control system for the construction of underground tunnel complex</title> <meta name="keywords" content="reinforcement learning, ventilation-on-demand, closed-loop control, intelligent ventilation system, large underground tunnels" /> <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="Intelligent ventilation-on-demand control system for the construction of underground tunnel complex" /> <meta property="og:type" content="Article" /> <meta property="og:url" content="https://www.sciopen.com/article/10.26599/JIC.2024.9180032" /> <meta property="og:site_name" content="SciOpen" /> <meta property="og:description" content="&lt;p&gt;Traditional ventilation methods consume excessive energy but still fail to meet requirements in underground tunnel group construction. Thus, a closed-loop intelligent control system for ventilation-on-demand (VOD) was developed. To address dynamic changes in ventilation load and reduce energy consumption, firstly, the developed system calculates the real-time ventilation load and establishes a ventilation-network-based control mode to represent the ventilation system structure. The deep deterministic policy gradient (DDPG) method was then employed for the closed-loop control ensuring the required air volume in each branch of tunnel groups while minimizing energy consumption. After that, the developed closed-loop intelligent ventilation control system encompasses comprehensive perception, real analysis, real-time control, and continuous optimization. This system treats decision-making, control, and feedback as subsystems that reflect the adaptability between ventilation efficiency, construction progress, and power consumption. Finally, the end-edge-cloud-based software of the system was developed to enable remote control and display on large screens, personal computers (PCs), and mobile applications (Apps) to ensure precise and timely operation. The system was employed in tunnel group under construction at the Xulong Hydropower Station in Southwestern China, and the obtained results validate its advanced closed-loop control based on reinforcement learning (RL) and confirm its feasibility in engineering practice.&lt;/p&gt;" /> <meta name="citation_doi" content="10.26599/JIC.2024.9180032" /> <meta name="dc.identifier" content="10.26599/JIC.2024.9180032" /> <meta name="citation_journal_title" content="Journal of Intelligent Construction" /> <meta name="citation_title" content="Intelligent ventilation-on-demand control system for the construction of underground tunnel complex" /> <meta content="ventilation-on-demand" name="citation_keywords" /><meta content="closed-loop control" name="citation_keywords" /><meta content="reinforcement learning" name="citation_keywords" /><meta content="intelligent ventilation system" name="citation_keywords" /><meta content="large underground tunnels" 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="Ruinan An" /> <meta name="citation_author_institution" content="Department of Hydraulic Engineering,CHINA. 清华大学, 100084,CHINA. Rocket Force Academy,Beijing,CHINA. " /> <meta name="citation_author" content="Peng Lin" /> <meta name="citation_author_institution" content="Department of Hydraulic Engineering,CHINA. 清华大学, 100084,CHINA. Sichuan Energy Internet Research Institute,CHINA. Tsinghua University, 100084,CHINA. " /> <meta name="citation_author" content="Zichang Li" /> <meta name="citation_author_institution" content="Sichuan Energy Internet Research Institute,CHINA. Tsinghua University, 100084,CHINA. " /> <meta name="citation_author" content="Libing Zhang" /> <meta name="citation_author_institution" content=" PowerChina Kunming Engineering Cooperation Limited,Kunming,Yunnan,CHINA. " /> <meta name="citation_author" content="Fei Cheng" /> <meta name="citation_author_institution" content=" PowerChina Sinohydro Bureau 14 Co., Ltd.,Kunming,Yunnan,CHINA. " /> <meta name="citation_author" content="Yong Xia" /> <meta name="citation_author_institution" content="Technological Innovation Center of Hydropower,CHINA. Solar and Energy Storage of Tibet Autonomous Region,CHINA. " /> <meta name="citation_author" content="Yue Liu" /> <meta name="citation_author_institution" content="Technological Innovation Center of Hydropower,CHINA. Solar and Energy Storage of Tibet Autonomous Region,CHINA. " /> <meta name="citation_author" content="Hongyuan Liu" /> <meta name="citation_author_institution" content="School of Engineering,AUSTRALIA. University of Tasmania, 7005,AUSTRALIA. " /> <meta name="citation_abstract_html_url" content="https://www.sciopen.com/article/10.26599/JIC.2024.9180032" /> <meta name="citation_fulltext_html_url" content="https://www.sciopen.com/article/10.26599/JIC.2024.9180032" /> <meta name="citation_date" content="2024/06/01" /> <meta name="citation_pdf_url" content="https://sciopen.com/article_pdf/1780445147806908417.pdf" /> <meta name="citation_publisher" content="清华大学出版社" /> <meta name="citation_fulltext_world_readable" content="" /> <meta name="Description" content="&lt;p&gt;Traditional ventilation methods consume excessive energy but still fail to meet requirements in underground tunnel group construction. Thus, a closed-loop intelligent control system for ventilation-on-demand (VOD) was developed. To address dynamic changes in ventilation load and reduce energy consumption, firstly, the developed system calculates the real-time ventilation load and establishes a ventilation-network-based control mode to represent the ventilation system structure. The deep deterministic policy gradient (DDPG) method was then employed for the closed-loop control ensuring the required air volume in each branch of tunnel groups while minimizing energy consumption. After that, the developed closed-loop intelligent ventilation control system encompasses comprehensive perception, real analysis, real-time control, and continuous optimization. This system treats decision-making, control, and feedback as subsystems that reflect the adaptability between ventilation efficiency, construction progress, and power consumption. Finally, the end-edge-cloud-based software of the system was developed to enable remote control and display on large screens, personal computers (PCs), and mobile applications (Apps) to ensure precise and timely operation. The system was employed in tunnel group under construction at the Xulong Hydropower Station in Southwestern China, and the obtained results validate its advanced closed-loop control based on reinforcement learning (RL) and confirm its feasibility in engineering practice.&lt;/p&gt;" /> <meta name="article_references" content="An R, Lin P, Li Z, et al. . Intelligent ventilation-on-demand control system for the construction of underground tunnel complex. . &lt;span style = &#39;font-style: italic;&#39;&gt;Journal of Intelligent Construction&lt;/span&gt;, . 2024, 2(2): 9180032. . https://doi.org/10.26599/JIC.2024.9180032" /> <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> <!-- <script type="text/javascript" async src="https://cdnjs.cloudflare.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. 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/> </svg> <span>Cite</span> <div class="download-boxs"> <a href="/article/download_ris?tag=2&amp;id=1780445147806908417" target="_blank" class="item-box"> EndNote(RIS) </a> <a href="/article/download_ris?tag=3&amp;id=1780445147806908417" target="_blank" class="item-box"> BibTeX </a> </div> </div> <!-- 收藏 --> <div class="v4-art-top-item" id="collection_not_1780445147806908417" onclick="openCheck(&quot;1780445147806908417&quot;)"> <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" 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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"> <!-- 文章类型 --> <span>Research Article</span> <span style="font-family: auto" >|</span > <!-- 期刊语种 --> <!-- 开放类型 --> <span class="v4-art-info-oa">Open Access </span> <!-- 文章阶段 --> </div> <!-- 稿件基本信息 --> <h1 class="v4-ahc-title">Intelligent ventilation-on-demand control system for the construction of underground tunnel complex</h1> <!-- 作者和作者机构 --> <div> <span class="art-authors" ><span>Ruinan An</span><sup><sup>a</sup><sup>,</sup><sup>b</sup></sup ><span>,&nbsp;</span></span ><span class="art-authors" ><span><a href='/scholar/info?id=1614108940840796162'>Peng Lin</a></span><sup><sup>a</sup><sup>,</sup><sup>c</sup></sup ><span class="art-authors-email" style="padding-left: 3px" >(<a onclick="send_email(&quot;1614108940840796162&quot;,&quot;1780445147806908417&quot;)"> <el-tooltip popper-class="v4-el-tooltip" effect="dark" content="celinpe@tsinghua.edu.cn" placement="top-start"> <img src="/assets/img/article/article-email.svg" style="width: 20px" /> </el-tooltip> </a >)</span ><span>,&nbsp;</span></span ><span class="art-authors" ><span>Zichang Li</span><sup><sup>c</sup></sup ><span>,&nbsp;</span></span ><span class="art-authors" ><span>Libing Zhang</span><sup><sup>d</sup></sup ><span>,&nbsp;</span></span ><span class="art-authors" ><span>Fei Cheng</span><sup><sup>e</sup></sup ><span>,&nbsp;</span></span ><span class="art-authors" ><span>Yong Xia</span><sup><sup>f</sup></sup ><span>,&nbsp;</span></span ><span class="art-authors" ><span>Yue Liu</span><sup><sup>f</sup></sup ><span>,&nbsp;</span></span ><span class="art-authors" ><span>Hongyuan Liu</span><sup><sup>g</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>Department of Hydraulic Engineering, Tsinghua University, Beijing 100084, China</div> <div class="art-authors-unit-item"><label>b</label>Rocket Force Academy, Beijing 100011, China</div> <div class="art-authors-unit-item"><label>c</label>Sichuan Energy Internet Research Institute, Tsinghua University, Chengdu 610213, China</div> <div class="art-authors-unit-item"><label>d</label>PowerChina Kunming Engineering Cooperation Limited, Kunming 650051, China</div> <div class="art-authors-unit-item"><label>e</label>PowerChina Sinohydro Bureau 14 Co., Ltd., Kunming 650041, China</div> <div class="art-authors-unit-item"><label>f</label>Technological Innovation Center of Hydropower, Wind, Solar and Energy Storage of Tibet Autonomous Region, Lhasa 850000, China</div> <div class="art-authors-unit-item"><label>g</label>School of Engineering, University of Tasmania, Hobart TAS 7005, Australia</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> <!