Article(id=1282030044356788630, tenantId=1146029695717560320, journalId=1146031787341344770, issueId=1282030021623657005, articleNumber=null, orderNo=null, doi=10.16265/j.cnki.issn1003-3033.2025.08.0164, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1742745600000, receivedDateStr=2025-03-24, revisedDate=1751126400000, revisedDateStr=2025-06-29, acceptedDate=null, acceptedDateStr=null, onlineDate=1783589381540, onlineDateStr=2026-07-09, pubDate=1756310400000, pubDateStr=2025-08-28, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1783589381540, onlineIssueDateStr=2026-07-09, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1783589381540, creator=13701087609, updateTime=1783589381540, updator=13701087609, issue=Issue{id=1282030021623657005, tenantId=1146029695717560320, journalId=1146031787341344770, year='2025', volume='35', issue='8', pageStart='1', pageEnd='276', issueExtLink='null', onlineDate='null', pubDate='1756310400000', pubDateStr='2025-08-28', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1783589376121, creator='13701087609', updateTime=1783589731222, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1282031511155228698, tenantId=1146029695717560320, journalId=1146031787341344770, issueId=1282030021623657005, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1282031511155228699, tenantId=1146029695717560320, journalId=1146031787341344770, issueId=1282030021623657005, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=48, endPage=53, ext={EN=ArticleExt(id=1282030044566503831, articleId=1282030044356788630, tenantId=1146029695717560320, journalId=1146031787341344770, language=EN, title=Analysis of causes of chemical fire accidents based on SIF and social network, columnId=1149733271128420907, journalTitle=China Safety Science Journal, columnName=Safety social science and safety management, runingTitle=null, highlight=null, articleAbstract=

To effectively identify and prevent the risks of chemical fire accidents, a comprehensive research framework was proposed, integrating text mining, SIF model hierarchical analysis, and social network analysis based on rich accident investigation reports in the era of big data. Firstly, the key causes of the accidents were systematically extracted through text preprocessing, term frequency-inverse document frequency (TF-IDF) keyword extraction, and latent dirichlet allocation (LDA) topic modeling, combined with 75 representative chemical fire accident investigation reports from 2000 to 2024. Then, based on the SIF model, the extracted causes were classified into the micro, meso, and macro levels. Subsequently, the accident cause network was constructed using social network analysis methods. Core nodes and key influence paths in the accident cause network were identified through frequency statistics, centrality analysis, and key relationship mining. The research results show that the micro-causes accounted for 56.3%, representing the most crucial factors contributing to chemical fire accidents, with individual factors and environmental equipment risks being dominant. At the meso level, insufficient safety supervision has the highest degree centrality. The key cause path for chemical fire accidents is: inadequate organizational management → insufficient safety supervision → insufficient personal preparation → violation of regulations.

, authors=Pei WANG1, Xiaoting LI2, Rui YANG2, Lina ZHENG**, 2, authorsList=Pei WANG, Xiaoting LI, Rui YANG, Lina ZHENG, authorCompany=null, correspAuthors=Lina ZHENG, 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=1282030044813967768, articleId=1282030044356788630, tenantId=1146029695717560320, journalId=1146031787341344770, language=CN, title=基于SIF与社会网络的化工火灾事故致因分析, columnId=1149733271296193071, journalTitle=中国安全科学学报, columnName=安全社会科学与安全管理, runingTitle=null, highlight=null, articleAbstract=

为有效识别和防控化工火灾事故风险,遏制化工火灾事故频发,基于数字化技术的深度案例分析,提出一种融合文本挖掘、安全信息流(SIF)模型层次分析与社会网络分析的多维度综合研究框架。首先,对2000—2024年75起化工火灾事故调查报告进行词频-逆文档频率(TF-IDF)关键词提取与潜在狄利克雷分配(LDA)主题建模;然后,基于SIF模型,将提取出的致因按微观、中观和宏观层次进行分类;最后,借助社会网络分析方法构建事故致因网络,通过频数统计、中心性分析及关键关系挖掘,识别出事故致因网络中的核心节点和关键影响路径。结果表明:微观致因占比为56.3%,是导致化工火灾事故的最关键致因因素,其中,个体因素和环境设备风险在化工火灾事故中占据主导地位;中观致因中“安全监督不充分”度数中心度最高,组织管理不到位→安全监督不充分→个人准备不足→违反规章制度是化工火灾关键致因路径。

, authors=王佩讲师1, 李小婷2, 杨睿2, 郑丽娜教授**, 2, authorsList=王佩讲师, 李小婷, 杨睿, 郑丽娜教授, authorCompany=null, correspAuthors=郑丽娜教授, authorNote=

王佩(1987—),女,湖北武汉人,博士,讲师,主要从事职业卫生、粉尘治理和人因工效学方面的研究。E-mail:

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** 郑丽娜(1986—),女,山东德州人,博士,教授,博士生导师,主要从事工作场所粉尘暴露监测、气溶胶采样技术、气溶胶化学组分在线监测技术和仪器研发、微等离子体光谱和拉曼光谱定量分析技术方面的研究。E-mail:
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王佩(1987—),女,湖北武汉人,博士,讲师,主要从事职业卫生、粉尘治理和人因工效学方面的研究。E-mail:

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王佩(1987—),女,湖北武汉人,博士,讲师,主要从事职业卫生、粉尘治理和人因工效学方面的研究。E-mail:

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基于SIF与社会网络的化工火灾事故致因分析
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王佩讲师 1 , 李小婷 2 , 杨睿 2 , 郑丽娜教授 **, 2
中国安全科学学报 | 安全社会科学与安全管理 2025,35(8): 48-53
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中国安全科学学报 |安全社会科学与安全管理 2025 , 35 (8) : 48 -53
基于SIF与社会网络的化工火灾事故致因分析
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王佩讲师1 , 李小婷2, 杨睿2, 郑丽娜教授**, 2
作者信息
  • 1首都经济贸易大学 管理工程学院,北京 100070
  • 2中国矿业大学 安全工程学院,江苏 徐州 221116
通讯作者:
** 郑丽娜(1986—),女,山东德州人,博士,教授,博士生导师,主要从事工作场所粉尘暴露监测、气溶胶采样技术、气溶胶化学组分在线监测技术和仪器研发、微等离子体光谱和拉曼光谱定量分析技术方面的研究。E-mail:
作者简介:

王佩(1987—),女,湖北武汉人,博士,讲师,主要从事职业卫生、粉尘治理和人因工效学方面的研究。E-mail:

Analysis of causes of chemical fire accidents based on SIF and social network
Pei WANG1 , Xiaoting LI2, Rui YANG2, Lina ZHENG**, 2
Affiliations
  • 1School of Management Engineering, Capital University of Economics and Business, Beijing 100070, China
  • 2School of Safety Engineering, China University of Mining and Technology, Xuzhou Jiangsu 221116, China
出版时间: 2025-08-28 doi: 10.16265/j.cnki.issn1003-3033.2025.08.0164
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为有效识别和防控化工火灾事故风险,遏制化工火灾事故频发,基于数字化技术的深度案例分析,提出一种融合文本挖掘、安全信息流(SIF)模型层次分析与社会网络分析的多维度综合研究框架。首先,对2000—2024年75起化工火灾事故调查报告进行词频-逆文档频率(TF-IDF)关键词提取与潜在狄利克雷分配(LDA)主题建模;然后,基于SIF模型,将提取出的致因按微观、中观和宏观层次进行分类;最后,借助社会网络分析方法构建事故致因网络,通过频数统计、中心性分析及关键关系挖掘,识别出事故致因网络中的核心节点和关键影响路径。结果表明:微观致因占比为56.3%,是导致化工火灾事故的最关键致因因素,其中,个体因素和环境设备风险在化工火灾事故中占据主导地位;中观致因中“安全监督不充分”度数中心度最高,组织管理不到位→安全监督不充分→个人准备不足→违反规章制度是化工火灾关键致因路径。

安全信息流(SIF)模型  /  社会网络  /  化工火灾  /  事故致因  /  安全管理

To effectively identify and prevent the risks of chemical fire accidents, a comprehensive research framework was proposed, integrating text mining, SIF model hierarchical analysis, and social network analysis based on rich accident investigation reports in the era of big data. Firstly, the key causes of the accidents were systematically extracted through text preprocessing, term frequency-inverse document frequency (TF-IDF) keyword extraction, and latent dirichlet allocation (LDA) topic modeling, combined with 75 representative chemical fire accident investigation reports from 2000 to 2024. Then, based on the SIF model, the extracted causes were classified into the micro, meso, and macro levels. Subsequently, the accident cause network was constructed using social network analysis methods. Core nodes and key influence paths in the accident cause network were identified through frequency statistics, centrality analysis, and key relationship mining. The research results show that the micro-causes accounted for 56.3%, representing the most crucial factors contributing to chemical fire accidents, with individual factors and environmental equipment risks being dominant. At the meso level, insufficient safety supervision has the highest degree centrality. The key cause path for chemical fire accidents is: inadequate organizational management → insufficient safety supervision → insufficient personal preparation → violation of regulations.

safety information flow(SIF) model  /  social network  /  chemical fire  /  accident causes  /  safey management
王佩讲师, 李小婷, 杨睿, 郑丽娜教授. 基于SIF与社会网络的化工火灾事故致因分析. 中国安全科学学报, 2025 , 35 (8) : 48 -53 . DOI: 10.16265/j.cnki.issn1003-3033.2025.08.0164
Pei WANG, Xiaoting LI, Rui YANG, Lina ZHENG. Analysis of causes of chemical fire accidents based on SIF and social network[J]. China Safety Science Journal, 2025 , 35 (8) : 48 -53 . DOI: 10.16265/j.cnki.issn1003-3033.2025.08.0164
  • 北京市教育委员会科研计划项目(KM202310038002)
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doi: 10.16265/j.cnki.issn1003-3033.2025.08.0164
  • 接收时间:2025-03-24
  • 首发时间:2026-07-09
  • 出版时间:2025-08-28
补充材料
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  • 收稿日期:2025-03-24
  • 修回日期:2025-06-29
基金
北京市教育委员会科研计划项目(KM202310038002)
作者信息
    1首都经济贸易大学 管理工程学院,北京 100070
    2中国矿业大学 安全工程学院,江苏 徐州 221116

通讯作者:

** 郑丽娜(1986—),女,山东德州人,博士,教授,博士生导师,主要从事工作场所粉尘暴露监测、气溶胶采样技术、气溶胶化学组分在线监测技术和仪器研发、微等离子体光谱和拉曼光谱定量分析技术方面的研究。E-mail:
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2种不同金属材料的力学参数

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)

Genus
种数
Number of
species
占总种数比例
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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