The influence of different driving parameters on traffic with a cellular automata model

Rigler, Andrej (author), Turk, Goran (author)

Reliable traffic simulations with high-quality results contribute to the understanding of the traffic system and effective planning. In this article, firstly, an existing cellular automata (CA) model is modified to perform a comprehensive analysis of the influence of key parameters on traffic flow and average velocity. The simulations are conducted with realistic parameter values under heterogeneous conditions. Based on a safety analysis, a novel adaptive acceleration capability is developed, allowing vehicles to accelerate or decelerate at the desired acceleration/deceleration rate depending on the current road conditions. Secondly, the reaction time parameter is introduced into the model to study its impact on traffic under homogeneous and heterogeneous conditions. Thirdly, the model can simulate traffic flow according to different maximum velocities. Additionally, the influence of the maximum acceleration rate on traffic is studied. The results show t hat the maximum traffic flow at a maximum velocity of 60 km/h and a reaction time of 1 s is 2198 vehicles/h at a density of 0.29 vehicle/cell in adaptive acceleration mode. Generally, the adaptive acceleration capability increases traffic flow by up to 30% at densities of less than 0.7 vehicle/cell and even more at higher densities. Similarly, a 0.2 s lower reaction time increases traffic flow by up to 40%. At a maximum velocity of 110 km/h, the maximum traffic flow is 23% higher than at 50 km/h. However, the maximum velocity has little effect on traffic flow at higher densities. The maximum acceleration rate has a limited impact on traffic flow.

• Language: English
• Keywords: adaptive acceleration, heterogeneous conditions, microscopic traffic flow models, cellular automata, reaction time
• Work type: Article
• Typology: 1.01 - Original Scientific Article
• Organization: FGG - Faculty of Civil and Geodetic Engineering; FF - Faculty of Arts
• Publication status: Published
• Publication version: Version of Record
• Year: 2025
• Number of pages: 27 str.
• Numbering: Vol. 15, issue 23 , art. 12404
• PID: 20.500.12556/RUL-176182
• UDC: 004.94:656.1
• ISSN on article: 2076-3417
• DOI: 10.3390/app152312404
• COBISS.SI-ID: 258410755
• Publication date in RUL: 24.11.2025

Record is a part of a journal

• Title: Applied sciences
• Shortened title: Appl. sci.
• Publisher: MDPI
• ISSN: 2076-3417
• COBISS.SI-ID: 522979353

Licences

• License: CC BY 4.0, Creative Commons Attribution 4.0 International
• Link: http://creativecommons.org/licenses/by/4.0/
• Description: This is the standard Creative Commons license that gives others maximum freedom to do what they want with the work as long as they credit the author.

Secondary language

• Language: Slovenian
• Keywords: prilagodljiv pospešek, heterogeni pogoji, mikroskopski modeli prometnega toka, celična avtomata, reakcijski čas

Projects

• Funder: ARIS - Slovenian Research and Innovation Agency
• Project number: P2-0260
• Name: Mehanika konstrukcij