-- heightlight (keypointsabstracted) 同步接口返回--> <div style="border-top: 1px solid #eef; margin-top: 20px; padding-bottom: 8px" ></div> <!-- note 同步接口返回 期刊相关 目前没有对应 --> <div class="v4-art-content-p"> <h2></h2> </div> <!--Graphical abstract --> <!--abstract--> <div class="v4-art-content-p v4-art-abstract" id="title_-2"> <h2>Abstract</h2> <div><p>Traditional ventilation methods consume excessive energy but still fail to meet requirements in underground tunnel group construction. Thus, a closed-loop intelligent control system for ventilation-on-demand (VOD) was developed. To address dynamic changes in ventilation load and reduce energy consumption, firstly, the developed system calculates the real-time ventilation load and establishes a ventilation-network-based control mode to represent the ventilation system structure. The deep deterministic policy gradient (DDPG) method was then employed for the closed-loop control ensuring the required air volume in each branch of tunnel groups while minimizing energy consumption. After that, the developed closed-loop intelligent ventilation control system encompasses comprehensive perception, real analysis, real-time control, and continuous optimization. This system treats decision-making, control, and feedback as subsystems that reflect the adaptability between ventilation efficiency, construction progress, and power consumption. Finally, the end-edge-cloud-based software of the system was developed to enable remote control and display on large screens, personal computers (PCs), and mobile applications (Apps) to ensure precise and timely operation. The system was employed in tunnel group under construction at the Xulong Hydropower Station in Southwestern China, and the obtained results validate its advanced closed-loop control based on reinforcement learning (RL) and confirm its feasibility in engineering practice.</p></div> </div> <!-- 关键词 --> <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(&quot;ventilation-on-demand&quot;)" >ventilation-on-demand</a ><a class="v4-art-keyword-item" onclick="jumpKeyword(&quot;closed-loop control&quot;)" >closed-loop control</a ><a class="v4-art-keyword-item" onclick="jumpKeyword(&quot;reinforcement learning&quot;)" >reinforcement learning</a ><a class="v4-art-keyword-item" onclick="jumpKeyword(&quot;intelligent ventilation system&quot;)" >intelligent ventilation system</a ><a class="v4-art-keyword-item" onclick="jumpKeyword(&quot;large underground tunnels&quot;)" >large underground tunnels</a > </div> </div> <!--CLC number--> <!-- glossary异步接口返回 --> <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> <!-- 特定的文章不显示FULL TEXT--> <!-- 正文内容 --> <div id="insert_content"> <div id="insert_content_one"></div> <!--electronic--> <div id="insert_content_two"></div> <!--正文参考文献--> <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"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b1" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[1]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>S. A. Ghoreishi-Madiseh, A. P. Sasmito, F. P. Hassani, et al. Performance evaluation of large scale rock-pit seasonal thermal energy storage for application in underground mine ventilation. <a ext-link-type="uri" href="https://doi.org/10.1016/j.apenergy.2016.01.062">Appl Energy</a>, 2017, 185: 1940–1947.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.apenergy.2016.01.062">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Performance evaluation of large scale rock-pit seasonal thermal energy storage for application in underground mine ventilation&amp;journal=Appl Energy&amp;volume=185&amp;pages=1940-1947&amp;publication_year=2017&amp;author=Ghoreishi-Madiseh S. A.&amp;author=Sasmito A. P.&amp;author=Hassani F. P.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b2" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[2]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>A. J. H. Nel, D. C. Arndt, J. C. Vosloo, et al. Achieving energy efficiency with medium voltage variable speed drives for ventilation-on-demand in South African mines. <a ext-link-type="uri" href="https://doi.org/10.1016/j.jclepro.2019.05.376">J Clean Prod</a>, 2019, 232: 379–390.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.jclepro.2019.05.376">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Achieving energy efficiency with medium voltage variable speed drives for ventilation-on-demand in South African mines&amp;journal=J Clean Prod&amp;volume=232&amp;pages=379-390&amp;publication_year=2019&amp;author=Nel A. J. H.&amp;author=Arndt D. C.&amp;author=Vosloo J. C.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b3" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[3]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>A. Chatterjee, L. J. Zhang, X. H. Xia. Optimization of mine ventilation fan speeds according to ventilation on demand and time of use tariff. <a ext-link-type="uri" href="https://doi.org/10.1016/j.apenergy.2015.01.134">Appl Energy</a>, 2015, 146: 65–73.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.apenergy.2015.01.134">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Optimization of mine ventilation fan speeds according to ventilation on demand and time of use tariff&amp;journal=Appl Energy&amp;volume=146&amp;pages=65-73&amp;publication_year=2015&amp;author=Chatterjee A.&amp;author=Zhang L. J.&amp;author=Xia X. H.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b4" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[4]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>R. Liu, Y. He, Y. F. Zhao, et al. Tunnel construction ventilation frequency-control based on radial basis function neural network. <a ext-link-type="uri" href="https://doi.org/10.1016/j.autcon.2020.103293">Autom Constr</a>, 2020, 118: 103293.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.autcon.2020.103293">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Tunnel construction ventilation frequency-control based on radial basis function neural network&amp;journal=Autom Constr&amp;volume=118&amp;pages=103293&amp;publication_year=2020&amp;author=Liu R.&amp;author=He Y.&amp;author=Zhao Y. F.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b5" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[5]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>K. Gao, Z. P. Qi, Y. J. Liu, et al. Calculation model for ventilation friction resistance coefficient by surrounding rock roughness distribution characteristics of mine tunnel. <a ext-link-type="uri" href="https://doi.org/10.1038/s41598-022-07115-5">Sci Rep</a>, 2022, 12: 3193.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1038/s41598-022-07115-5">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Calculation model for ventilation friction resistance coefficient by surrounding rock roughness distribution characteristics of mine tunnel&amp;journal=Sci Rep&amp;volume=12&amp;pages=3193&amp;publication_year=2022&amp;author=Gao K.&amp;author=Qi Z. P.&amp;author=Liu Y. J.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b6" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[6]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>L. Amiri, S. A. Ghoreishi-Madiseh, F. P. Hassani, et al. Friction factor correlation for airflow through broken rocks and its applications in mine ventilation. <a ext-link-type="uri" href="https://doi.org/10.1016/j.ijmst.2020.05.003">Int J Min Sci Technol</a>, 2020, 30: 455–462.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.ijmst.2020.05.003">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Friction factor correlation for airflow through broken rocks and its applications in mine ventilation&amp;journal=Int J Min Sci Technol&amp;volume=30&amp;pages=455-462&amp;publication_year=2020&amp;author=Amiri L.&amp;author=Ghoreishi-Madiseh S. A.&amp;author=Hassani F. P.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b7" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[7]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>R. N. An, P. Lin, Y. Xia, et al. Simulation study on optimization of smoke control and exhaust strategies for networked underground tunnel groups. <a ext-link-type="uri" href="J China Coal Sco">J China Coal Sco</a>, in press, https://link.cnki.net/doi/10.13225/j.cnki.jccs.2023.1317.</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=Simulation study on optimization of smoke control and exhaust strategies for networked underground tunnel groups&amp;journal=J China Coal Sco&amp;volume=1&amp;pages=13-17&amp;publication_year=2023&amp;author=An R. N.&amp;author=Lin P.&amp;author=Xia Y.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b8" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[8]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>J. Z. Jia, B. Li, D. L. Ke, et al. Optimization of mine ventilation network feature graph. <a ext-link-type="uri" href="https://doi.org/10.1371/journal.pone.0242011">PLoS One</a>, 2020, 15: e0242011.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1371/journal.pone.0242011">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Optimization of mine ventilation network feature graph&amp;journal=PLoS One&amp;volume=15&amp;pages=e0242011&amp;publication_year=2020&amp;author=Jia J. Z.&amp;author=Li B.&amp;author=Ke D. L.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b9" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[9]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>M. A. Semin, L. Y. Levin. Stability of air flows in mine ventilation networks. <a ext-link-type="uri" href="https://doi.org/10.1016/j.psep.2019.02.006">Process Saf Environ Prot</a>, 2019, 124: 167–171.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.psep.2019.02.006">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Stability of air flows in mine ventilation networks&amp;journal=Process Saf Environ Prot&amp;volume=124&amp;pages=167-171&amp;publication_year=2019&amp;author=Semin M. A.