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Comparisons of complex network based models and real train flow model to analyze Chinese railway vulnerability

机译:基于复杂网络模型与实际列车流量模型的比较分析中国铁路的脆弱性

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摘要

Recently numerous studies have applied complex network based models to study the performance and vulnerability of infrastructure systems under various types of attacks and hazards. But how effective are these models to capture their real performance response is still a question worthy of research. Taking the Chinese railway system as an example, this paper selects three typical complex network based models, including purely topological model (PTM), purely shortest path model (PSPM), and weight (link length) based shortest path model (WBSPM), to analyze railway accessibility and flow-based vulnerability and compare their results with those from the real train flow model (RTFM). The results show that the WBSPM can produce the train routines with 83% stations and 77% railway links identical to the real routines and can approach the RTFM the best for railway vulnerability under both single and multiple component failures. The correlation coefficient for accessibility vulnerability from WBSPM and RTFM under single station failures is 0.96 while it is 0.92 for flow-based vulnerability: under multiple station failures, where each station has the same failure probability fp, the WBSPM can produce almost identical vulnerability results with those from the RTFM under almost all failures scenarios when fp is larger than 0.62 for accessibility vulnerability and 0.86 for flow-based vulnerability.
机译:最近,许多研究已经应用了基于复杂网络的模型来研究基础设施系统在各种类型的攻击和危害下的性能和脆弱性。但是,这些模型如何有效地捕获其实际性能响应仍然是一个值得研究的问题。以中国铁路系统为例,本文选择了三种典型的基于复杂网络的模型,包括纯拓扑模型(PTM),纯最短路径模型(PSPM)和基于权重(链接长度)的最短路径模型(WBSPM),分析铁路的可达性和基于流量的脆弱性,并将其结果与真实火车流量模型(RTFM)的结果进行比较。结果表明,WBSPM可以生成具有与实际例程相同的83%站点和77%铁路链接的火车例程,并且可以在单个和多个组件故障的情况下最有效地接近RTFM以解决铁路脆弱性。单站故障时WBSPM和RTFM的可访问性漏洞的相关系数为0.96,基于流的漏洞相关系数为0.92:在多站故障下,每个站具有相同的故障概率fp,WBSPM可以产生几乎相同的漏洞结果。当可访问性漏洞的fp大于0.62且基于流的漏洞的fp大于0.86时,在几乎所有故障情况下,RTFM的响应几乎都是如此。

著录项

  • 来源
    《Reliability Engineering & System Safety》 |2014年第3期|38-46|共9页
  • 作者单位

    School of Automation, Huazhong University of Science and Technology, 1037 Luoyu Road, Wuhan 430074, PR China,Key Laboratory for Image Processing and Intelligent Control, Huazhong University of Science and Technology, Wuhan 430074, PR China;

    School of Automation, Huazhong University of Science and Technology, 1037 Luoyu Road, Wuhan 430074, PR China,Key Laboratory for Image Processing and Intelligent Control, Huazhong University of Science and Technology, Wuhan 430074, PR China;

    School of Automation, Huazhong University of Science and Technology, 1037 Luoyu Road, Wuhan 430074, PR China,Key Laboratory for Image Processing and Intelligent Control, Huazhong University of Science and Technology, Wuhan 430074, PR China;

    School of Automation, Huazhong University of Science and Technology, 1037 Luoyu Road, Wuhan 430074, PR China,Key Laboratory for Image Processing and Intelligent Control, Huazhong University of Science and Technology, Wuhan 430074, PR China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Railway system; Comparison analysis; Vulnerability; Complex networks; Shortest path; Train flow;

    机译:铁路系统;比较分析;漏洞;复杂的网络;最短路径;火车流量;

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