Article(id=1318999856484561588, tenantId=1146029695717560320, journalId=1146123302524792850, issueId=1318999703161782439, articleNumber=null, orderNo=null, doi=10.3969/j.issn.1672-6073.2025.04.001, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1727280000000, receivedDateStr=2024-09-26, revisedDate=1741017600000, revisedDateStr=2025-03-04, acceptedDate=null, acceptedDateStr=null, onlineDate=1792403671617, onlineDateStr=2026-10-19, pubDate=1754755200000, pubDateStr=2025-08-10, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1792403671617, onlineIssueDateStr=2026-10-19, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1792403671617, creator=13701087609, updateTime=1792403671617, updator=13701087609, issue=Issue{id=1318999703161782439, tenantId=1146029695717560320, journalId=1146123302524792850, year='2025', volume='38', issue='4', pageStart='1', pageEnd='159', issueExtLink='null', onlineDate='null', pubDate='1754755200000', pubDateStr='2025-08-10', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1792403635062, creator='13701087609', updateTime=1792733364265, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1320382687735558277, tenantId=1146029695717560320, journalId=1146123302524792850, issueId=1318999703161782439, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1320382687735558278, tenantId=1146029695717560320, journalId=1146123302524792850, issueId=1318999703161782439, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=1, endPage=9, ext={EN=ArticleExt(id=1318999856715248309, articleId=1318999856484561588, tenantId=1146029695717560320, journalId=1146123302524792850, language=EN, title=Robustness Study of the Bus-Metro Multilayer Network in Chongqing's Central Urban Area under Cascading Failures, columnId=1152669340382966151, journalTitle=Urban Rapid Rail Transit, columnName=Forum of Rapid Rail Transit, runingTitle=null, highlight=null, articleAbstract=

The robustness of transportation networks under emergency events is a key factor in assessing the resilience of urban public transportation systems. To study the emergency response capabilities and resilience performance of complex urban transportation systems during emergency events, this study takes the central urban area of Chongqing as the study region and constructs a bus-metro multilayer transportation network model based on complex network theory to evaluate the robustness and emergency response capabilities of the urban transportation system under different shock modes. Through simulation analysis, the study delves into the catastrophic failure mechanisms and resilience trends of the two-layer network, and investigates the emergency coordination capabilities of metro and bus lines. In response to the vulnerability of single networks in current urban transportation systems during emergencies, an improved load-capacity model is proposed and used to analyze the network resilience under different attack modes. The study results show that: (1) The two-layer network exhibits a slower decline in network efficiency under both shock modes, with its redundancy and multi-path characteristics effectively mitigating the collapse process; (2) In the cascading failure process, the robustness of the two-layer network is consistently superior to that of single bus and subway networks, and the cascading failure caused by the failure of important stations has a more significant impact on network connectivity and efficiency; (3) The two-layer network is more effective in maintaining network connectivity and operational efficiency, especially when facing unexpected events, demonstrating stronger adaptive capacity and robustness. It can effectively share the load, alleviate congestion in single networks, and improve emergency handling efficiency.