&amp;author=Levin L. Y.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b10" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[10]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>Y. Song, J. Liu, X. B. Li, et al. Experiment and numerical simulation of average wind speed distribution law of airflow in mine tunnel. <a ext-link-type="uri" href="China Saf Sci J">China Saf Sci J</a>, 2016, 26: 146–151. (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=Experiment and numerical simulation of average wind speed distribution law of airflow in mine tunnel&amp;journal=China Saf Sci J&amp;volume=26&amp;pages=146-151&amp;publication_year=2016&amp;author=Song Y.&amp;author=Liu J.&amp;author=Li X. B.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b11" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[11]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>L. H. Zhou, L. M. Yuan, R. Thomas, et al. Determination of velocity correction factors for real-time air velocity monitoring in underground mines. <a ext-link-type="uri" href="https://doi.org/10.1007/s40789-017-0184-z">Int J Coal Sci Technol</a>, 2017, 4: 322–332.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1007/s40789-017-0184-z">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Determination of velocity correction factors for real-time air velocity monitoring in underground mines&amp;journal=Int J Coal Sci Technol&amp;volume=4&amp;pages=322-332&amp;publication_year=2017&amp;author=Zhou L. H.&amp;author=Yuan L. M.&amp;author=Thomas R.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b12" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[12]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>J. H. Hu, Y. Zhao, T. Zhou, et al. Multi-factor influence of cross-sectional airflow distribution in roadway with rough roof. <a ext-link-type="uri" href="https://doi.org/10.1007/s11771-021-4753-3">J Cent South Univ</a>, 2021, 28: 2067–2078.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1007/s11771-021-4753-3">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Multi-factor influence of cross-sectional airflow distribution in roadway with rough roof&amp;journal=J Cent South Univ&amp;volume=28&amp;pages=2067-2078&amp;publication_year=2021&amp;author=Hu J. H.&amp;author=Zhao Y.&amp;author=Zhou T.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b13" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[13]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>J. Liu, X. B. Li, Y. Song, et al. Experimental study on uncertainty mechanism of mine airvelocity and pressure with non-external disturbance. <a ext-link-type="uri" href="J China Coal Soc">J China Coal Soc</a>, 2016, 41: 1447–1453. (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 uncertainty mechanism of mine airvelocity and pressure with non-external disturbance&amp;journal=J China Coal Soc&amp;volume=41&amp;pages=1447-1453&amp;publication_year=2016&amp;author=Liu J.&amp;author=Li X. B.&amp;author=Song Y.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b14" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[14]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>Y. H. Song, X. Y. Guo, W. Lv, et al. A simulation study on the reconstruction of coalmine ventilation system based on wind resistance correction. <a ext-link-type="uri" href="https://doi.org/10.2507/IJSIMM16(1)3.365">Int J Simul Model</a>, 2017, 16: 31–44.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.2507/IJSIMM16(1)3.365">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=A simulation study on the reconstruction of coalmine ventilation system based on wind resistance correction&amp;journal=Int J Simul Model&amp;volume=16&amp;pages=31-44&amp;publication_year=2017&amp;author=Song Y. H.&amp;author=Guo X. Y.&amp;author=Lv W.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b15" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[15]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>D. Huang, J. Liu, L. J. Deng, et al. An adaptive Kalman filter for online monitoring of mine wind speed. <a ext-link-type="uri" href="Arch Min Sci">Arch Min Sci</a>, 2019, 64: 813–827.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.20944/preprints201903.0048.v1">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=An adaptive Kalman filter for online monitoring of mine wind speed&amp;journal=Arch Min Sci&amp;volume=64&amp;pages=813-827&amp;publication_year=2019&amp;author=Huang D.&amp;author=Liu J.&amp;author=Deng L. J.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b16" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[16]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>Y. R. Huang, W. J. Cheng, C. L. Tang, et al. Study of multi-agent-based coal mine environmental monitoring system. <a ext-link-type="uri" href="https://doi.org/10.1016/j.ecolind.2014.09.047">Ecol Indic</a>, 2015, 51: 79–86.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.ecolind.2014.09.047">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Study of multi-agent-based coal mine environmental monitoring system&amp;journal=Ecol Indic&amp;volume=51&amp;pages=79-86&amp;publication_year=2015&amp;author=Huang Y. R.&amp;author=Cheng W. J.&amp;author=Tang C. L.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b17" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[17]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>L. Muduli, D. P. Mishra, P. K. Jana. Application of wireless sensor network for environmental monitoring in underground coal mines: A systematic review. <a ext-link-type="uri" href="https://doi.org/10.1016/j.jnca.2017.12.022">J Netw Comput</a>, 2018, 106: 48–67.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.jnca.2017.12.022">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Application of wireless sensor network for environmental monitoring in underground coal mines: A systematic review&amp;journal=J Netw Comput&amp;volume=106&amp;pages=48-67&amp;publication_year=2018&amp;author=Muduli L.&amp;author=Mishra D. P.&amp;author=Jana P. K.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b18" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[18]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>N. Liu, B. R. Li. Research and development of mine high precision wind speed sensor and temperature correction. <a ext-link-type="uri" href="https://doi.org/10.1088/1742-6596/2187/1/012038">J Phys Conf Ser</a>, 2022, 2187: 012038.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1088/1742-6596/2187/1/012038">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Research and development of mine high precision wind speed sensor and temperature correction&amp;journal=J Phys Conf Ser&amp;volume=2187&amp;pages=012038&amp;publication_year=2022&amp;author=Liu N.&amp;author=Li B. R.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b19" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[19]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>M. X. Li, Y. H. Yan, B. Zhao, et al. Assessment of turbulence models and air supply opening models for CFD modelling of airflow and gaseous contaminant distributions in aircraft cabins. <a ext-link-type="uri" href="https://doi.org/10.1177/1420326X16688049">Indoor Built Environ</a>, 2018, 27: 606–621.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1177/1420326X16688049">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Assessment of turbulence models and air supply opening models for CFD modelling of airflow and gaseous contaminant distributions in aircraft cabins&amp;journal=Indoor Built Environ&amp;volume=27&amp;pages=606-621&amp;publication_year=2018&amp;author=Li M. X.&amp;author=Yan Y. H.&amp;author=Zhao B.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b20" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[20]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>Z. B. Feng, C. W. Yu, S. J. Cao. Fast prediction for indoor environment: Models assessment. <a ext-link-type="uri" href="https://doi.org/10.1177/1420326X19852450">Indoor Built Environ</a>, 2019, 28: 727–730.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1177/1420326X19852450">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Fast prediction for indoor environment: Models assessment&amp;journal=Indoor Built Environ&amp;volume=28&amp;pages=727-730&amp;publication_year=2019&amp;author=Feng Z. B.&amp;author=Yu C. W.&amp;author=Cao S. J.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b21" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[21]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>C. Ren, S. J. Cao. Development and application of linear ventilation and temperature models for indoor environmental prediction and HVAC systems control. <a ext-link-type="uri" href="https://doi.org/10.1016/j.scs.2019.101673">Sustain Cities Soc</a>, 2019, 51: 101673.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.scs.2019.101673">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Development and application of linear ventilation and temperature models for indoor environmental prediction and HVAC systems control&amp;journal=Sustain Cities Soc&amp;volume=51&amp;pages=101673&amp;publication_year=2019&amp;author=Ren C.&amp;author=Cao S. J.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b22" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[22]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>E. I. Acuña, I. S. Lowndes. A review of primary mine ventilation system optimization. <a ext-link-type="uri" href="https://doi.org/10.1287/inte.2014.0736">Interfaces</a>, 2014, 44: 163–175.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1287/inte.2014.0736">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=A review of primary mine ventilation system optimization&amp;journal=Interfaces&amp;volume=44&amp;pages=163-175&amp;publication_year=2014&amp;author=Acuña E. I.&amp;author=Lowndes I. S.