|本期目录/Table of Contents|

[1]陈卓,罗丽娜,孙柏林,等.电动自行车火灾致因模型及致因因素关联研究[J].中国安全生产科学技术,2026,22(2):139-145.[doi:10.11731/j.issn.1673-193x.2026.02.017]
 CHEN Zhuo,LUO Lina,SUN Bolin,et al.Causation modeling of electric bicycle fires and analysis of associations among causal factors[J].Journal of Safety Science and Technology,2026,22(2):139-145.[doi:10.11731/j.issn.1673-193x.2026.02.017]
点击复制

电动自行车火灾致因模型及致因因素关联研究

《中国安全生产科学技术》[ISSN:1673-193X/CN:11-5335/TB]

卷:
22
期数:
2026年2期
页码:
139-145
栏目:
火灾与爆炸安全
出版日期:
2026-02-28

文章信息/Info

Title:
Causation modeling of electric bicycle fires and analysis of associations among causal factors
文章编号:
1673-193X(2026)-02-0139-07
作者:
陈卓罗丽娜孙柏林莫雨薇马秋菊姜金函
(1.北京市科学技术研究院城市系统工程研究所,北京 100089;
2.中国矿业大学(北京),北京 100083;
3.安全生产新型风险辨识与防控联合创新应急管理部重点实验室,北京 100012)
Author(s):
CHEN Zhuo LUO Li’na SUN Bolin MO Yuwei MA Qiuju JIANG Jinhan
(1.Institute of Urban Systems Enggineering,Beijing Academy of Scienceand Technology,Beijing 100089,China;
2.China University of Mining and Technology (Beijing),Beijing 100083,China;
3.Joint Innovation Key Laboratory of Ministry of Emergency Management for Emerging Risk Identification,Prevention and Controlin Safety Production,Beijing 100012,China)
关键词:
电动自行车火灾Apriori算法关联规则致因分析
Keywords:
electric bicycle fires Apriori algorithm association rules causation analysis
分类号:
X951
DOI:
10.11731/j.issn.1673-193x.2026.02.017
文献标志码:
A
摘要:
为预防和减少电动自行车火灾,收集2015—2025年40份电动自行车火灾事故数据,从“人的不安全行为、物的不安全状态、环境不良、管理不当”4个方面对火灾原因进行归纳分析,构建电动自行车火灾三级因素集,采用Apriori算法,通过计算支持度、置信度和提升度等指标,量化分析各致因因素之间的关联强度与规则显著性,使用Gephi软件绘制复杂网络关系图,并对高支持度、高置信度和高提升度关联规则进行深入分析,在此基础上,从人-物-环-管4个维度提出电动自行车火灾防控措施。研究结果表明:隐患排查治理不到位、电池故障、高密度停车布局等是导致电动自行车火灾事故发生的关键致因因素。研究结果可为电动自行车火灾的风险预防、事故评估及应急管理提供科学参考。
Abstract:
In order to prevent and reduce electric bicycle fires,this study collects 40 electric bicycle fire accident cases from 2015 to 2025.Fire causes are summarized and analyzed from four aspects,namely unsafe human behavior,unsafe conditions of equipment,adverse environment,and improper management.A three level factor set for electric bicycle fire causation is established.The Apriori algorithm is applied,and the association strength among causal factors and the significance of rules are quantified by calculating support,confidence,and lift.Gephi is used to visualize the complex network of relationships,and association rules with high support,high confidence,and high lift are further examined.On this basis,fire prevention and control measures for electric bicycles are proposed from the four dimensions of human,equipment,environment,and management.Results show that inadequate hazard inspection and rectification,battery faults,and high density parking layouts are key causal factors for electric bicycle fire accidents.The findings provide scientific references for risk prevention,accident assessment,and emergency management of electric bicycle fires.