, authors=Guilin WANG1, Fengyun MU1, 2, 3, Zhuowen LI1, Zhijun LI1, authorsList=Guilin WANG, Fengyun MU, Zhuowen LI, Zhijun LI, authorCompany=null, correspAuthors=Fengyun MU, 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=1318999856966906550, articleId=1318999856484561588, tenantId=1146029695717560320, journalId=1146123302524792850, language=CN, title=级联失效下重庆市中心城区公交-地铁双层网络抗毁性研究, columnId=1152669340680761737, journalTitle=都市快轨交通, columnName=快轨论坛, runingTitle=null, highlight=null, articleAbstract=

突发事件下,交通路网的抗毁性是评估城市公共交通系统韧性的关键因素。为研究复杂城市交通系统在突发事件中的应急响应能力及其韧性表现,以重庆市中心城区为研究区域,基于复杂网络理论构建公交-地铁双层交通网络模型,评估不同冲击模式下城市交通系统的抗毁性和应急响应能力;通过仿真分析,深入探讨双层网络的灾变机理和韧性演化趋势,并研究地铁与公交线路的应急协调能力。针对当前城市交通系统在突发事件中的单一网络脆弱性,提出改进的负荷-容量模型,并运用该模型对随机攻击、基于节点度值和介数中心性的蓄意攻击3种不同攻击模式下的网络抗毁性进行分析。研究结果表明:双层网络在级联失效和非级联失效两种攻击模式下的网络效率下降速度较慢,其冗余性和多路径性有效减缓了崩溃过程;在级联失效过程中,双层网络的抗毁性始终优于单层公交和地铁网络,且重要站点失效导致的级联失效对网络连通性和效率的影响更为显著;双层网络能够更有效地维持网络的连通性和运行效率,特别是在面对突发事件时,展现出更强的自适应能力和抗毁性,能够有效分担负荷,缓解单一网络的拥堵问题,提升应急处理效率。

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王贵林,女,硕士研究生,研究方向为城市韧性与智慧交通建设,

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牟凤云,女,博士,教授,主要研究领域为地理时空大数据分析、智慧交通建设,
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unstructuredReference=CAI Q R. Cause analysis of traffic accidents on urban roads based on an improved association rule mining algorithm[J]. IEEE Access, 2020, 8: 75607-75615., articleTitle=null, refAbstract=null), Reference(id=1318999864554402532, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[2], rfOrder=1, authorNames=null, journalName=null, refType=null, unstructuredReference=SHIWAKOTI N, TAY R, STASINOPOULOS P, et al. Passengers' perceived ability to get out safely from an underground train station in an emergency situation[J]. Cognition, technology & work, 2018, 20(3): 367-375.[LinkOut], articleTitle=null, refAbstract=null), Reference(id=1318999864634094309, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[3], rfOrder=2, authorNames=null, journalName=null, refType=null, unstructuredReference=国务院安委会办公室. 国务院安委会办公室关于印发《“十四五”全国道路交通安全规划》的通知[EB/OL]. (2022-07-21) [2024-08-23]. https://www.gov.cn/zhengce/zhengceku/2022-07/29/content_5703363.htm., articleTitle=null, refAbstract=null), Reference(id=1318999864713786086, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[4], rfOrder=3, authorNames=null, journalName=null, refType=null, unstructuredReference=马敏, 胡大伟, 刘杰, 等. 基于客流加权的城市轨道交通网络抗毁性分析[J]. 中国安全科学学报, 2022, 32(12): 141-149. MA Min, HU Dawei, LIU Jie, et al. Invulnerability analysis of urban rail transit network based on weighted passenger flow[J]. China safety science journal, 2022, 32(12): 141-149., articleTitle=null, refAbstract=null), Reference(id=1318999864793477863, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[5], rfOrder=4, authorNames=null, journalName=null, refType=null, unstructuredReference=安常青, 刘玉家, 王会, 等. 基于拓扑分析的区域级网络抗毁性研究[J]. 通信学报, 2021, 42(11): 145-158. AN Changqing, LIU Yujia, WANG Hui, et al. Research on the invulnerability of regional network based on topology analysis[J]. Journal on communications, 2021, 42(11): 145-158., articleTitle=null, refAbstract=null), Reference(id=1318999864873169640, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[6], rfOrder=5, authorNames=null, journalName=null, refType=null, unstructuredReference=陈孟飞, 林兆丰. 城市复杂道路网络及抗毁性研究[J]. 黑龙江交通科技, 2023, 46(4): 51-54. CHEN Mengfei, LIN Zhaofeng. Study on urban complex road network and its invulnerability[J]. Communications science and technology Heilongjiang, 2023, 46(4): 51-54., articleTitle=null, refAbstract=null), Reference(id=1318999864940278505, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[7], rfOrder=6, authorNames=null, journalName=null, refType=null, unstructuredReference=SEN P, DASGUPTA S, CHATTERJEE A, et al. Small-world properties of the Indian railway network[J]. Physical review E, statistical, nonlinear, and soft matter physics, 2003, 67(3): 036106., articleTitle=null, refAbstract=null), Reference(id=1318999865028358890, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[8], rfOrder=7, authorNames=null, journalName=null, refType=null, unstructuredReference=李僖, 马亮, 郭进, 等. 