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b23" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[23]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>J. H. Si, S. He, G. Y. Cheng, et al. The real-time monitoring technology of air quantity based on the optimization of air velocity sensors location in mine ventilation network. <a ext-link-type="uri" href="Electr Eng Comput Sci">Electr Eng Comput Sci</a>, 2019, 3: 164–169.</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=The real-time monitoring technology of air quantity based on the optimization of air velocity sensors location in mine ventilation network&amp;journal=Electr Eng Comput Sci&amp;volume=3&amp;pages=164-169&amp;publication_year=2019&amp;author=Si J. H.&amp;author=He S.&amp;author=Cheng G. Y.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b24" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[24]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>G. Jing, W. J. Cai, X. Zhang, et al. An energy-saving control strategy for multi-zone demand controlled ventilation system with data-driven model and air balancing control. <a ext-link-type="uri" href="https://doi.org/10.1016/j.energy.2020.117328">Energy</a>, 2020, 199: 117328.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.energy.2020.117328">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=An energy-saving control strategy for multi-zone demand controlled ventilation system with data-driven model and air balancing control&amp;journal=Energy&amp;volume=199&amp;pages=117328&amp;publication_year=2020&amp;author=Jing G.&amp;author=Cai W. J.&amp;author=Zhang X.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b25" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[25]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>F. Y. Cheng, C. Cui, X. Zhang, et al. A robust air balancing method for dedicated outdoor air system. <a ext-link-type="uri" href="https://doi.org/10.1016/j.enbuild.2019.109380">Energ Build</a>, 2019, 202: 109380.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.enbuild.2019.109380">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=A robust air balancing method for dedicated outdoor air system&amp;journal=Energ Build&amp;volume=202&amp;pages=109380&amp;publication_year=2019&amp;author=Cheng F. Y.&amp;author=Cui C.&amp;author=Zhang X.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b26" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[26]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span>E. Acuña, S. Hall, I. Lowndes. Free and semi controlled splitting network optimisation using gas to justify the use of regulators. In: Proceedings of the 4<sup>th</sup> International Conference on Mining Innovation, Santiago, Chile, 2010: pp 79–87.</span> </div> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b27" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[27]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span>E. Acuña, R. Maynard, S. Hall, et al. Practical mine ventilation optimization based on genetic algorithms for free splitting networks. In: Proceedings of the 13<sup>th</sup> USA/North American Mine Ventilation Symposium, Sudbury, Canada, 2010: pp 379–385.</span> </div> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b28" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[28]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>K. M. He, X. Y. Zhang, S. Q. Ren, et al. Spatial pyramid pooling in deep convolutional networks for visual recognition. <a ext-link-type="uri" href="https://doi.org/10.1109/TPAMI.2015.2389824">IEEE Trans Pattern Anal Mach Intell</a>, 2015, 37: 1904–1916.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1109/TPAMI.2015.2389824">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Spatial pyramid pooling in deep convolutional networks for visual recognition&amp;journal=IEEE Trans Pattern Anal Mach Intell&amp;volume=37&amp;pages=1904-1916&amp;publication_year=2015&amp;author=He K. M.&amp;author=Zhang X. Y.&amp;author=Ren S. Q.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b29" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[29]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>H. Liu, S. J. Mao, M. Li, et al. A GIS based unsteady network model and system applications for intelligent mine ventilation. <a ext-link-type="uri" href="https://doi.org/10.1155/2020/1041927">Discrete Dyn Nat Soc</a>, 2020, 2020: 1041927.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1155/2020/1041927">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=A GIS based unsteady network model and system applications for intelligent mine ventilation&amp;journal=Discrete Dyn Nat Soc&amp;volume=2020&amp;pages=1041927&amp;publication_year=2020&amp;author=Liu H.&amp;author=Mao S. J.&amp;author=Li M.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b30" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[30]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>A. T. Zhou, M. Zhang, K. Wang, et al. Airflow disturbance induced by coal mine outburst shock waves: A case study of a gas outburst disaster in China. <a ext-link-type="uri" href="https://doi.org/10.1016/j.ijrmms.2020.104262">Int J Rock Mech Min Sci</a>, 2020, 128: 104262.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.ijrmms.2020.104262">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Airflow disturbance induced by coal mine outburst shock waves: A case study of a gas outburst disaster in China&amp;journal=Int J Rock Mech Min Sci&amp;volume=128&amp;pages=104262&amp;publication_year=2020&amp;author=Zhou A. T.&amp;author=Zhang M.&amp;author=Wang K.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b31" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[31]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>E. T. Maddalena, Y. Z. Lian, C. N. Jones. Data-driven methods for building control—A review and promising future directions. <a ext-link-type="uri" href="https://doi.org/10.1016/j.conengprac.2019.104211">Control Eng Pract</a>, 2020, 95: 104211.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.conengprac.2019.104211">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Data-driven methods for building control—A review and promising future directions&amp;journal=Control Eng Pract&amp;volume=95&amp;pages=104211&amp;publication_year=2020&amp;author=Maddalena E. T.&amp;author=Lian Y. Z.&amp;author=Jones C. N.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b32" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[32]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>L. Yu, S. Q. Qin, M. Zhang, et al. A review of deep reinforcement learning for smart building energy management. <a ext-link-type="uri" href="https://doi.org/10.1109/JIOT.2021.3078462">IEEE Internet Things J</a>, 2021, 8: 12046–12063.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1109/JIOT.2021.3078462">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=A review of deep reinforcement learning for smart building energy management&amp;journal=IEEE Internet Things J&amp;volume=8&amp;pages=12046-12063&amp;publication_year=2021&amp;author=Yu L.&amp;author=Qin S. Q.&amp;author=Zhang M.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b33" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[33]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>M. J. Han, R. May, X. X. Zhang, et al. A review of reinforcement learning methodologies for controlling occupant comfort in buildings. <a ext-link-type="uri" href="https://doi.org/10.1016/j.scs.2019.101748">Sustain Cities Soc</a>, 2019, 51: 101748.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.scs.2019.101748">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=A review of reinforcement learning methodologies for controlling occupant comfort in buildings&amp;journal=Sustain Cities Soc&amp;volume=51&amp;pages=101748&amp;publication_year=2019&amp;author=Han M. J.&amp;author=May R.&amp;author=Zhang X. X.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b34" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[34]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>K. Wang, S. G. Jiang, Z. Y. Wu, et al. Intelligent safety adjustment of branch airflow volume during ventilation-on-demand changes in coal mines. <a ext-link-type="uri" href="https://doi.org/10.1016/j.psep.2017.08.024">Process Saf Environ Prot</a>, 2017, 111: 491–506.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.psep.2017.08.024">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Intelligent safety adjustment of branch airflow volume during ventilation-on-demand changes in coal mines&amp;journal=Process Saf Environ Prot&amp;volume=111&amp;pages=491-506&amp;publication_year=2017&amp;author=Wang K.&amp;author=Jiang S. G.&amp;author=Wu Z. Y.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b35" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[35]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>Q. X. Fan, P. Lin, P. C. Wei, et al. Closed-loop control theory of intelligent construction. <a ext-link-type="uri" href="J Tsinghua Univ (Sci Technol)">J Tsinghua Univ (Sci Technol)</a>, 2021, 61: 660–670. (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=Closed-loop control theory of intelligent construction&amp;journal=J Tsinghua Univ (Sci Technol)&amp;volume=61&amp;pages=660-670&amp;publication_year=2021&amp;author=Fan Q. X.&amp;author=Lin P.&amp;author=Wei P. C.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b36" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[36]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>P. Lin, Q. B. Li, S. W. Zhou, et al. Intelligent cooling control method and system for mass concrete. <a ext-link-type="uri" href="J Hydraul Eng">J Hydraul Eng</a>, 2013, 44: 950–957.</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=Intelligent cooling control method and system for mass concrete&amp;journal=J Hydraul Eng&amp;volume=44&amp;pages=950-957&amp;publication_year=2013&amp;author=Lin P.&amp;author=Li Q. B.&amp;author=Zhou S. W.