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作者:

Xu, Zhi (Xu, Zhi.) | Yang, Xiao Kuan (Yang, Xiao Kuan.) | Zhao, Xiao Hua (Zhao, Xiao Hua.) | Li, Ling Jie (Li, Ling Jie.)

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EI Scopus SCIE

摘要:

This paper presents results of an exploratory study on differences in driving characteristics between normal and emergency situations and builds up the car-following model under the emergency evacuation situation. The simulation scenario has been given to create a driving environment under the emergency evacuation situations. Questionnaire investigations and the electrocardiogram/heart rate monitor are used to verify the validity of the driving environment from both subjective and objective perspectives. Perception reaction time (PRT) and the critical headway are taken as two indicators to describe driving characteristics. The results show that PRT is in accord with normal distribution under both normal and emergency situations. The value of PRT under the emergency situation is lower than that under the normal situation. The results also show that critical headway under the emergency situation is smaller than that under the normal situation. A back propagation (BP) neural network is designed in this study. A combination of the Levenberg-Marquardt BP algorithm and Bayesian regularization is employed to train the network. Gray-correlation analysis is conducted to determine which factors have a great impact on the acceleration of the following car. Simulation of the BP neural network using data collected from driving simulator reveals that the BP neural network has a high precision in the prediction of the car-following model. DOI: 10.1061/(ASCE)TE.1943-5436.0000434. (C) 2012 American Society of Civil Engineers.

关键词:

Car-following model Critical headway Emergency evacuation Gray correlation analysis Perception reaction time

作者机构:

  • [ 1 ] [Xu, Zhi]Tianjin Urban Planning Design Inst, Tianjin, Peoples R China
  • [ 2 ] [Xu, Zhi]Beijing Univ Technol, Transportat Res Ctr, Beijing, Peoples R China
  • [ 3 ] [Yang, Xiao Kuan]Beijing Univ Technol, Transportat Res Ctr, Beijing, Peoples R China
  • [ 4 ] [Zhao, Xiao Hua]Beijing Univ Technol, Transportat Res Ctr, Beijing, Peoples R China
  • [ 5 ] [Li, Ling Jie]Beijing Univ Technol, Transportat Res Ctr, Beijing, Peoples R China

通讯作者信息:

  • [Xu, Zhi]Tianjin Urban Planning Design Inst, Tianjin, Peoples R China

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来源 :

JOURNAL OF TRANSPORTATION ENGINEERING

ISSN: 0733-947X

年份: 2012

期: 11

卷: 138

页码: 1303-1313

ESI学科: ENGINEERING;

ESI高被引阀值:138

JCR分区:2

中科院分区:4

被引次数:

WoS核心集被引频次: 10

SCOPUS被引频次: 12

ESI高被引论文在榜: 0 展开所有

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中文被引频次:

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