城市轨道交通线网拓扑特性及抗毁性分析[J/OL]. 铁道标准设计, 2024. DOI: 10.13238/j.issn.1004-2954.202308300006. LI Xi, MA Liang, GUO Jin, et al. Topological characteristics and damage resistance analysis of urban rail transit network[J/OL]. Railway standard design, 2024. DOI: 10.13238/j.issn.1004-2954.202308300006., articleTitle=null, refAbstract=null), Reference(id=1318999865099662059, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[9], rfOrder=8, authorNames=null, journalName=null, refType=null, unstructuredReference=沈犁, 张殿业, 向阳, 等. 城市地铁-公交复合网络抗毁性与级联失效仿真[J]. 西南交通大学学报, 2018, 53(1): 156-163. SHEN Li, ZHANG Dianye, XIANG Yang, et al. Simulation on survivability and cascading failure propagation of urban subway-bus compound network[J]. Journal of Southwest Jiaotong University, 2018, 53(1): 156-163., articleTitle=null, refAbstract=null), Reference(id=1318999865179353836, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[10], rfOrder=9, authorNames=null, journalName=null, refType=null, unstructuredReference=宋英华, 李玉枝, 霍非舟, 等. 城区内涝条件下城市公交-地铁双层交通网络的脆弱性分析[J]. 安全与环境工程, 2021, 28(2): 114-120. SONG Yinghua, LI Yuzhi, HUO Feizhou, et al. Vulnerability of two-layer traffic network of bus and subway under waterlogging condition based on complex network theory[J]. Safety and environmental engineering, 2021, 28(2): 114-120., articleTitle=null, refAbstract=null), Reference(id=1318999865259045613, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[11], rfOrder=10, authorNames=null, journalName=null, refType=null, unstructuredReference=LIU Z Z, CHEN H, LIU E Z, et al. Evaluating the dynamic resilience of the multi-mode public transit network for sustainable transport[J]. Journal of cleaner production, 2022, 348: 131350., articleTitle=null, refAbstract=null), Reference(id=1318999865326154478, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[12], rfOrder=11, authorNames=null, journalName=null, refType=null, unstructuredReference=肖红, 刘书君, 王孝坤. 突发事件下地铁网络韧性评估及恢复策略研究[J]. 铁道运输与经济, 2025, 47(2): 161-171. XIAO Hong, LIU Shujun, WANG Xiaokun. Resilience assessment and recovery strategy of metro network under emergencies[J]. Railway transport and economy, 2025, 47(2): 161-171., articleTitle=null, refAbstract=null), Reference(id=1318999865389069039, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[13], rfOrder=12, authorNames=null, journalName=null, refType=null, unstructuredReference=重庆市交通规划研究院. 2021年重庆市中心城区交通发展年度报告[R]. 重庆, 2022., articleTitle=null, refAbstract=null), Reference(id=1318999865451983600, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[14], rfOrder=13, authorNames=null, journalName=null, refType=null, unstructuredReference=孔建国, 卢靖宇, 李煜琨, 等. 管制空域复杂网络模型构建及抗毁性分析[J]. 科学技术与工程, 2023, 23(9): 3973-3981. KONG Jianguo, LU Jingyu, LI Yukun, et al. Complex network model of controlled airspace and invulnerability analysis[J]. Science technology and engineering, 2023, 23(9): 3973-3981., articleTitle=null, refAbstract=null), Reference(id=1318999865519092465, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[15], rfOrder=14, authorNames=null, journalName=null, refType=null, unstructuredReference=郑霞忠, 柯善钢, 陈星, 等. 基于复杂网络的内河船舶碰撞事故致因分析[J]. 中国安全生产科学技术, 2023, 19(2): 211-217. ZHENG Xiazhong, KE Shangang, CHEN Xing, et al. Cause analysis of inland river ship collision accident based on complex network[J]. Journal of safety science and technology, 2023, 19(2): 211-217., articleTitle=null, refAbstract=null), Reference(id=1318999865594589938, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[16], rfOrder=15, authorNames=null, journalName=null, refType=null, unstructuredReference=YIN R R, YUAN H L, WANG J, et al. Modeling and analyzing cascading dynamics of the urban road traffic network[J]. Physica A: statistical mechanics and its