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b37" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[37]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>M. Li, P. Lin, D. X. Chen, et al. An ANN-based short-term temperature forecast model for mass concrete cooling control. <a ext-link-type="uri" href="https://doi.org/10.26599/TST.2022.9010015">Tsinghua Sci Technol</a>, 2023, 28: 511–524.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.26599/TST.2022.9010015">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=An ANN-based short-term temperature forecast model for mass concrete cooling control&amp;journal=Tsinghua Sci Technol&amp;volume=28&amp;pages=511-524&amp;publication_year=2023&amp;author=Li M.&amp;author=Lin P.&amp;author=Chen D. X.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b38" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[38]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>Q. X. Fan, X. C. Jiang, K. X. Wang, et al. Cement grouting online monitoring and intelligent control for dam foundations. <a ext-link-type="uri" href="J Intell Constr">J Intell Constr</a>, 2023, 1: 9180005.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.26599/JIC.2023.9180005">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Cement grouting online monitoring and intelligent control for dam foundations&amp;journal=J Intell Constr&amp;volume=1&amp;pages=9180005&amp;publication_year=2023&amp;author=Fan Q. X.&amp;author=Jiang X. C.&amp;author=Wang K. X.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b39" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[39]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>Y. F. Xiang, P. Lin, R. N. An, et al. Full participation flat closed-loop safety management method for offshore wind power construction sites. <a ext-link-type="uri" href="J Intell Constr">J Intell Constr</a>, 2023, 1: 9180006.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.26599/JIC.2023.9180006">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Full participation flat closed-loop safety management method for offshore wind power construction sites&amp;journal=J Intell Constr&amp;volume=1&amp;pages=9180006&amp;publication_year=2023&amp;author=Xiang Y. F.&amp;author=Lin P.&amp;author=An R. N.">Google Scholar</a> </div> </div> <div id="article_references" style="overflow-x: auto; overflow-y: hidden"> <div class="v4-art-reference-item"> <!-- 显示文章正文:有参考文献编号,点击跳转 --> <div id="r_b40" class="v4-art-reference-item-index" onclick="findReferencesInContentById(this)" >[40]</div> <!-- 不显示文章正文:有参考文献编号,没有点击 --> <!-- 显示文章正文:无参考文献编号,点击跳转 --> <!-- 不显示文章正文:无参考文献编号,没有点击 --> <div class="v4-art-reference-item-title"> <span><p>Y. Zhou, Y. Yang, R. W. Bu, et al. Effect of press-in ventilation technology on pollutant transport in a railway tunnel under construction. <a ext-link-type="uri" href="https://doi.org/10.1016/j.jclepro.2019.118590">J Cleaner Prod</a>, 2020, 243: 118590.</p></span> </div> </div> <div class="v4-art-reference-item-pos"> <a target="_blank" href="https://doi.org/10.1016/j.jclepro.2019.118590">Crossref</a> <a target="_blank" style="margin-left: 10px" href="https://scholar.google.com/scholar_lookup?title=Effect of press-in ventilation technology on pollutant transport in a railway tunnel under construction&amp;journal=J Cleaner Prod&amp;volume=243&amp;pages=118590&amp;publication_year=2020&amp;author=Zhou Y.&amp;author=Yang Y.&amp;author=Bu R. W.">Google Scholar</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&amp;status=0&amp;id=10.26599/JIC.2024.9180032" /> <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&amp;id=1605098369766313986&amp;issueIndex=1796080970938032130&amp;issn=2958-3861" >Volume 2 Issue 2,</br>June 2024</a> </div> <div class="v4-art-main-right-content"> <span>Article number: 9180032</span> </div> <div class="v4-art-main-right-content"> DOI: <a href="https://doi.org/10.26599/JIC.2024.9180032" target="_blank" style="word-break: break-all">10.26599/JIC.2024.9180032</a> </div> <div class="v4-art-main-right-title">Cite this article:</div> <div class="v4-art-main-right-content"> <span>An R, Lin P, Li Z, et al. </span> <span>Intelligent ventilation-on-demand control system for the construction of underground tunnel complex. </span> <span><span style = 'font-style: italic;'>Journal of Intelligent Construction</span>, </span> <span> 2024, 2(2): 9180032. </span> <span style="word-break: break-all">https://doi.org/10.26599/JIC.2024.9180032</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&amp;topicalId=1747806930851135489&amp;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 &nbsp; <el-tooltip popper-class="v4-el-tooltip" effect="dark" content="Citation counts are pulled independently from Crossref, Web of Science, Scopus and CSCD. 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var authors = {"authors":[{"id":null,"name":"Ruinan An","email":null,"type":2,"companyId":null,"orcid":null,"firstAuthor":null,"sub":"<sup>a<\/sup><sup>,<\/sup><sup>b<\/sup>"},{"id":"1614108940840796162","name":"<a href='\/scholar\/info?id=1614108940840796162'>Peng Lin<\/a>","email":"celinpe@tsinghua.edu.cn","type":1,"companyId":null,"orcid":null,"firstAuthor":null,"sub":"<sup>a<\/sup><sup>,<\/sup><sup>c<\/sup>"},{"id":null,"name":"Zichang Li","email":null,"type":2,"companyId":null,"orcid":null,"firstAuthor":null,"sub":"<sup>c<\/sup>"},{"id":null,"name":"Libing Zhang","email":null,"type":2,"companyId":null,"orcid":null,"firstAuthor":null,"sub":"<sup>d<\/sup>"},{"id":null,"name":"Fei Cheng","email":null,"type":2,"companyId":null,"orcid":null,"firstAuthor":null,"sub":"<sup>e<\/sup>"},{"id":null,"name":"Yong Xia","email":null,"type":2,"companyId":null,"orcid":null,"firstAuthor":null,"sub":"<sup>f<\/sup>"},{"id":null,"name":"Yue Liu","email":null,"type":2,"companyId":null,"orcid":null,"firstAuthor":null,"sub":"<sup>f<\/sup>"},{"id":null,"name":"Hongyuan Liu","email":null,"type":2,"companyId":null,"orcid":null,"firstAuthor":null,"sub":"<sup>g<\/sup>"}],"companys":["<label>a<\/label>Department of Hydraulic Engineering, Tsinghua University, Beijing 100084, China","<label>b<\/label>Rocket Force Academy, Beijing 100011, China","<label>c<\/label>Sichuan Energy Internet Research Institute, Tsinghua University, Chengdu 610213, China","<label>d<\/label>PowerChina Kunming Engineering Cooperation Limited, Kunming 650051, China","<label>e<\/label>PowerChina Sinohydro Bureau 14 Co., Ltd., Kunming 650041, China","<label>f<\/label>Technological Innovation Center of Hydropower, Wind, Solar and Energy Storage of Tibet Autonomous Region, Lhasa 850000, China","<label>g<\/label>School of Engineering, University of Tasmania, Hobart TAS 7005, Australia"]}; var esmSize = 0; var articleId = "1780445147806908417"; var article = {"id":"1780445147806908417","title":"Intelligent ventilation-on-demand control system for the construction of underground tunnel complex","doi":"10.26599\/JIC.2024.9180032","type":"2","journalId":"1605098369766313986","isOa":1,"clickNum":2013,"downloadNum":1168,"collectionNum":null,"cscdNum":0,"quoteNum":0,"articleNo":"JIC-2024-0008","cover":null,"receivedTime":"2024-02-25T00:00:01.000+08:00","strReceivedTime":"25 February 2024","acceptedTime":"2024-04-15T00:00:01.000+08:00","strAcceptedTime":"15 April 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>): 9180032","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>Traditional ventilation methods consume excessive energy but still fail to meet requirements in underground tunnel group construction. Thus, a closed-loop intelligent control system for ventilation-on-demand (VOD) was developed. To address dynamic changes in ventilation load and reduce energy consumption, firstly, the developed system calculates the real-time ventilation load and establishes a ventilation-network-based control mode to represent the ventilation system structure. The deep deterministic policy gradient (DDPG) method was then employed for the closed-loop control ensuring the required air volume in each branch of tunnel groups while minimizing energy consumption. After that, the developed closed-loop intelligent ventilation control system encompasses comprehensive perception, real analysis, real-time control, and continuous optimization. This system treats decision-making, control, and feedback as subsystems that reflect the adaptability between ventilation efficiency, construction progress, and power consumption. Finally, the end-edge-cloud-based software of the system was developed to enable remote control and display on large screens, personal computers (PCs), and mobile applications (Apps) to ensure precise and timely operation. The system was employed in tunnel group under construction at the Xulong Hydropower Station in Southwestern China, and the obtained results validate its advanced closed-loop control based on reinforcement learning (RL) and confirm its feasibility in engineering practice.<\/p>","abstractImage":null,"abstractToc":null,"acknowledgement":"<p>This research was supported by Power China Kunming Engineering Corporation Limited (No. 202202AF080003), Power China Sinohydro Bureau 14 Corporation Limited (No. XL-YSFD-FW-2023-006), Power China Chengdu Engineering Corporation Limited (No. CD2C20221923), and Water and Wind Energy Storage Technology Innovation Center of Tibet Autonomous Region and Technological Innovation Center of Hydropower, Wind, Solar and Energy Storage of Tibet Autonomous Region (No. XZ202201ZD0003G).