|本期目录/Table of Contents|

[1]颜峻,孟燕华,左哲.基于Bayesian网络的建筑火灾疏散条件安全性评估方法*[J].中国安全生产科学技术,2020,16(12):116-121.[doi:10.11731/j.issn.1673-193x.2020.12.019]
 YAN Jun,MENG Yanhua,ZUO Zhe.Study on assessment method for safety of evacuation conditions in building fire based on Bayesian network[J].JOURNAL OF SAFETY SCIENCE AND TECHNOLOGY,2020,16(12):116-121.[doi:10.11731/j.issn.1673-193x.2020.12.019]
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基于Bayesian网络的建筑火灾疏散条件安全性评估方法*
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《中国安全生产科学技术》[ISSN:1673-193X/CN:11-5335/TB]

卷:
16
期数:
2020年12期
页码:
116-121
栏目:
职业安全卫生管理与技术
出版日期:
2020-12-31

文章信息/Info

Title:
Study on assessment method for safety of evacuation conditions in building fire based on Bayesian network
文章编号:
1673-193X(2020)-12-0116-06
作者:
颜峻1孟燕华1左哲2
(1.中国劳动关系学院 安全与职业卫生工程研究所,北京 100048;
2.中国安全生产科学研究院,北京 100012)
Author(s):
YAN Jun MENG Yanhua ZUO Zhe
(1.Institute of Safety and Occupational Hygiene Engineering,China Institute of Industrial Relations,Beijing 100048,China;
2.China Academy of Safety Science and Technology,Beijing 100012,China)
关键词:
火灾疏散条件安全性评估Bayesian网络
Keywords:
fire evacuation condition safety assessment Bayesian network
分类号:
X932
DOI:
10.11731/j.issn.1673-193x.2020.12.019
文献标志码:
A
摘要:
为了对建筑火灾疏散条件安全性进行评估,基于Bayesian网络对疏散条件重要构成要素及评估方法逻辑推理过程进行研究探讨。结果表明:评估网络结构、根节点、中间节点及目标节点之间存在因果关联关系;研究得出根节点先验概率与量化节点条件概率表设定方法;Bayesian网络将风险评估与人工智能分析方法相结合,实现对建筑火灾疏散条件的安全性评估,并可用于识别高风险建筑。
Abstract:
In order to assess the safety of evacuation conditions in the building fire,the important components of evacuation conditions were studied,and the logical reasoning process of the assessment method was discussed.A comprehensive assessment method for the safety of evacuation conditions based on the Bayesian network was constructed,and the causal association relationship between the assessment network structure,root nodes,intermediate nodes and target nodes was illustrated,as well as the setting method for the conditional probability table of the prior probability of root nodes correlated with the quantized nodes.The results showed that the assessment on the safety of evacuation conditions was an important link in the risk assessment of building fire,there were many influencing factors,and there exited the causal association between them.The Bayesian network could combine the risk assessment with the artificial intelligence analysis method,realize the assessment on the safety of evacuation conditions in the building fire,and identify the high risk buildings.

参考文献/References:

[1]周扬,夏登友,高平.城市商业综合体建筑火灾事故演变路径分析[J].中国安全科学学报,2018,28(2):170-174. ZHOU Yang,XIA Dengyou,GAO Ping.Analysis of evolution path of urban commercial complex fire accident[J].China Safety Science Journal,2018,28(2):170-174.
[2]辛晶,易云贤,吴立志,等.中美住宅建筑火灾时空分布规律及死亡人员特征分析[J].消防技术与产品信息,2018,31(4):89-93. XIN Jing,YI Yunxian,WU Lizhi,et al.Spatio-temporal distribution of residential building fires in China and the United States and analysis of characteristics of deaths[J].Fire Protection Technology and Product Information,2018,31(4):89-93.
[3]任常兴,张欣,张网,等.人员密集场所突发火灾事故应急疏散能力分析[J].中国安全生产科学技术,2010,6(2):39-43. REN Changxing,ZHANG Xin,ZHANG Wang,et al.Analysis on the emergency evacuation capabilities in fire accidents of assembly occupancies[J].Journal of Safety Science and Technolog,2010,6(2):39-43.
[4]PENG H,ZHOU J,LIU W L,et al.Study on the determination of safety factor in calculating building fire evacuation time[J].Procedia Engineering,2011(11):343-348.
[5]MU H L,WANG J H,MAO Z L,et al.Pre-evacuation human reactions in fires:an attribution analysis considering psychological process[J].Procedia Engineering,2013(52):290-296.
[6]吴立志,杨玉胜.建筑火灾风险评估方法与应用[M].北京:中国人民公安大学出版社,2015:166-192.
[7]邓宇菁,冯页新,胡列格.社会力模型中行人的心理因素和随机行为对人群疏散过程的影响[J].系统工程,2014(11):144-148. DENG Yujing,FENG Yexin,HU Liege.The impact of psychology and randomness on the evacuation of pedestrians:a modification of social force model[J].System Engineering,2014(11):144-148.
[8]ARTURO C,ORLANDO A,ADRIANA B,et al.Real-time evacuation route selection methodology for complex buildings[J].Fire Safety Journal,2017(91):947-954.
[9]OWAIN F,THOMPSON,EDWIN R,et al.A review of the literature on human behaviour in dwelling fires[J].Safety Science,2018(109):303-312.
[10]张润梅.基于贝叶斯网络的复杂系统因果关系研究[D].合肥工业大学,2015.
[11]胡学东,高小平,蔡德伦.大数据支撑的政府消防安全管理机制创新——以广州市天河区为例[J].中国行政管理,2018(5):52-58. HU Xuedong,GAO Xiaoping,CAI Delun.The mechanism innovation of government fire safety management based on big data support:A Case Study of Tianhe District in Guangzhou City[J].Chinese Publec Administration,2018(5):52-58.
[12]王小鹏,葛晓霞.基于贝叶斯网络的建筑火灾疏散模型[J].消防科学与技术,2019,38(2):217-219. WANG Xiaopeng,GE Xiaoxia.Building fire evacuation model based on Bayesian network[J].Fire Science and Technology,2019,38(2):217-219.
[13]RMI S,JULIEN B.Assessing fire safety using complex numerical models with a Bayesian multi-fidelity approach.Fire Safety Journal,2017(91):1016-1025.
[14]PING P,WANG K,KONG D,et al.Estimating probability of success of escape,evacuation and rescue (EER) on the offshore platform by integrating Bayesian network and fuzzy AHP[J].Journal of Loss Prevention in the Process Industries,2018(54):57-68.
[15]MATELLINI D B,WALL A D,JENKINSON I D,et al.Modelling dwelling fire development and occupancy escape using Bayesian network[J].Reliability Engineering & System Safety,2013(114):75-91.
[16]疏学明,颜峻,胡俊,等.基于Bayesian网络的建筑火灾风险评估模型[J].清华大学学报(自然科学版),2020,60(4):321-327. SHU Xueming,YAN Jun,HU Jun,et al.Risk assessment model for building fires based on a Bayesian network [J].Journal of Tsinghua University (Natural Science Edition),2020,60(4):321-327.
[17]颜峻,疏学明,吴津津.建筑消防水系统灭火可靠性动态评估模型研究[J].火灾科学,2018,27(4):254-260. YAN Jun,SHU Xueming,WU Jinjin.Reliability dynamic assessment model of water fire-extinguishing system [J].Fire Safety Science,2018,27(4):254-260.
[18]颜峻.多数据融合的电气火灾危险性评估方法[J].消防科学与技术,2019,38(4):566-569. YAN Jun.Electrical fire risk assessment method based on multi-data fusion [J].Fire Science and Technology,2019,38(4):566-569.
[19]褚冠全,汪金辉.建筑火灾人员疏散风险评估[M].北京:科学出版社,2017:130-140.
[20]中华人民共和国住房和城乡建设部.建筑设计防火规范:GB 50016—2014[S].北京:中国计划出版社,2018.

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备注/Memo

备注/Memo:
收稿日期: 2020-11-30
* 基金项目: 中国劳动关系学院2020年校级科研基金项目(20XYJ021)
作者简介: 颜俊,博士,副教授,主要研究方向为公共安全、建筑防火技术、火灾风险评估及智慧消防。
通信作者: 左哲,硕士,教授级高级工程师,主要研究方向为安全发展示范城市建设、火灾安全科学。
更新日期/Last Update: 2021-01-08