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Author:

Li, Zhenlong (Li, Zhenlong.) (Scholars:李振龙) | Zhang, Jiankun (Zhang, Jiankun.) | Rong, Jian (Rong, Jian.) (Scholars:荣建) | Ma, Jianming (Ma, Jianming.) | Guo, Zebin (Guo, Zebin.)

Indexed by:

SSCI EI Scopus

Abstract:

This paper proposes a method based on digital image processing for measuring drivers' perception-reaction time (PRT) to the green phase. The detection of the onset of a green signal was based on the RGB color model. The detection of the start of the vehicle was based on the frame difference. The driver's perception-reaction time was equal to the difference between the frame of the onset of the green signal and the frame of the start of the vehicle divided by the video frame rate. Drivers' PRT with and without a countdown timer were comparatively analyzed. First, the means and variances of drivers' PRT with a timer and without a timer were compared. Second, Normal, Lognormal, Gamma and Weibull distributions were used to fit the PRT data. Third, the fuzzy c-means clustering was utilized for PRT classification and comparison. The results show that the method for measuring drivers' PRT based on digital image processing was effective. The drivers' PRT was decreased from 2.12 s to 1.48 s with countdown signals. Weibull distribution appeared to best fit the PRT with No-Timer and Lognormal distribution appeared to best fit the PRT with Timer. The PRT data were classified into three groups: "Fast", "Moderate" and "Slow". Clustering centers without Timer were 1.16 s, 2.47 s and 3.98 s respectively. Clustering centers with Timer were 0.95 s, 1.64 s and 2.70 s respectively. The clustering centers can be regarded as reference values of drivers' starting response for microscopic traffic simulation software. (C) 2013 Elsevier Ltd. All rights reserved.

Keyword:

Driving behavior Digital image processing Perception-reaction time Fuzzy c-means clustering Distribution fitting Countdown timer

Author Community:

  • [ 1 ] [Li, Zhenlong]Beijing Univ Technol, Dept Automat, Beijing 100124, Peoples R China
  • [ 2 ] [Zhang, Jiankun]Beijing Univ Technol, Dept Automat, Beijing 100124, Peoples R China
  • [ 3 ] [Guo, Zebin]Beijing Univ Technol, Dept Automat, Beijing 100124, Peoples R China
  • [ 4 ] [Rong, Jian]Beijing Univ Technol, Dept Traff Engn, Beijing 100124, Peoples R China
  • [ 5 ] [Ma, Jianming]Texas Dept Transportat, Austin, TX 78750 USA

Reprint Author's Address:

  • 李振龙

    [Li, Zhenlong]Beijing Univ Technol, Dept Automat, Beijing 100124, Peoples R China

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Source :

TRANSPORTATION RESEARCH PART F-TRAFFIC PSYCHOLOGY AND BEHAVIOUR

ISSN: 1369-8478

Year: 2014

Volume: 22

Page: 50-62

ESI Discipline: PSYCHIATRY/PSYCHOLOGY;

ESI HC Threshold:230

JCR Journal Grade:2

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 19

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

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