A multiclass simulation-based dynamic traffic assignment model for mixed traffic flow of connected and autonomous vehicles and human-driven vehicles

流量(计算机网络) 微观交通流模型 计算机科学 交通模拟 微模拟 交通生成模型 模拟 运输工程 实时计算 工程类 计算机网络
作者
Behzad Bamdad Mehrabani,Jakob Erdmann,Luca Sgambi,Seyedehsan Seyedabrishami,M. Snelder
出处
期刊:Transportmetrica [Taylor & Francis]
卷期号:: 1-32
标识
DOI:10.1080/23249935.2023.2257805
摘要

AbstractConnected and Autonomous Vehicles (CAVs) may exhibit different driving and route choice behaviours compared to Human-Driven Vehicles (HDVs), which can result in a mixed traffic flow with multiple classes of route choice behaviour. Therefore, it is necessary to solve the Multiclass Traffic Assignment Problem (TAP) for mixed traffic flow. However, most existing studies have relied on analytical solutions. Furthermore, simulation-based methods have not fully considered all of CAVs’ potential capabilities. This study presents an open-source solution framework for the multiclass simulation-based TAP in mixed traffic of CAVs and HDVs. The proposed model assumes that CAVs follow system optimal with rerouting capabilities, while HDVs follow user equilibrium. It also considers the impact of CAVs on road capacity at both micro and meso scales. The proposed model is demonstrated through three case studies. This study provides a valuable tool that can consider several assumptions for better understanding the impact of CAVs on mixed traffic flow.KEYWORDS: Simulation-based traffic assignmentConnected and Autonomous Vehicles (CAVs)mixed traffic flowHuman Driven Vehicles (HDVs)multiclass traffic assignment Disclosure statementNo potential conflict of interest was reported by the author(s).Additional informationFundingThe corresponding author was supported by the Université catholique de Louvain under the ‘Fonds Speciaux de Recherche’ and the ‘Erasmus +’ programmes.
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