applications, 2021, 566: 125600., articleTitle=null, refAbstract=null), Reference(id=1318999865670087411, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[17], rfOrder=16, authorNames=null, journalName=null, refType=null, unstructuredReference=LIU J, XIONG Q Y, SHI X, et al. Load-redistribution strategy based on time-varying load against cascading failure of complex network[J]. Chinese physics B, 2015, 24(7): 076401., articleTitle=null, refAbstract=null), Reference(id=1318999865737196276, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[18], rfOrder=17, authorNames=null, journalName=null, refType=null, unstructuredReference=朱涛, 常国岑, 张水平, 等. 基于复杂网络的指挥控制级联失效模型研究[J]. 系统仿真学报, 2010, 22(8): 1817-1820. ZHU Tao, CHANG Guocen, ZHANG Shuiping, et al. Research on model of cascading failure in command and control based on complex networks[J]. Journal of system simulation, 2010, 22(8): 1817-1820., articleTitle=null, refAbstract=null), Reference(id=1318999865795916533, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[19], rfOrder=18, authorNames=null, journalName=null, refType=null, unstructuredReference=张玉召, 康欢欢, 邓雨露. 多层网络视角下的中欧海铁运输网络级联失效脆弱性分析[J]. 计算机工程与应用, 2025, 61(5): 298-308. ZHANG Yuzhao, KANG Huanhuan, DENG Yulu. Vulnerability analysis of cascading failure of sino-europe sea-rail transport network from perspective of multi-layer network[J]. Computer engineering and applications, 2025, 61(5): 298-308., articleTitle=null, refAbstract=null), Reference(id=1318999865883996918, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[20], rfOrder=19, authorNames=null, journalName=null, refType=null, unstructuredReference=岳地久, 李建华, 张杰勇, 等. 一种非对称相依指控网络负载级联失效模型[J/OL]. 现代防御技术, 2024. http://kns.cnki.net/kcms/detail/11.3019.tj.20240319.1003.002.html. YUE Dijiu, LI Jianhua, ZHANG Jieyong, et al. A load cascading failure model for asymmetric dependent command and control networks[j/ol]. China industrial economics, 2024. http://kns.cnki.net/kcms/detail/11.3019.tj.20240319.1003.002.html., articleTitle=null, refAbstract=null), Reference(id=1318999865942717175, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[21], rfOrder=20, authorNames=null, journalName=null, refType=null, unstructuredReference=王彬, 戴剑勇, 邓先红. 城市复杂地铁网络级联失效抗毁性分析[J]. 南华大学学报(自然科学版), 2019, 33(6): 91-96. WANG Bin, DAI Jianyong, DENG Xianhong. Failure analysis of urban complex metro network cascading failure[J]. Journal of University of South China (Science and Technology), 2019, 33(6): 91-96., articleTitle=null, refAbstract=null), Reference(id=1318999866001437432, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[22], rfOrder=21, authorNames=null, journalName=null, refType=null, unstructuredReference=张光远, 张帆, 刘泳博. 成渝地区城际铁路网络特性与脆弱性分析[J]. 铁道运输与经济, 2021, 43(7): 36-42. ZHANG Guangyuan, ZHANG Fan, LIU Yongbo. Characteristics and vulnerabilities of intercity railway network in Chengdu-Chongqing Region[J]. Railway transport and economy, 2021, 43(7): 36-42., articleTitle=null, refAbstract=null), Reference(id=1318999866076934905, tenantId=1146029695717560320, journalId=1146123302524792850, articleId=1318999856484561588, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[23], rfOrder=22, authorNames=null, journalName=null, refType=null, unstructuredReference=张振江, 张玉召, 王小荣. 铁路快捷货运网络鲁棒性分析[J]. 中国安全科学学报, 2020, 30(3): 150-156. ZHANG Zhenjiang, ZHANG Yuzhao, WANG Xiaorong. Robustness analysis of railway express freight network[J]. 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级联失效下重庆市中心城区公交-地铁双层网络抗毁性研究
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王贵林 1 , 牟凤云 1, 2, 3 , 李卓文 1 , 李治君 1
都市快轨交通 | 快轨论坛 2025,38(4): 1-9
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都市快轨交通 |快轨论坛 2025 , 38 (4) : 1 -9
级联失效下重庆市中心城区公交-地铁双层网络抗毁性研究
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王贵林1 , 牟凤云1, 2, 3 , 李卓文1, 李治君1
作者信息
  • 1.重庆交通大学智慧城市学院,重庆 400074
  • 2.山地城市时空信息重庆市重点实验室,重庆 400074
