Car-following models: A multidisciplinary review

TT Zhang, PJ Jin, ST McQuade… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Car-following (CF) algorithms are crucial components of traffic simulations and have been
integrated into many production vehicles equipped with Advanced Driving Assistance …

Metafollower: Adaptable personalized autonomous car following

X Chen, K Chen, M Zhu, HF Yang, S Shen… - … Research Part C …, 2024 - Elsevier
Abstract Car-following (CF) modeling, a fundamental component in microscopic traffic
simulation, has attracted increasing research interest in recent decades. In this study, we …

Genfollower: Enhancing car-following prediction with large language models

X Chen, M Peng, PH Tiu, Y Wu, J Chen… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Accurate modeling of car-following behaviors is crucial for autonomous driving systems.
While recent advancements in large language models (LLMs) have shown promise in …

Editfollower: Tunable car following models for customizable adaptive cruise control systems

X Chen, X Han, M Zhu, X Chu, PH Tiu, X Zheng… - arXiv preprint arXiv …, 2024 - arxiv.org
In the realm of driving technologies, fully autonomous vehicles have not been widely
adopted yet, making advanced driver assistance systems (ADAS) crucial for enhancing …

Energy and environmental implications of automated vehicles under mixed autonomy traffic environment

Z Wang, Q Cheng, P Liu, W Yu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
With the evolution of technologies related to automated vehicles (AVs), vehicles with
automation are increasingly approaching large-scale deployment nowadays. This research …

Graph representation learning in the ITS: Car-following informed spatiotemporal network for vehicle trajectory predictions

YH Yin, X Lü, SK Li, LX Yang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Multimodal synchronization has become the research highlight of the ITS, where complex
driving scenarios, various types of vehicles and diverse data sources are crucial …

AggFollower: Aggressiveness Informed Car-Following Modeling

X Chen, X Yuan, M Zhu, X Zheng… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Car-following is the most common driving scenario where a following vehicle follows a lead
vehicle in the same lane. One crucial factor of car-following behavior is driving style which …

AutoReward: Closed-Loop Reward Design with Large Language Models for Autonomous Driving

X Han, Q Yang, X Chen, Z Cai, X Chu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Autonomous driving technology has made significant strides, with reinforcement learning
(RL) proving crucial due to its superior decision-making capabilities. However, designing …

Safe and Energy-Efficient Jerk-Controlled Speed Profiling for On-Road Autonomous Vehicles

F Tarhini, R Talj, M Doumiati - IEEE Transactions on Intelligent …, 2024 - ieeexplore.ieee.org
Efficient speed planning is crucial for the safe and comfortable navigation of autonomous
vehicles in dynamic environments. This paper introduces a novel energy-efficient, jerk …

[HTML][HTML] Empirical analysis of car-following behavior: Impacts of driver demographics, leading vehicle types, and speed limits on driver behavior and safety

Z Hussain, SS Mohammed, C Dias, Q Hussain… - … Research Part F: Traffic …, 2025 - Elsevier
Car-following behavior is the most fundamental and common driving behavior and is crucial
for road safety and traffic efficiency. Traffic flow dynamics are greatly affected by this …