An Improved Car-Following Model Based on Internal Heterogeneity of the Driver

IF 1.5 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Brazilian Journal of Physics Pub Date : 2023-09-02 DOI:10.1007/s13538-023-01358-x
Rui-Sheng Song, Wen-Bin Wang, Hua-Jun Wang, Ning Guo
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Abstract

Experiment and simulation are two commonly used methods to study dynamic traffic flow. In Newell (2002), it is proposed that the car-following behavior is controlled by two factors, i.e., response time and distance offset. Each driver has two fixed factors in the following behavior. However, we find that there is internal heterogeneity of drivers, that is, the response time and distance offset cannot keep constant all the time, and show the characteristics of lognormal distribution. Thus, it is necessary to consider the heterogeneity within the driver into the model. This paper establishes a stochastic Newell’s model based on the probability density distributions of response time and distance offset from experimental data. The results show that the speed standard deviation in simulation is qualitatively and quantitatively consistent with the experimental results.

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基于驾驶员内部异质性的改进跟车模型
实验和仿真是研究动态交通流的两种常用方法。Newell(2002)提出跟车行为受两个因素控制,即响应时间和距离偏移。每个驱动程序在以下行为中有两个固定因素。然而,我们发现驱动因素存在内部异质性,即响应时间和距离偏移量不能一直保持恒定,呈现对数正态分布的特征。因此,有必要考虑模型中驱动程序的异质性。本文基于实验数据的响应时间和距离偏移的概率密度分布,建立了随机Newell模型。结果表明,仿真得到的速度标准差与实验结果在定性和定量上都是一致的。
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来源期刊
Brazilian Journal of Physics
Brazilian Journal of Physics 物理-物理:综合
CiteScore
2.50
自引率
6.20%
发文量
189
审稿时长
6.0 months
期刊介绍: The Brazilian Journal of Physics is a peer-reviewed international journal published by the Brazilian Physical Society (SBF). The journal publishes new and original research results from all areas of physics, obtained in Brazil and from anywhere else in the world. Contents include theoretical, practical and experimental papers as well as high-quality review papers. Submissions should follow the generally accepted structure for journal articles with basic elements: title, abstract, introduction, results, conclusions, and references.
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