  • 3.自然资源部智能城市时空信息与装备工程技术创新中心,重庆 400074
通讯作者:
牟凤云,女,博士,教授,主要研究领域为地理时空大数据分析、智慧交通建设,
作者简介:

王贵林,女,硕士研究生,研究方向为城市韧性与智慧交通建设,

Robustness Study of the Bus-Metro Multilayer Network in Chongqing's Central Urban Area under Cascading Failures
Guilin WANG1 , Fengyun MU1, 2, 3 , Zhuowen LI1, Zhijun LI1
Affiliations
  • 1.Chongqing Jiaotong University Smart City Institute, Chongqing 400074
  • 2.Chongqing Key Laboratory of Spatio-temporal Information in Mountain Cities, Chongqing 400074
  • 3.Technology Innovation Center for Spatio-temporal Information and Equipment of Intelligent City, Ministry of Natural Resources, Chongqing 400074
出版时间: 2025-08-10 doi: 10.3969/j.issn.1672-6073.2025.04.001
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突发事件下,交通路网的抗毁性是评估城市公共交通系统韧性的关键因素。为研究复杂城市交通系统在突发事件中的应急响应能力及其韧性表现,以重庆市中心城区为研究区域,基于复杂网络理论构建公交-地铁双层交通网络模型,评估不同冲击模式下城市交通系统的抗毁性和应急响应能力;通过仿真分析,深入探讨双层网络的灾变机理和韧性演化趋势,并研究地铁与公交线路的应急协调能力。针对当前城市交通系统在突发事件中的单一网络脆弱性,提出改进的负荷-容量模型,并运用该模型对随机攻击、基于节点度值和介数中心性的蓄意攻击3种不同攻击模式下的网络抗毁性进行分析。研究结果表明:双层网络在级联失效和非级联失效两种攻击模式下的网络效率下降速度较慢,其冗余性和多路径性有效减缓了崩溃过程;在级联失效过程中,双层网络的抗毁性始终优于单层公交和地铁网络,且重要站点失效导致的级联失效对网络连通性和效率的影响更为显著;双层网络能够更有效地维持网络的连通性和运行效率,特别是在面对突发事件时,展现出更强的自适应能力和抗毁性,能够有效分担负荷,缓解单一网络的拥堵问题,提升应急处理效率。

公交-地铁双层网络  /  复杂网络理论  /  蓄意攻击  /  级联失效  /  抗毁性

The robustness of transportation networks under emergency events is a key factor in assessing the resilience of urban public transportation systems. To study the emergency response capabilities and resilience performance of complex urban transportation systems during emergency events, this study takes the central urban area of Chongqing as the study region and constructs a bus-metro multilayer transportation network model based on complex network theory to evaluate the robustness and emergency response capabilities of the urban transportation system under different shock modes. Through simulation analysis, the study delves into the catastrophic failure mechanisms and resilience trends of the two-layer network, and investigates the emergency coordination capabilities of metro and bus lines. In response to the vulnerability of single networks in current urban transportation systems during emergencies, an improved load-capacity model is proposed and used to analyze the network resilience under different attack modes. The study results show that: (1) The two-layer network exhibits a slower decline in network efficiency under both shock modes, with its redundancy and multi-path characteristics effectively mitigating the collapse process; (2) In the cascading failure process, the robustness of the two-layer network is consistently superior to that of single bus and subway networks, and the cascading failure caused by the failure of important stations has a more significant impact on network connectivity and efficiency; (3) The two-layer network is more effective in maintaining network connectivity and operational efficiency, especially when facing unexpected events, demonstrating stronger adaptive capacity and robustness. It can effectively share the load, alleviate congestion in single networks, and improve emergency handling efficiency.

bus-metro multilayer network  /  complex network theory  /  intentional attacks  /  cascading failure  /  robustness
王贵林, 牟凤云, 李卓文, 李治君. 级联失效下重庆市中心城区公交-地铁双层网络抗毁性研究. 都市快轨交通, 2025 , 38 (4) : 1 -9 . DOI: 10.3969/j.issn.1672-6073.2025.04.001
Guilin WANG, Fengyun MU, Zhuowen LI, Zhijun LI. Robustness Study of the Bus-Metro Multilayer Network in Chongqing's Central Urban Area under Cascading Failures[J]. Urban Rapid Rail Transit, 2025 , 38 (4) : 1 -9 . DOI: 10.3969/j.issn.1672-6073.2025.04.001
  • 教育部人文社会科学研究规划基金项目(24YJAZH107)
  • 重庆市教育委员会科学技术研究计划重点项目(KJZD-K202300707)
  • 重庆交通大学研究生科研创新项目资助(2025S0099)
参考文献 引证文献
排序方式:
[1]
CAI Q R. Cause analysis of traffic accidents on urban roads based on an improved association rule mining algorithm[J]. IEEE Access, 2020, 8: 75607-75615.
