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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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/ |
work_keys_str_mv |
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