Article(id=1314907113688756281, tenantId=1146029695717560320, journalId=1235980550691926019, issueId=1314907112854089785, articleNumber=null, orderNo=null, doi=10.3969/j.issn.0253-6099.2025.06.01, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1748534400000, receivedDateStr=2025-05-30, revisedDate=null, revisedDateStr=null, acceptedDate=null, acceptedDateStr=null, onlineDate=1791427885696, onlineDateStr=2026-10-08, pubDate=null, pubDateStr=null, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1791427885696, onlineIssueDateStr=2026-10-08, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1791427885696, creator=13701087609, updateTime=1791427885696, updator=13701087609, issue=Issue{id=1314907112854089785, tenantId=1146029695717560320, journalId=1235980550691926019, year='2025', volume='45', issue='6', pageStart='1', pageEnd='228', issueExtLink='null', onlineDate='null', pubDate='1764518400000', pubDateStr='2025-12-01', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1791427885497, creator='13701087609', updateTime=1791430521754, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1314918170201252492, tenantId=1146029695717560320, journalId=1235980550691926019, issueId=1314907112854089785, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1314918170201252493, tenantId=1146029695717560320, journalId=1235980550691926019, issueId=1314907112854089785, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=1, endPage=7, ext={EN=ArticleExt(id=1314907115492307002, articleId=1314907113688756281, tenantId=1146029695717560320, journalId=1235980550691926019, language=EN, title=Current Status and Prospects of Application of Intelligent Technologies in Safety Management of Non-coal Mines, columnId=1236276106018484431, journalTitle=Mining and Metallurgical Engineering, columnName=MINING, runingTitle=null, highlight=null, articleAbstract=

This paper presents the evolution path of intelligent technologies, from automated monitoring at early stage to modern AI-based decision support, and focuses on analysis of research results and application cases of key technologies, such as neural networks, the Internet of Things (IoT), digital twins and big data. It also presents discussion of the latest progress in application of a new generation of intelligent technologies represented by machine learning in safety management of non-coal mines. Specifically, technologies including deep neural networks, support vector machines, decision trees and random forests have shown advantages in aspects such as personnel safety management and positioning, monitoring and early warning of mine disasters, safe operation of mine equipment, and safety in mine blasting operation. Finally, the development trends of non-coal mine safety management are proposed, in terms of in-depth application and integration of intelligent technologies, compatibility of old equipment with modern intelligent technologies, and integrated management.

, authors=Xiaoshuang LI¹, Haochun ZANG¹, Yunmin WANG², Jianpeng LIU¹, authorsList=Xiaoshuang LI, Haochun ZANG, Yunmin WANG, Jianpeng LIU, authorCompany=null, correspAuthors=null, authorNote=null, correspAuthorsNote=null, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=null, pdfFileSize=null, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, fund=null), CN=ArticleExt(id=1314907115777519675, articleId=1314907113688756281, tenantId=1146029695717560320, journalId=1235980550691926019, language=CN, title=非煤矿山安全管理中智能化技术的应用现状与展望, columnId=1236276106219811026, journalTitle=矿冶工程杂志, columnName=采矿, runingTitle=null, highlight=null, articleAbstract=

系统梳理了智能化技术从初期自动化监测到现代智能决策支持的演进路径，重点分析了神经网络、物联网、数字孪生、大数据等关键技术的研究成果与应用实例；探讨了以机器学习为代表的新一代智能化技术在非煤矿山安全管理中的应用进展，包括深度神经网络、支持向量机、决策树和随机森林等技术在人员安全管理与定位、矿山灾害监测与预警、矿山设备运行安全和矿山爆破作业安全等方面展现出的优势，展望了未来非煤矿山安全管理在智能化技术深度应用与融合、旧设备与现代智能技术兼容及系统化集成管理方面的发展趋势。

, authors=李小双¹, 臧浩淳¹, 王运敏², 刘健鹏¹, authorsList=李小双, 臧浩淳, 王运敏, 刘健鹏, authorCompany=null, correspAuthors=null, authorNote=, correspAuthorsNote=null, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=zaDDKQX5s7KnEcDjrwKrVg==, magXml=gIMsRtzglzNNWeLWiKey5Q==, pdfUrl=null, pdf=IQ4OXrCH4Abxjd5NxfJznQ==, pdfFileSize=717083, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=E1R3trc5na1FBRKenftVSw==, mapNumber=null, fund=null)}, authors=[Author(id=1314907116498939971, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907113688756281, orderNo=0, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=xsli2011@126.com, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1314907116607991877, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907113688756281, authorId=1314907116498939971, language=EN, stringName=Xiaoshuang LI, firstName=Xiaoshuang, middleName=null, lastName=LI, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=¹, address=^1.School of Urban Construction, Changzhou University, Changzhou 213164, Jiangsu, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1314907116872233030, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907113688756281, authorId=1314907116498939971, language=CN, stringName=李小双, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=¹, address=^1．常州大学城市建设学院，江苏 常州 213164, bio={"content":"

李小双（1983—），男，湖北随州人，博士，教授，主要从事矿山岩土工程方面的研究工作。E-mail: xsli2011@126.com

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李小双（1983—），男，湖北随州人，博士，教授，主要从事矿山岩土工程方面的研究工作。E-mail: xsli2011@126.com

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