<\/p>","copyright":"\u00A9 The Author(s) 2024. Published by Tsinghua University Press.","pdfSize":"(6.5 MB)","isCollection":false,"journalIssn":"2958-3861","issueId":"1796080970938032130","revised":"07 April 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: 9180032","citationPublicationDate":"2024\/5\/27","issueTime":"2024\/6\/1","authorAndCompanyVOS":[{"author":"Ruinan An","company":"Department of Hydraulic Engineering,CHINA. \u6E05\u534E\u5927\u5B66, 100084,CHINA. Rocket Force Academy,Beijing,CHINA. "},{"author":"Peng Lin","company":"Department of Hydraulic Engineering,CHINA. \u6E05\u534E\u5927\u5B66, 100084,CHINA. Sichuan Energy Internet Research Institute,CHINA. Tsinghua University, 100084,CHINA. "},{"author":"Zichang Li","company":"Sichuan Energy Internet Research Institute,CHINA. Tsinghua University, 100084,CHINA. "},{"author":"Libing Zhang","company":" PowerChina Kunming Engineering Cooperation Limited,Kunming,Yunnan,CHINA. "},{"author":"Fei Cheng","company":" PowerChina Sinohydro Bureau 14 Co., Ltd.,Kunming,Yunnan,CHINA. "},{"author":"Yong Xia","company":"Technological Innovation Center of Hydropower,CHINA. Solar and Energy Storage of Tibet Autonomous Region,CHINA. "},{"author":"Yue Liu","company":"Technological Innovation Center of Hydropower,CHINA. Solar and Energy Storage of Tibet Autonomous Region,CHINA. "},{"author":"Hongyuan Liu","company":"School of Engineering,AUSTRALIA. University of Tasmania, 7005,AUSTRALIA. "}],"citationAuthorInstitution":null,"journalOrgan":"\u6E05\u534E\u5927\u5B66\u51FA\u7248\u793E","altmetricTwo":null,"keypointsAbstracted":null,"isMerge":null,"articleCiteVO":{"author":"An R, Lin P, Li Z, et al. ","title":"Intelligent ventilation-on-demand control system for the construction of underground tunnel complex. ","journal":"<span style = 'font-style: italic;'>Journal of Intelligent Construction<\/span>, ","volume":" 2024, 2(2): 9180032. ","doi":"https:\/\/doi.org\/10.26599\/JIC.2024.9180032","allStr":"An R, Lin P, Li Z, et al. . Intelligent ventilation-on-demand control system for the construction of underground tunnel complex. . <span style = 'font-style: italic;'>Journal of Intelligent Construction<\/span>, . 2024, 2(2): 9180032. . https:\/\/doi.org\/10.26599\/JIC.2024.9180032"},"frontNotesVO":{"title":null,"content":null},"articleCode":"9180032","articleCodeId":null,"clcNumber":null,"documentsCode":null,"jumpIssueId":"1796080970938032130","jel":null,"mergeId":null,"fpage":"","lpage":""}; var uuid = "qk_18970b14122840d7beae84c9138152e4"; var referenceList = [{"id":"1796095418373349377","articleId":null,"reference":"<p>S. A. Ghoreishi-Madiseh, A. P. Sasmito, F. P. Hassani, et al. Performance evaluation of large scale rock-pit seasonal thermal energy storage for application in underground mine ventilation. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.apenergy.2016.01.062\">Appl Energy<\/a>, 2017, 185: 1940\u20131947.<\/p>","keyStr":"b1","label":"[1]","content":null,"num":null,"doi":"10.1016\/j.apenergy.2016.01.062","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Performance evaluation of large scale rock-pit seasonal thermal energy storage for application in underground mine ventilation\u0026journal=Appl Energy\u0026volume=185\u0026pages=1940-1947\u0026publication_year=2017\u0026author=Ghoreishi-Madiseh S. A.\u0026author=Sasmito A. P.\u0026author=Hassani F. P."},{"id":"1796095418385932289","articleId":null,"reference":"<p>A. J. H. Nel, D. C. Arndt, J. C. Vosloo, et al. Achieving energy efficiency with medium voltage variable speed drives for ventilation-on-demand in South African mines. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.jclepro.2019.05.376\">J Clean Prod<\/a>, 2019, 232: 379\u2013390.<\/p>","keyStr":"b2","label":"[2]","content":null,"num":null,"doi":"10.1016\/j.jclepro.2019.05.376","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Achieving energy efficiency with medium voltage variable speed drives for ventilation-on-demand in South African mines\u0026journal=J Clean Prod\u0026volume=232\u0026pages=379-390\u0026publication_year=2019\u0026author=Nel A. J. H.\u0026author=Arndt D. C.\u0026author=Vosloo J. C."},{"id":"1796095418398515202","articleId":null,"reference":"<p>A. Chatterjee, L. J. Zhang, X. H. Xia. Optimization of mine ventilation fan speeds according to ventilation on demand and time of use tariff. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.apenergy.2015.01.134\">Appl Energy<\/a>, 2015, 146: 65\u201373.<\/p>","keyStr":"b3","label":"[3]","content":null,"num":null,"doi":"10.1016\/j.apenergy.2015.01.134","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Optimization of mine ventilation fan speeds according to ventilation on demand and time of use tariff\u0026journal=Appl Energy\u0026volume=146\u0026pages=65-73\u0026publication_year=2015\u0026author=Chatterjee A.\u0026author=Zhang L. J.\u0026author=Xia X. H."},{"id":"1796095418411098113","articleId":null,"reference":"<p>R. Liu, Y. He, Y. F. Zhao, et al. Tunnel construction ventilation frequency-control based on radial basis function neural network. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.autcon.2020.103293\">Autom Constr<\/a>, 2020, 118: 103293.<\/p>","keyStr":"b4","label":"[4]","content":null,"num":null,"doi":"10.1016\/j.autcon.2020.103293","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Tunnel construction ventilation frequency-control based on radial basis function neural network\u0026journal=Autom Constr\u0026volume=118\u0026pages=103293\u0026publication_year=2020\u0026author=Liu R.\u0026author=He Y.\u0026author=Zhao Y. F."},{"id":"1796095418423681025","articleId":null,"reference":"<p>K. Gao, Z. P. Qi, Y. J. Liu, et al. Calculation model for ventilation friction resistance coefficient by surrounding rock roughness distribution characteristics of mine tunnel. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1038\/s41598-022-07115-5\">Sci Rep<\/a>, 2022, 12: 3193.<\/p>","keyStr":"b5","label":"[5]","content":null,"num":null,"doi":"10.1038\/s41598-022-07115-5","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Calculation model for ventilation friction resistance coefficient by surrounding rock roughness distribution characteristics of mine tunnel\u0026journal=Sci Rep\u0026volume=12\u0026pages=3193\u0026publication_year=2022\u0026author=Gao K.\u0026author=Qi Z. P.\u0026author=Liu Y. J."},{"id":"1796095418436263937","articleId":null,"reference":"<p>L. Amiri, S. A. Ghoreishi-Madiseh, F. P. Hassani, et al. Friction factor correlation for airflow through broken rocks and its applications in mine ventilation. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.ijmst.2020.05.003\">Int J Min Sci Technol<\/a>, 2020, 30: 455\u2013462.<\/p>","keyStr":"b6","label":"[6]","content":null,"num":null,"doi":"10.1016\/j.ijmst.2020.05.003","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Friction factor correlation for airflow through broken rocks and its applications in mine ventilation\u0026journal=Int J Min Sci Technol\u0026volume=30\u0026pages=455-462\u0026publication_year=2020\u0026author=Amiri L.\u0026author=Ghoreishi-Madiseh S. A.\u0026author=Hassani F. P."},{"id":"1796095418444652545","articleId":null,"reference":"<p>R. N. An, P. Lin, Y. Xia, et al. Simulation study on optimization of smoke control and exhaust strategies for networked underground tunnel groups. <a ext-link-type=\"uri\" href=\"J China Coal Sco\">J China Coal Sco<\/a>, in press, https:\/\/link.cnki.net\/doi\/10.13225\/j.cnki.jccs.2023.1317.<\/p>","keyStr":"b7","label":"[7]","content":null,"num":null,"doi":"","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Simulation study on optimization of smoke control and exhaust strategies for networked underground tunnel groups\u0026journal=J China Coal Sco\u0026volume=1\u0026pages=13-17\u0026publication_year=2023\u0026author=An R. N.\u0026author=Lin P.\u0026author=Xia Y."},{"id":"1796095418457235457","articleId":null,"reference":"<p>J. Z. Jia, B. Li, D. L. Ke, et al. Optimization of mine ventilation network feature graph. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1371\/journal.pone.0242011\">PLoS One<\/a>, 2020, 15: e0242011.<\/p>","keyStr":"b8","label":"[8]","content":null,"num":null,"doi":"10.1371\/journal.pone.0242011","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Optimization of mine ventilation network feature graph\u0026journal=PLoS One\u0026volume=15\u0026pages=e0242011\u0026publication_year=2020\u0026author=Jia J. Z.\u0026author=Li B.\u0026author=Ke D. L."},{"id":"1796095418469818370","articleId":null,"reference":"<p>M. A. Semin, L. Y. Levin. Stability of air flows in mine ventilation networks. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.psep.2019.02.006\">Process Saf Environ Prot<\/a>, 2019, 124: 167\u2013171.<\/p>","keyStr":"b9","label":"[9]","content":null,"num":null,"doi":"10.1016\/j.psep.2019.02.006","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Stability of air flows in mine ventilation networks\u0026journal=Process Saf Environ Prot\u0026volume=124\u0026pages=167-171\u0026publication_year=2019\u0026author=Semin M. A.\u0026author=Levin L. Y."},{"id":"1796095418482401281","articleId":null,"reference":"<p>Y. Song, J. Liu, X. B. Li, et al. Experiment and numerical simulation of average wind speed distribution law of airflow in mine tunnel. <a ext-link-type=\"uri\" href=\"China Saf Sci J\">China Saf Sci J<\/a>, 2016, 26: 146\u2013151. (in Chinese)<\/p>","keyStr":"b10","label":"[10]","content":null,"num":null,"doi":"","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Experiment and numerical simulation of average wind speed distribution law of airflow in mine tunnel\u0026journal=China Saf Sci J\u0026volume=26\u0026pages=146-151\u0026publication_year=2016\u0026author=Song Y.\u0026author=Liu J.\u0026author=Li X. B."},{"id":"1796095418494984193","articleId":null,"reference":"<p>L. H. Zhou, L. M. Yuan, R. Thomas, et al. Determination of velocity correction factors for real-time air velocity monitoring in underground mines. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1007\/s40789-017-0184-z\">Int J Coal Sci Technol<\/a>, 2017, 4: 322\u2013332.<\/p>","keyStr":"b11","label":"[11]","content":null,"num":null,"doi":"10.1007\/s40789-017-0184-z","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Determination of velocity correction factors for real-time air velocity monitoring in underground mines\u0026journal=Int J Coal Sci Technol\u0026volume=4\u0026pages=322-332\u0026publication_year=2017\u0026author=Zhou L. H.\u0026author=Yuan L. M.\u0026author=Thomas R."},{"id":"1796095418511761410","articleId":null,"reference":"<p>J. H. Hu, Y. Zhao, T. Zhou, et al. Multi-factor influence of cross-sectional airflow distribution in roadway with rough roof. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1007\/s11771-021-4753-3\">J Cent South Univ<\/a>, 2021, 28: 2067\u20132078.<\/p>","keyStr":"b12","label":"[12]","content":null,"num":null,"doi":"10.1007\/s11771-021-4753-3","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Multi-factor influence of cross-sectional airflow distribution in roadway with rough roof\u0026journal=J Cent South Univ\u0026volume=28\u0026pages=2067-2078\u0026publication_year=2021\u0026author=Hu J. H.\u0026author=Zhao Y.\u0026author=Zhou T."},{"id":"1796095418524344321","articleId":null,"reference":"<p>J. Liu, X. B. Li, Y. Song, et al. Experimental study on uncertainty mechanism of mine airvelocity and pressure with non-external disturbance. <a ext-link-type=\"uri\" href=\"J China Coal Soc\">J China Coal Soc<\/a>, 2016, 41: 1447\u20131453. (in Chinese)<\/p>","keyStr":"b13","label":"[13]","content":null,"num":null,"doi":"","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Experimental study on uncertainty mechanism of mine airvelocity and pressure with non-external disturbance\u0026journal=J China Coal Soc\u0026volume=41\u0026pages=1447-1453\u0026publication_year=2016\u0026author=Liu J.\u0026author=Li X. B.\u0026author=Song Y."},{"id":"1796095418536927234","articleId":null,"reference":"<p>Y. H. Song, X. Y. Guo, W. Lv, et al. A simulation study on the reconstruction of coalmine ventilation system based on wind resistance correction. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.2507\/IJSIMM16(1)3.365\">Int J Simul Model<\/a>, 2017, 16: 31\u201344.<\/p>","keyStr":"b14","label":"[14]","content":null,"num":null,"doi":"10.2507\/IJSIMM16(1)3.365","link":"https:\/\/scholar.google.com\/scholar_lookup?title=A simulation study on the reconstruction of coalmine ventilation system based on wind resistance correction\u0026journal=Int J Simul Model\u0026volume=16\u0026pages=31-44\u0026publication_year=2017\u0026author=Song Y. H.\u0026author=Guo X. Y.\u0026author=Lv W."},{"id":"1796095418549510145","articleId":null,"reference":"<p>D. Huang, J. Liu, L. J. Deng, et al. An adaptive Kalman filter for online monitoring of mine wind speed. <a ext-link-type=\"uri\" href=\"Arch Min Sci\">Arch Min Sci<\/a>, 2019, 64: 813\u2013827.<\/p>","keyStr":"b15","label":"[15]","content":null,"num":null,"doi":"10.20944\/preprints201903.0048.v1","link":"https:\/\/scholar.google.com\/scholar_lookup?title=An adaptive Kalman filter for online monitoring of mine wind speed\u0026journal=Arch Min Sci\u0026volume=64\u0026pages=813-827\u0026publication_year=2019\u0026author=Huang D.\u0026author=Liu J.\u0026author=Deng L. J."},{"id":"1796095418557898753","articleId":null,"reference":"<p>Y. R. Huang, W. J. Cheng, C. L. Tang, et al. Study of multi-agent-based coal mine environmental monitoring system. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.ecolind.2014.09.047\">Ecol Indic<\/a>, 2015, 51: 79\u201386.<\/p>","keyStr":"b16","label":"[16]","content":null,"num":null,"doi":"10.1016\/j.ecolind.2014.09.047","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Study of multi-agent-based coal mine environmental monitoring system\u0026journal=Ecol Indic\u0026volume=51\u0026pages=79-86\u0026publication_year=2015\u0026author=Huang Y. R.\u0026author=Cheng W. J.\u0026author=Tang C. L."},{"id":"1796095418570481665","articleId":null,"reference":"<p>L. Muduli, D. P. Mishra, P. K. Jana. Application of wireless sensor network for environmental monitoring in underground coal mines: A systematic review. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.jnca.2017.12.022\">J Netw Comput<\/a>, 2018, 106: 48\u201367.<\/p>","keyStr":"b17","label":"[17]","content":null,"num":null,"doi":"10.1016\/j.jnca.2017.12.022","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Application of wireless sensor network for environmental monitoring in underground coal mines: A systematic review\u0026journal=J Netw Comput\u0026volume=106\u0026pages=48-67\u0026publication_year=2018\u0026author=Muduli L.\u0026author=Mishra D. P.\u0026author=Jana P. K."},{"id":"1796095418587258882","articleId":null,"reference":"<p>N. Liu, B. R. Li. Research and development of mine high precision wind speed sensor and temperature correction. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1088\/1742-6596\/2187\/1\/012038\">J Phys Conf Ser<\/a>, 2022, 2187: 012038.<\/p>","keyStr":"b18","label":"[18]","content":null,"num":null,"doi":"10.1088\/1742-6596\/2187\/1\/012038","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Research and development of mine high precision wind speed sensor and temperature correction\u0026journal=J Phys Conf Ser\u0026volume=2187\u0026pages=012038\u0026publication_year=2022\u0026author=Liu N.\u0026author=Li B. R."},{"id":"1796095418599841793","articleId":null,"reference":"<p>M. X. Li, Y. H. Yan, B. Zhao, et al. Assessment of turbulence models and air supply opening models for CFD modelling of airflow and gaseous contaminant distributions in aircraft cabins. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1177\/1420326X16688049\">Indoor Built Environ<\/a>, 2018, 27: 606\u2013621.<\/p>","keyStr":"b19","label":"[19]","content":null,"num":null,"doi":"10.1177\/1420326X16688049","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Assessment of turbulence models and air supply opening models for CFD modelling of airflow and gaseous contaminant distributions in aircraft cabins\u0026journal=Indoor Built Environ\u0026volume=27\u0026pages=606-621\u0026publication_year=2018\u0026author=Li M. X.\u0026author=Yan Y. H.\u0026author=Zhao B."},{"id":"1796095418612424706","articleId":null,"reference":"<p>Z. B. Feng, C. W. Yu, S. J. Cao. Fast prediction for indoor environment: Models assessment. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1177\/1420326X19852450\">Indoor Built Environ<\/a>, 2019, 28: 727\u2013730.<\/p>","keyStr":"b20","label":"[20]","content":null,"num":null,"doi":"10.1177\/1420326X19852450","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Fast prediction for indoor environment: Models assessment\u0026journal=Indoor Built Environ\u0026volume=28\u0026pages=727-730\u0026publication_year=2019\u0026author=Feng Z. B.\u0026author=Yu C. W.\u0026author=Cao S. J."},{"id":"1796095418625007618","articleId":null,"reference":"<p>C. Ren, S. J. Cao. Development and application of linear ventilation and temperature models for indoor environmental prediction and HVAC systems control. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.scs.2019.101673\">Sustain Cities Soc<\/a>, 2019, 51: 101673.<\/p>","keyStr":"b21","label":"[21]","content":null,"num":null,"doi":"10.1016\/j.scs.2019.101673","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Development and application of linear ventilation and temperature models for indoor environmental prediction and HVAC systems control\u0026journal=Sustain Cities Soc\u0026volume=51\u0026pages=101673\u0026publication_year=2019\u0026author=Ren C.\u0026author=Cao S. J."},{"id":"1796095418633396226","articleId":null,"reference":"<p>E. I. Acu\u00F1a, I. S. Lowndes. A review of primary mine ventilation system optimization. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1287\/inte.2014.0736\">Interfaces<\/a>, 2014, 44: 163\u2013175.<\/p>","keyStr":"b22","label":"[22]","content":null,"num":null,"doi":"10.1287\/inte.2014.0736","link":"https:\/\/scholar.google.com\/scholar_lookup?title=A review of primary mine ventilation system optimization\u0026journal=Interfaces\u0026volume=44\u0026pages=163-175\u0026publication_year=2014\u0026author=Acu\u00F1a E. I.\u0026author=Lowndes I. S."},{"id":"1796095418645979137","articleId":null,"reference":"<p>J. H. Si, S. He, G. Y. Cheng, et al. The real-time monitoring technology of air quantity based on the optimization of air velocity sensors location in mine ventilation network. <a ext-link-type=\"uri\" href=\"Electr Eng Comput Sci\">Electr Eng Comput Sci<\/a>, 2019, 3: 164\u2013169.<\/p>","keyStr":"b23","label":"[23]","content":null,"num":null,"doi":"","link":"https:\/\/scholar.google.com\/scholar_lookup?title=The real-time monitoring technology of air quantity based on the optimization of air velocity sensors location in mine ventilation network\u0026journal=Electr Eng Comput Sci\u0026volume=3\u0026pages=164-169\u0026publication_year=2019\u0026author=Si J. H.\u0026author=He S.\u0026author=Cheng G. Y."},{"id":"1796095418658562050","articleId":null,"reference":"<p>G. Jing, W. J. Cai, X. Zhang, et al. An energy-saving control strategy for multi-zone demand controlled ventilation system with data-driven model and air balancing control. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.energy.2020.117328\">Energy<\/a>, 2020, 199: 117328.<\/p>","keyStr":"b24","label":"[24]","content":null,"num":null,"doi":"10.1016\/j.energy.2020.117328","link":"https:\/\/scholar.google.com\/scholar_lookup?title=An energy-saving control strategy for multi-zone demand controlled ventilation system with data-driven model and air balancing control\u0026journal=Energy\u0026volume=199\u0026pages=117328\u0026publication_year=2020\u0026author=Jing G.\u0026author=Cai W. J.\u0026author=Zhang X."},{"id":"1796095418671144962","articleId":null,"reference":"<p>F. Y. Cheng, C. Cui, X. Zhang, et al. A robust air balancing method for dedicated outdoor air system. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.enbuild.2019.109380\">Energ Build<\/a>, 2019, 202: 109380.<\/p>","keyStr":"b25","label":"[25]","content":null,"num":null,"doi":"10.1016\/j.enbuild.2019.109380","link":"https:\/\/scholar.google.com\/scholar_lookup?title=A robust air balancing method for dedicated outdoor air system\u0026journal=Energ Build\u0026volume=202\u0026pages=109380\u0026publication_year=2019\u0026author=Cheng F. Y.\u0026author=Cui C.\u0026author=Zhang X."