[2]
SHIWAKOTI N, TAY R, STASINOPOULOS P, et al. Passengers' perceived ability to get out safely from an underground train station in an emergency situation[J]. Cognition, technology & work, 2018, 20(3): 367-375.[LinkOut]
[3]
国务院安委会办公室. 国务院安委会办公室关于印发《“十四五”全国道路交通安全规划》的通知[EB/OL]. (2022-07-21) [2024-08-23]. https://www.gov.cn/zhengce/zhengceku/2022-07/29/content_5703363.htm.
[4]
马敏, 胡大伟, 刘杰, 等. 基于客流加权的城市轨道交通网络抗毁性分析[J]. 中国安全科学学报, 2022, 32(12): 141-149. MA Min, HU Dawei, LIU Jie, et al. Invulnerability analysis of urban rail transit network based on weighted passenger flow[J]. China safety science journal, 2022, 32(12): 141-149.
[5]
安常青, 刘玉家, 王会, 等. 基于拓扑分析的区域级网络抗毁性研究[J]. 通信学报, 2021, 42(11): 145-158. AN Changqing, LIU Yujia, WANG Hui, et al. Research on the invulnerability of regional network based on topology analysis[J]. Journal on communications, 2021, 42(11): 145-158.
[6]
陈孟飞, 林兆丰. 城市复杂道路网络及抗毁性研究[J]. 黑龙江交通科技, 2023, 46(4): 51-54. CHEN Mengfei, LIN Zhaofeng. Study on urban complex road network and its invulnerability[J]. Communications science and technology Heilongjiang, 2023, 46(4): 51-54.
[7]
SEN P, DASGUPTA S, CHATTERJEE A, et al. Small-world properties of the Indian railway network[J]. Physical review E, statistical, nonlinear, and soft matter physics, 2003, 67(3): 036106.
[8]
李僖, 马亮, 郭进, 等. 城市轨道交通线网拓扑特性及抗毁性分析[J/OL]. 铁道标准设计, 2024. DOI: 10.13238/j.issn.1004-2954.202308300006. LI Xi, MA Liang, GUO Jin, et al. Topological characteristics and damage resistance analysis of urban rail transit network[J/OL]. Railway standard design, 2024. DOI: 10.13238/j.issn.1004-2954.202308300006.
[9]
沈犁, 张殿业, 向阳, 等. 城市地铁-公交复合网络抗毁性与级联失效仿真[J]. 西南交通大学学报, 2018, 53(1): 156-163. SHEN Li, ZHANG Dianye, XIANG Yang, et al. Simulation on survivability and cascading failure propagation of urban subway-bus compound network[J]. Journal of Southwest Jiaotong University, 2018, 53(1): 156-163.
[10]
宋英华, 李玉枝, 霍非舟, 等. 城区内涝条件下城市公交-地铁双层交通网络的脆弱性分析[J]. 安全与环境工程, 2021, 28(2): 114-120. SONG Yinghua, LI Yuzhi, HUO Feizhou, et al. Vulnerability of two-layer traffic network of bus and subway under waterlogging condition based on complex network theory[J]. Safety and environmental engineering, 2021, 28(2): 114-120.
[11]
LIU Z Z, CHEN H, LIU E Z, et al. Evaluating the dynamic resilience of the multi-mode public transit network for sustainable transport[J]. Journal of cleaner production, 2022, 348: 131350.
[12]
肖红, 刘书君, 王孝坤. 突发事件下地铁网络韧性评估及恢复策略研究[J]. 铁道运输与经济, 2025, 47(2): 161-171. XIAO Hong, LIU Shujun, WANG Xiaokun. Resilience assessment and recovery strategy of metro network under emergencies[J]. Railway transport and economy, 2025, 47(2): 161-171.
[13]
重庆市交通规划研究院. 2021年重庆市中心城区交通发展年度报告[R]. 重庆, 2022.
[14]
孔建国, 卢靖宇, 李煜琨, 等. 管制空域复杂网络模型构建及抗毁性分析[J]. 科学技术与工程, 2023, 23(9): 3973-3981. KONG Jianguo, LU Jingyu, LI Yukun, et al. Complex network model of controlled airspace and invulnerability analysis[J]. Science technology and engineering, 2023, 23(9): 3973-3981.
