A Macroscopic Model of Heterogeneous Traffic Flow Based on the Safety Potential Field Theory

The macroscopic traffic flow model is the cornerstone of traffic flow theory and can be applied to investigate manytraffic planning and management issues. However, the macroscopic model of the heterogeneous traffic flow has not been profoundly studied. This paper developed a novel macroscopic model...

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Main Authors: Linheng Li, Xinkai Ji, Jing Gan, Xu Qu, Bin Ran
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9314154/
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spelling doaj-751d5ca44fb04ab3880191ec799a491e2021-03-30T15:19:13ZengIEEEIEEE Access2169-35362021-01-0197460747010.1109/ACCESS.2021.30493939314154A Macroscopic Model of Heterogeneous Traffic Flow Based on the Safety Potential Field TheoryLinheng Li0https://orcid.org/0000-0002-9244-739XXinkai Ji1Jing Gan2https://orcid.org/0000-0002-7804-7963Xu Qu3Bin Ran4School of Transportation, Southeast University, Nanjing, ChinaSchool of Transportation, Southeast University, Nanjing, ChinaSchool of Transportation, Southeast University, Nanjing, ChinaSchool of Transportation, Southeast University, Nanjing, ChinaSchool of Transportation, Southeast University, Nanjing, ChinaThe macroscopic traffic flow model is the cornerstone of traffic flow theory and can be applied to investigate manytraffic planning and management issues. However, the macroscopic model of the heterogeneous traffic flow has not been profoundly studied. This paper developed a novel macroscopic model of the heterogeneous traffic flow under a partly connected and automated environment based on the safety potential field (SPF) theory. The SPF model was applied to describe the microscopic driving behaviour of traditional human-driven vehicles (HVs) and connected and automated vehicles (CAVs). A fundamental diagram (FD) model was derived according to the correlation with the microscopic car-following model under a steady-state condition. To verify the correlation between the FD and the microscopic simulation results, a Monte-Carlo-simulation was also performed. Finally, the macroscopic model of the heterogeneous traffic flow was validated through a simulation on a road section with a bottleneck under different CAVs market penetration rates ranging from 0.0 to 1.0. The results indicate that introducing the CAVs into the pure traffic flow of HVs may slightly have a negligible impact on road capacity when the CAVs penetration rate at a lower level, but the impact increases significantly as the CAVs penetration rate increased.https://ieeexplore.ieee.org/document/9314154/Traffic flow modelsafety potential fieldconnected and automated vehiclesfundamental diagramheterogeneous traffic flow
collection DOAJ
language English
format Article
sources DOAJ
author Linheng Li
Xinkai Ji
Jing Gan
Xu Qu
Bin Ran
spellingShingle Linheng Li
Xinkai Ji
Jing Gan
Xu Qu
Bin Ran
A Macroscopic Model of Heterogeneous Traffic Flow Based on the Safety Potential Field Theory
IEEE Access
Traffic flow model
safety potential field
connected and automated vehicles
fundamental diagram
heterogeneous traffic flow
author_facet Linheng Li
Xinkai Ji
Jing Gan
Xu Qu
Bin Ran
author_sort Linheng Li
title A Macroscopic Model of Heterogeneous Traffic Flow Based on the Safety Potential Field Theory
title_short A Macroscopic Model of Heterogeneous Traffic Flow Based on the Safety Potential Field Theory
title_full A Macroscopic Model of Heterogeneous Traffic Flow Based on the Safety Potential Field Theory
title_fullStr A Macroscopic Model of Heterogeneous Traffic Flow Based on the Safety Potential Field Theory
title_full_unstemmed A Macroscopic Model of Heterogeneous Traffic Flow Based on the Safety Potential Field Theory
title_sort macroscopic model of heterogeneous traffic flow based on the safety potential field theory
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2021-01-01
description The macroscopic traffic flow model is the cornerstone of traffic flow theory and can be applied to investigate manytraffic planning and management issues. However, the macroscopic model of the heterogeneous traffic flow has not been profoundly studied. This paper developed a novel macroscopic model of the heterogeneous traffic flow under a partly connected and automated environment based on the safety potential field (SPF) theory. The SPF model was applied to describe the microscopic driving behaviour of traditional human-driven vehicles (HVs) and connected and automated vehicles (CAVs). A fundamental diagram (FD) model was derived according to the correlation with the microscopic car-following model under a steady-state condition. To verify the correlation between the FD and the microscopic simulation results, a Monte-Carlo-simulation was also performed. Finally, the macroscopic model of the heterogeneous traffic flow was validated through a simulation on a road section with a bottleneck under different CAVs market penetration rates ranging from 0.0 to 1.0. The results indicate that introducing the CAVs into the pure traffic flow of HVs may slightly have a negligible impact on road capacity when the CAVs penetration rate at a lower level, but the impact increases significantly as the CAVs penetration rate increased.
topic Traffic flow model
safety potential field
connected and automated vehicles
fundamental diagram
heterogeneous traffic flow
url https://ieeexplore.ieee.org/document/9314154/
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