},{"id":"1796095418683727873","articleId":null,"reference":"E. Acu\u00F1a, S. Hall, I. Lowndes. Free and semi controlled splitting network optimisation using gas to justify the use of regulators. In: Proceedings of the 4<sup>th<\/sup> International Conference on Mining Innovation, Santiago, Chile, 2010: pp 79\u201387.","keyStr":"b26","label":"[26]","content":null,"num":null,"doi":"","link":null},{"id":"1796095418692116481","articleId":null,"reference":"E. Acu\u00F1a, R. Maynard, S. Hall, et al. Practical mine ventilation optimization based on genetic algorithms for free splitting networks. In: Proceedings of the 13<sup>th<\/sup> USA\/North American Mine Ventilation Symposium, Sudbury, Canada, 2010: pp 379\u2013385.","keyStr":"b27","label":"[27]","content":null,"num":null,"doi":"","link":null},{"id":"1796095418704699393","articleId":null,"reference":"<p>K. M. He, X. Y. Zhang, S. Q. Ren, et al. Spatial pyramid pooling in deep convolutional networks for visual recognition. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1109\/TPAMI.2015.2389824\">IEEE Trans Pattern Anal Mach Intell<\/a>, 2015, 37: 1904\u20131916.<\/p>","keyStr":"b28","label":"[28]","content":null,"num":null,"doi":"10.1109\/TPAMI.2015.2389824","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Spatial pyramid pooling in deep convolutional networks for visual recognition\u0026journal=IEEE Trans Pattern Anal Mach Intell\u0026volume=37\u0026pages=1904-1916\u0026publication_year=2015\u0026author=He K. M.\u0026author=Zhang X. Y.\u0026author=Ren S. Q."},{"id":"1796095418717282306","articleId":null,"reference":"<p>H. Liu, S. J. Mao, M. Li, et al. A GIS based unsteady network model and system applications for intelligent mine ventilation. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1155\/2020\/1041927\">Discrete Dyn Nat Soc<\/a>, 2020, 2020: 1041927.<\/p>","keyStr":"b29","label":"[29]","content":null,"num":null,"doi":"10.1155\/2020\/1041927","link":"https:\/\/scholar.google.com\/scholar_lookup?title=A GIS based unsteady network model and system applications for intelligent mine ventilation\u0026journal=Discrete Dyn Nat Soc\u0026volume=2020\u0026pages=1041927\u0026publication_year=2020\u0026author=Liu H.\u0026author=Mao S. J.\u0026author=Li M."},{"id":"1796095418729865217","articleId":null,"reference":"<p>A. T. Zhou, M. Zhang, K. Wang, et al. Airflow disturbance induced by coal mine outburst shock waves: A case study of a gas outburst disaster in China. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.ijrmms.2020.104262\">Int J Rock Mech Min Sci<\/a>, 2020, 128: 104262.<\/p>","keyStr":"b30","label":"[30]","content":null,"num":null,"doi":"10.1016\/j.ijrmms.2020.104262","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Airflow disturbance induced by coal mine outburst shock waves: A case study of a gas outburst disaster in China\u0026journal=Int J Rock Mech Min Sci\u0026volume=128\u0026pages=104262\u0026publication_year=2020\u0026author=Zhou A. T.\u0026author=Zhang M.\u0026author=Wang K."},{"id":"1796095418738253825","articleId":null,"reference":"<p>E. T. Maddalena, Y. Z. Lian, C. N. Jones. Data-driven methods for building control\u2014A review and promising future directions. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.conengprac.2019.104211\">Control Eng Pract<\/a>, 2020, 95: 104211.<\/p>","keyStr":"b31","label":"[31]","content":null,"num":null,"doi":"10.1016\/j.conengprac.2019.104211","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Data-driven methods for building control\u2014A review and promising future directions\u0026journal=Control Eng Pract\u0026volume=95\u0026pages=104211\u0026publication_year=2020\u0026author=Maddalena E. T.\u0026author=Lian Y. Z.\u0026author=Jones C. N."},{"id":"1796095418750836738","articleId":null,"reference":"<p>L. Yu, S. Q. Qin, M. Zhang, et al. A review of deep reinforcement learning for smart building energy management. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1109\/JIOT.2021.3078462\">IEEE Internet Things J<\/a>, 2021, 8: 12046\u201312063.<\/p>","keyStr":"b32","label":"[32]","content":null,"num":null,"doi":"10.1109\/JIOT.2021.3078462","link":"https:\/\/scholar.google.com\/scholar_lookup?title=A review of deep reinforcement learning for smart building energy management\u0026journal=IEEE Internet Things J\u0026volume=8\u0026pages=12046-12063\u0026publication_year=2021\u0026author=Yu L.\u0026author=Qin S. Q.\u0026author=Zhang M."},{"id":"1796095418763419650","articleId":null,"reference":"<p>M. J. Han, R. May, X. X. Zhang, et al. A review of reinforcement learning methodologies for controlling occupant comfort in buildings. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.scs.2019.101748\">Sustain Cities Soc<\/a>, 2019, 51: 101748.<\/p>","keyStr":"b33","label":"[33]","content":null,"num":null,"doi":"10.1016\/j.scs.2019.101748","link":"https:\/\/scholar.google.com\/scholar_lookup?title=A review of reinforcement learning methodologies for controlling occupant comfort in buildings\u0026journal=Sustain Cities Soc\u0026volume=51\u0026pages=101748\u0026publication_year=2019\u0026author=Han M. J.\u0026author=May R.\u0026author=Zhang X. X."},{"id":"1796095418776002561","articleId":null,"reference":"<p>K. Wang, S. G. Jiang, Z. Y. Wu, et al. Intelligent safety adjustment of branch airflow volume during ventilation-on-demand changes in coal mines. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.psep.2017.08.024\">Process Saf Environ Prot<\/a>, 2017, 111: 491\u2013506.<\/p>","keyStr":"b34","label":"[34]","content":null,"num":null,"doi":"10.1016\/j.psep.2017.08.024","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Intelligent safety adjustment of branch airflow volume during ventilation-on-demand changes in coal mines\u0026journal=Process Saf Environ Prot\u0026volume=111\u0026pages=491-506\u0026publication_year=2017\u0026author=Wang K.\u0026author=Jiang S. G.\u0026author=Wu Z. Y."},{"id":"1796095418788585474","articleId":null,"reference":"<p>Q. X. Fan, P. Lin, P. C. Wei, et al. Closed-loop control theory of intelligent construction. <a ext-link-type=\"uri\" href=\"J Tsinghua Univ (Sci Technol)\">J Tsinghua Univ (Sci Technol)<\/a>, 2021, 61: 660\u2013670. (in Chinese)<\/p>","keyStr":"b35","label":"[35]","content":null,"num":null,"doi":"","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Closed-loop control theory of intelligent construction\u0026journal=J Tsinghua Univ (Sci Technol)\u0026volume=61\u0026pages=660-670\u0026publication_year=2021\u0026author=Fan Q. X.\u0026author=Lin P.\u0026author=Wei P. C."},{"id":"1796095418801168386","articleId":null,"reference":"<p>P. Lin, Q. B. Li, S. W. Zhou, et al. Intelligent cooling control method and system for mass concrete. <a ext-link-type=\"uri\" href=\"J Hydraul Eng\">J Hydraul Eng<\/a>, 2013, 44: 950\u2013957.<\/p>","keyStr":"b36","label":"[36]","content":null,"num":null,"doi":"","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Intelligent cooling control method and system for mass concrete\u0026journal=J Hydraul Eng\u0026volume=44\u0026pages=950-957\u0026publication_year=2013\u0026author=Lin P.\u0026author=Li Q. B.\u0026author=Zhou S. W."},{"id":"1796095418826334209","articleId":null,"reference":"<p>M. Li, P. Lin, D. X. Chen, et al. An ANN-based short-term temperature forecast model for mass concrete cooling control. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.26599\/TST.2022.9010015\">Tsinghua Sci Technol<\/a>, 2023, 28: 511\u2013524.<\/p>","keyStr":"b37","label":"[37]","content":null,"num":null,"doi":"10.26599\/TST.2022.9010015","link":"https:\/\/scholar.google.com\/scholar_lookup?title=An ANN-based short-term temperature forecast model for mass concrete cooling control\u0026journal=Tsinghua Sci Technol\u0026volume=28\u0026pages=511-524\u0026publication_year=2023\u0026author=Li M.\u0026author=Lin P.\u0026author=Chen D. X."},{"id":"1796095418834722818","articleId":null,"reference":"<p>Q. X. Fan, X. C. Jiang, K. X. Wang, et al. Cement grouting online monitoring and intelligent control for dam foundations. <a ext-link-type=\"uri\" href=\"J Intell Constr\">J Intell Constr<\/a>, 2023, 1: 9180005.<\/p>","keyStr":"b38","label":"[38]","content":null,"num":null,"doi":"10.26599\/JIC.2023.9180005","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Cement grouting online monitoring and intelligent control for dam foundations\u0026journal=J Intell Constr\u0026volume=1\u0026pages=9180005\u0026publication_year=2023\u0026author=Fan Q. X.\u0026author=Jiang X. C.\u0026author=Wang K. X."},{"id":"1796095418847305729","articleId":null,"reference":"<p>Y. F. Xiang, P. Lin, R. N. An, et al. Full participation flat closed-loop safety management method for offshore wind power construction sites. <a ext-link-type=\"uri\" href=\"J Intell Constr\">J Intell Constr<\/a>, 2023, 1: 9180006.<\/p>","keyStr":"b39","label":"[39]","content":null,"num":null,"doi":"10.26599\/JIC.2023.9180006","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Full participation flat closed-loop safety management method for offshore wind power construction sites\u0026journal=J Intell Constr\u0026volume=1\u0026pages=9180006\u0026publication_year=2023\u0026author=Xiang Y. F.\u0026author=Lin P.\u0026author=An R. N."},{"id":"1796095418859888642","articleId":null,"reference":"<p>Y. Zhou, Y. Yang, R. W. Bu, et al. Effect of press-in ventilation technology on pollutant transport in a railway tunnel under construction. <a ext-link-type=\"uri\" href=\"https:\/\/doi.org\/10.1016\/j.jclepro.2019.118590\">J Cleaner Prod<\/a>, 2020, 243: 118590.<\/p>","keyStr":"b40","label":"[40]","content":null,"num":null,"doi":"10.1016\/j.jclepro.2019.118590","link":"https:\/\/scholar.google.com\/scholar_lookup?title=Effect of press-in ventilation technology on pollutant transport in a railway tunnel under construction\u0026journal=J Cleaner Prod\u0026volume=243\u0026pages=118590\u0026publication_year=2020\u0026author=Zhou Y.\u0026author=Yang Y.\u0026author=Bu R. W."}]; 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 = 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generators were installed on sloping buildings such as houses to achieve large-scale raindrop energy harvesting easily. 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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>

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