[15]
郑霞忠, 柯善钢, 陈星, 等. 基于复杂网络的内河船舶碰撞事故致因分析[J]. 中国安全生产科学技术, 2023, 19(2): 211-217. ZHENG Xiazhong, KE Shangang, CHEN Xing, et al. Cause analysis of inland river ship collision accident based on complex network[J]. Journal of safety science and technology, 2023, 19(2): 211-217.
[16]
YIN R R, YUAN H L, WANG J, et al. Modeling and analyzing cascading dynamics of the urban road traffic network[J]. Physica A: statistical mechanics and its applications, 2021, 566: 125600.
[17]
LIU J, XIONG Q Y, SHI X, et al. Load-redistribution strategy based on time-varying load against cascading failure of complex network[J]. Chinese physics B, 2015, 24(7): 076401.
[18]
朱涛, 常国岑, 张水平, 等. 基于复杂网络的指挥控制级联失效模型研究[J]. 系统仿真学报, 2010, 22(8): 1817-1820. ZHU Tao, CHANG Guocen, ZHANG Shuiping, et al. Research on model of cascading failure in command and control based on complex networks[J]. Journal of system simulation, 2010, 22(8): 1817-1820.
[19]
张玉召, 康欢欢, 邓雨露. 多层网络视角下的中欧海铁运输网络级联失效脆弱性分析[J]. 计算机工程与应用, 2025, 61(5): 298-308. ZHANG Yuzhao, KANG Huanhuan, DENG Yulu. Vulnerability analysis of cascading failure of sino-europe sea-rail transport network from perspective of multi-layer network[J]. Computer engineering and applications, 2025, 61(5): 298-308.
[20]
岳地久, 李建华, 张杰勇, 等. 一种非对称相依指控网络负载级联失效模型[J/OL]. 现代防御技术, 2024. http://kns.cnki.net/kcms/detail/11.3019.tj.20240319.1003.002.html. YUE Dijiu, LI Jianhua, ZHANG Jieyong, et al. A load cascading failure model for asymmetric dependent command and control networks[j/ol]. China industrial economics, 2024. http://kns.cnki.net/kcms/detail/11.3019.tj.20240319.1003.002.html.
[21]
王彬, 戴剑勇, 邓先红. 城市复杂地铁网络级联失效抗毁性分析[J]. 南华大学学报(自然科学版), 2019, 33(6): 91-96. WANG Bin, DAI Jianyong, DENG Xianhong. Failure analysis of urban complex metro network cascading failure[J]. Journal of University of South China (Science and Technology), 2019, 33(6): 91-96.
[22]
张光远, 张帆, 刘泳博. 成渝地区城际铁路网络特性与脆弱性分析[J]. 铁道运输与经济, 2021, 43(7): 36-42. ZHANG Guangyuan, ZHANG Fan, LIU Yongbo. Characteristics and vulnerabilities of intercity railway network in Chengdu-Chongqing Region[J]. Railway transport and economy, 2021, 43(7): 36-42.
[23]
张振江, 张玉召, 王小荣. 铁路快捷货运网络鲁棒性分析[J]. 中国安全科学学报, 2020, 30(3): 150-156. ZHANG Zhenjiang, ZHANG Yuzhao, WANG Xiaorong. Robustness analysis of railway express freight network[J]. China safety science journal, 2020, 30(3): 150-156.
2025年第38卷第4期
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doi: 10.3969/j.issn.1672-6073.2025.04.001
  • 接收时间:2024-09-26
  • 首发时间:2026-10-19
  • 出版时间:2025-08-10
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  • 收稿日期:2024-09-26
  • 修回日期:2025-03-04
基金
教育部人文社会科学研究规划基金项目(24YJAZH107)
重庆市教育委员会科学技术研究计划重点项目(KJZD-K202300707)
重庆交通大学研究生科研创新项目资助(2025S0099)
作者信息
    1.重庆交通大学智慧城市学院,重庆 400074
    2.山地城市时空信息重庆市重点实验室,重庆 400074
    3.自然资源部智能城市时空信息与装备工程技术创新中心,重庆 400074

通讯作者:

牟凤云,女,博士,教授,主要研究领域为地理时空大数据分析、智慧交通建设,
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