参考文献/References:

[1]江西省通信管理局.工业和信息化部举行“电动自行车相关标准政策”新闻发布会[EB/OL].(2025-07-24)[2026-01-05].https://jxca.miit.gov.cn/xwdt/bwyw/art/2025/art_4427a36f9fc84a d7afd620fd95ef6ee5.html.
[2]中国消防,中国网.国家消防救援局举行例行新闻发布会[EB/OL].(2025-04-03)[2026-01-05].https://mp.weixin.qq.com/s/fc2Mn-VVB9FWXCLHBfGPrg.
[3]任国友,王永柱,吴敬.基于"2-4模型"的电动车火灾事故致因研究[J].工业安全与环保,2023,49(5):34-38. REN Guoyou,WANG Yongzhu,WU Jing.Study on the causes of electric vehicle fir accident based on"2-4 model" [J].Industry Safety and Environmental Protection,2023,49(5):34-38.
[4]张庆,伍爱友,曾雯.基于N-K模型的电动车火灾事故风险因素耦合分析[J].矿业工程研究,2025,40(1):24-28. ZHANG Qing,WU Aiyou,ZENG Wen.Coupling analysis of risk factors for electric vehicle fire accidents based on N-K model [J].Mining Engineering Research,2025,40(1):24-28.
[5]董洋.居民楼电动车火灾成因及管理措施[J].今日消防,2021,6(4):74-75. DONG Yang.Causes of electric vehicle fire in residential buildings and management measures [J].Today’s Fire Safety Journal,2021,6(4):74-75.
[6]陈龙刚,肖旸,张馨悦.基于ISM方法对电动车火灾事故分析[C]//中国消防协会.2018中国消防协会科学技术年会论文集.西安科技大学安全科学与工程学院;西安科技大学安全管理研究所,2018:369-372.
[7]谌微微,张子涵,韦玉东,等.基于DEMATEL-QFD的电动自行车火灾与建成环境双层网络评估模型[J].重庆交通大学学报(自然科学版),2025,44(7):118-124. CHEN Weiwei,ZHANG Zihan,WEI Yudong,et al.Electric bicycle fire and built environment dual-layer network assessment model based on DEMATEL-QFD [J].Journal of Chongqing Jiaotong University (Natural Science Edition),2025,44(7):118-124.
[8]阮立,叶帅宏,朱苡琼,等.电动车充电器过温报警保护系统设计的关键技术和思路分析[J].小型内燃机与车辆技术,2019,48(3):75-78. RUAN Li,YE Shuaihong,ZHU Yiqiong,et al.Analysis of the key technologies and ideas for the design of the over-temperature alarm protection system for electric vehicle chargers [J].Small Internal Combustion Engines and Vehicle Technology,2019,48(3):75-78.
[9]宋炜,傅贵.电动车火灾事故原因及预防措施分析[J].安全,2022,43(3):39-45. SONG Wei,FU Gui.Analysis on the causes and preventive measures of electric vehicle fire accidents [J].Safety,2022,43(3):39-45.
[10]国汉君,江益,姚勇征,等.基于内-外因理论和Apriori算法的动火作业事故分析[J].中国安全生产科学技术,2024,20(11):101-109. GUO Hanjun,JIANG Yi,YAO Yongzheng,et al.Analysis of hot work accidents based on internal-external causes and Apriori algorithm [J].Journal of Safety Science and Technology,2024,20(11):101-109.
[11]李琰,陈涛,康宇凤.基于SIF模型与Apriori算法的煤矿顶板事故致因关联分析[J].煤矿安全,2024,55(10):244-250. LI Yan,CHEN Tao,KANG Yufeng.Causative association analysis of coal mine roof accidents based on SIF model and Apriori algorithm [J].Mine Safety,2024,55(10):244-250.
[12]于溪芮,何旭,孔得朋.基于Apriori算法的氢安全事故统计分析[J].中国安全科学学报,2024,34(4):128-134. YU Xirui,HE Xu,KONG Depeng.Apriori algorithm-based statistical analysis of hydrogen accidents [J].China Safety Science Journal,2024,34(4):128-134.
[13]田晓敏,李晓冬.基于Apriori算法和贝叶斯网络的高处坠落事故致因分析[J].重庆科技大学学报(自然科学版),2024,26(6):80-87. XIAN Min Tian,LI Xiaodong.Analysis of falling accident causes based on Apriori algorithm and bayesian network [J].Journal of Chongqing University of Science and Technology (Natural Science Edition),2024,26(6):80-87.
[14]刘冬华,赵星,赵江平,等.基于改进Apriori算法的塔吊事故致因动态关联网络分析[J].安全与环境工程,2023,30(6):106-112. LIU Donghua,ZHAO Xing,ZHAO Jiangping,et al.Dynamic association network analysis of accident causes of tower crane based on improved apriori algorithm [J].Safety and Environmental Engineering,2023,30(6):106-112.
[15]陈伟珂,张欣.基于Apriori算法的易燃易爆危险化学品储运火灾爆炸事故关键致险因素的挖掘[J].火灾科学,2017,26(3):133-139. CHEN Weike,ZHANG Xin.Excavation of key risk factors based on Apriori algorithm for fire and explosion in storage and transportation of hazardous chemicals [J].Fire Science,2017,26(3):133-139.
[16]王琦,王逊,黄树成.基于Apriori关联分析的协同过滤改进算法[J].计算机与数字工程,2025,53(3):617-622,665. WANG Qi,WANG Xun,HUANG Shucheng.Improved collaborative filtering algorithm based on Apriori association analysis [J].Journal of Computers and Digital Engineering,2025,53(3):617-622,665.
[17]韩锐,于长海,丁庆国,等.基于改进Apriori算法的不良驾驶行为关联分析[J].现代电子技术,2025,48(14):50-56. HAN Rui,YU Changhai,DING Qingguo,et al.Adverse driving behavior correlation analysis based on improved Apriori algorithm [J].Modern Electronic Technology,2025,48(14):50-56.

