Rui-Sheng Song, Wen-Bin Wang, Hua-Jun Wang, Ning Guo
{"title":"An Improved Car-Following Model Based on Internal Heterogeneity of the Driver","authors":"Rui-Sheng Song, Wen-Bin Wang, Hua-Jun Wang, Ning Guo","doi":"10.1007/s13538-023-01358-x","DOIUrl":null,"url":null,"abstract":"<div><p>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.</p></div>","PeriodicalId":499,"journal":{"name":"Brazilian Journal of Physics","volume":"53 6","pages":""},"PeriodicalIF":1.5000,"publicationDate":"2023-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Brazilian Journal of Physics","FirstCategoryId":"101","ListUrlMain":"https://link.springer.com/article/10.1007/s13538-023-01358-x","RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"PHYSICS, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0
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.
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.