Article(id=1284878596170814415, tenantId=1146029695717560320, journalId=1283840460791746584, issueId=1284096873799594072, articleNumber=PA20260711_qx1npQJM, orderNo=null, doi=10.13637/j.issn.1009-6094.2025.1766, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=null, receivedDateStr=null, revisedDate=null, revisedDateStr=null, acceptedDate=null, acceptedDateStr=null, onlineDate=1784268529218, onlineDateStr=2026-07-17, pubDate=1782316800000, pubDateStr=2026-06-25, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1784268529217, onlineIssueDateStr=2026-07-17, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1784268529217, creator=admin, updateTime=1784268529217, updator=admin, issue=Issue{id=1284096873799594072, tenantId=1146029695717560320, journalId=1283840460791746584, year='2026', volume='26', 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FCM)聚类分析框架,通过引入模糊隶属度机制,构建融合温度、氧气浓度等多维指标的评价体系,建立从模糊相似矩阵到等价矩阵的完整数学推导流程,并借助MATLAB实现算法编程与可视化分析。设计基于λ-截集的动态聚类机制。在聚类优化方面,提出结合F统计量的自适应粒度控制方法,实现对过渡区域边界的最优识别。结果表明,调节聚类参数λ可有效控制分类粒度,近工作面区域测点聚类结果对λ变化敏感,反映其空间差异性较大;远工作面区域测点分类稳定,体现环境均质特征。进一步利用F统计量确定最优λ值,获得的“三带”划分结果:进风侧氧化带范围为72~96 m、回风侧为36~72 m,与现场“灾害综合智能管控平台”基于氧气阈值的划分结果进风侧72~103 m、回风侧36~66 m相比,该方法在进风侧识别出7 m“次氧化区”,在回风侧延伸出6 m“潜伏风险区”,两侧偏差均小于10%,验证了划分结果的可靠性。研究不仅实现了与现场数据的一致性,更通过多指标融合揭示了单一氧气阈值法无法捕捉的风险细节,为采空区煤自燃危险区域识别提供了一种更精细、更可靠的数据驱动划分手段。, authors=null, authorsList=null, authorCompany=null, correspAuthors=null, authorNote=null, correspAuthorsNote=null, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, 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基于模糊C均值聚类算法的采空区自燃“三带”划分
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潘竞涛 1 , 邱晨 1 , 赵丹 2 , 刘立仁 3 , 袁强 3
安全与环境学报 | “新质生产力驱动的矿山安全与绿色转型技术”专题 2026,26(6):
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安全与环境学报 |“新质生产力驱动的矿山安全与绿色转型技术”专题 2026 , 26 (6) :
基于模糊C均值聚类算法的采空区自燃“三带”划分
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潘竞涛1 , 邱晨1 , 赵丹2 , 刘立仁3 , 袁强3
作者信息
  • 1.辽宁工程技术大学矿业学院
  • 2.辽宁工程技术大学安全科学与工程学院
  • 3.国家能源集团国神三道沟煤矿
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出版时间: 2026-06-25 doi: 10.13637/j.issn.1009-6094.2025.1766
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针对采空区煤自燃危险区域边界模糊、传统划分方法难以有效处理不确定性的问题,基于模糊集理论,构建了一套完整的模糊C均值(Fuzzy C-Means, FCM)聚类分析框架,通过引入模糊隶属度机制,构建融合温度、氧气浓度等多维指标的评价体系,建立从模糊相似矩阵到等价矩阵的完整数学推导流程,并借助MATLAB实现算法编程与可视化分析。设计基于λ-截集的动态聚类机制。在聚类优化方面,提出结合F统计量的自适应粒度控制方法,实现对过渡区域边界的最优识别。结果表明,调节聚类参数λ可有效控制分类粒度,近工作面区域测点聚类结果对λ变化敏感,反映其空间差异性较大;远工作面区域测点分类稳定,体现环境均质特征。进一步利用F统计量确定最优λ值,获得的“三带”划分结果:进风侧氧化带范围为72~96 m、回风侧为36~72 m,与现场“灾害综合智能管控平台”基于氧气阈值的划分结果进风侧72~103 m、回风侧36~66 m相比,该方法在进风侧识别出7 m“次氧化区”,在回风侧延伸出6 m“潜伏风险区”,两侧偏差均小于10%,验证了划分结果的可靠性。研究不仅实现了与现场数据的一致性,更通过多指标融合揭示了单一氧气阈值法无法捕捉的风险细节,为采空区煤自燃危险区域识别提供了一种更精细、更可靠的数据驱动划分手段。
安全工程  /  模糊聚类  /  采空区  /  自燃“三带”  /  数据分类
潘竞涛, 邱晨, 赵丹, 刘立仁, 袁强. 基于模糊C均值聚类算法的采空区自燃“三带”划分. 安全与环境学报, 2026 , 26 (6) . DOI: 10.13637/j.issn.1009-6094.2025.1766
  • 国家自然科学基金项目
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2026年第26卷第6期
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doi: 10.13637/j.issn.1009-6094.2025.1766
  • 首发时间:2026-07-17
  • 出版时间:2026-06-25
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国家自然科学基金项目
作者信息
    1.辽宁工程技术大学矿业学院
    2.辽宁工程技术大学安全科学与工程学院
    3.国家能源集团国神三道沟煤矿
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2种不同金属材料的力学参数

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Genus
种数
Number of
species
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Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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