Car-following models: A multidisciplinary review
Car-following (CF) algorithms are crucial components of traffic simulations and have been
integrated into many production vehicles equipped with Advanced Driving Assistance …
integrated into many production vehicles equipped with Advanced Driving Assistance …
Metafollower: Adaptable personalized autonomous car following
Abstract Car-following (CF) modeling, a fundamental component in microscopic traffic
simulation, has attracted increasing research interest in recent decades. In this study, we …
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 …
While recent advancements in large language models (LLMs) have shown promise in …
Editfollower: Tunable car following models for customizable adaptive cruise control systems
In the realm of driving technologies, fully autonomous vehicles have not been widely
adopted yet, making advanced driver assistance systems (ADAS) crucial for enhancing …
adopted yet, making advanced driver assistance systems (ADAS) crucial for enhancing …
Energy and environmental implications of automated vehicles under mixed autonomy traffic environment
With the evolution of technologies related to automated vehicles (AVs), vehicles with
automation are increasingly approaching large-scale deployment nowadays. This research …
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 …
driving scenarios, various types of vehicles and diverse data sources are crucial …
AggFollower: Aggressiveness Informed Car-Following Modeling
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 …
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
Autonomous driving technology has made significant strides, with reinforcement learning
(RL) proving crucial due to its superior decision-making capabilities. However, designing …
(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
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 …
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
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 …
for road safety and traffic efficiency. Traffic flow dynamics are greatly affected by this …