相似文献/References:

[1]郭聖煜,骆汉宾,滕哲,等.地铁施工工人不安全行为关联规则研究[J].中国安全生产科学技术,2015,11(10):185.[doi:10.11731/j.issn.1673-193x.2015.10.031]
 GUO Sheng-yu,LUO Han-bin,TENG Zhe,et al.Research on association rules of unsafe behavior for metro construction workers[J].Journal of Safety Science and Technology,2015,11(2):185.[doi:10.11731/j.issn.1673-193x.2015.10.031]
[2]国汉君,江益,姚勇征,等.基于内-外因理论和Apriori算法的动火作业事故分析[J].中国安全生产科学技术,2024,20(11):101.[doi:10.11731/j.issn.1673-193x.2024.11.013]
 GUO Hanjun,JIANG Yi,YAO Yongzheng,et al.Analysis of hot work accidents based on internal-external causes and Apriori algorithm[J].Journal of Safety Science and Technology,2024,20(2):101.[doi:10.11731/j.issn.1673-193x.2024.11.013]
[3]国汉君,康荣学,王勇,等.基于数据驱动贝叶斯网络模型的起重作业关键致因要素分析[J].中国安全生产科学技术,2025,21(4):86.[doi:10.11731/j.issn.1673-193x.2025.04.012]
 GUO Hanjun,KANG Rongxue,WANG Yong,et al.Analysis on key causative factors of lifting operation based on data-driven Bayesian network model[J].Journal of Safety Science and Technology,2025,21(2):86.[doi:10.11731/j.issn.1673-193x.2025.04.012]
[4]贺叔滢,郑文培,田野,等.基于遗传算法优化Apriori算法的LNG接收站隐患文本数据关联规则挖掘及预警研究[J].中国安全生产科学技术,2025,21(7):114.[doi:10.11731/j.issn.1673-193x.2025.07.015]
 HE Shuying,ZHENG Wenpei,TIAN Ye,et al.Research on association rule mining and early warning of hidden danger text data of LNG receiving terminals based on genetic algorithm-optimized Apriori algorithm[J].Journal of Safety Science and Technology,2025,21(2):114.[doi:10.11731/j.issn.1673-193x.2025.07.015]

备注/Memo

备注/Memo:
收稿日期: 2025-11-21
作者简介: 陈卓,本科,副研究员,主要研究方向为城市精细化管理,应急管理,公共安全等。
通信作者: 马秋菊,博士,副教授,主要研究方向为气体泄漏-火灾-爆炸灾害演化动力学,事故风险量化技术。
更新日期/Last Update: 2026-03-09