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In this paper, we study how to learn an appropriate lane changing strategy for autonomous vehicles by using deep reinforcement learning. We show that the reward of the system should consider the overall traffic efficiency instead of the…

系统与控制 · 电气工程与系统科学 2019-06-21 Guan Wang , Jianming Hu , Zhiheng Li , Li Li

With the advent of autonomous driving technologies, traffic control at intersections is expected to experience revolutionary changes. Various novel intersection control methods have been proposed in the existing literature, and they can be…

系统与控制 · 电气工程与系统科学 2020-08-17 Chen Yang , Xi Lin , Meng Li , Fang He

Cooperative overtaking is believed to have the capability of improving road safety and traffic efficiency by means of the real-time information exchange between traffic participants, including road infrastructures, nearby vehicles and…

信号处理 · 电气工程与系统科学 2020-08-12 Junlan Chen , Ke Wang , Huanhuan Bao , Tao Chen

Driving is a social activity: drivers often indicate their intent to change lanes via motion cues. We consider mixed-autonomy traffic where a Human-driven Vehicle (HV) and an Autonomous Vehicle (AV) drive together. We propose a planning…

人工智能 · 计算机科学 2018-08-09 Shray Bansal , Akansel Cosgun , Alireza Nakhaei , Kikuo Fujimura

Connected automated vehicles (CAV), which incorporate vehicle-to-vehicle (V2V) communication into their motion planning, are expected to provide a wide range of benefits for individual and overall traffic flow. A frequent constraint or…

In this paper, we study the role that machine learning can play in cooperative driving. Given the increasing rate of connectivity in modern vehicles, and road infrastructure, cooperative driving is a promising first step in automated…

机器学习 · 计算机科学 2020-10-23 Luis Sequeira , Toktam Mahmoodi

The introduction of connected and automated vehicles (CAV) is believed to reduce congestion, enhance safety, and improve traffic efficiency. Numerous research studies have focused on controlling pure CAV platoons in fully connected…

系统与控制 · 电气工程与系统科学 2024-06-18 Chenguang Zhao , Tamas G. Molnar , Huan Yu

We consider a mixed-traffic environment in transportation systems, where Connected and Automated Vehicles (CAVs) coexist with potentially non-cooperative Human-Driven Vehicles (HDVs). We develop a cooperation compliance control framework to…

系统与控制 · 电气工程与系统科学 2024-05-29 Anni Li , Christos G. Cassandras

We consider a transportation system of heterogeneously connected vehicles, where not all vehicles are able to communicate. Heterogeneous connectivity in transportation systems is coupled to practical constraints such that (i) not all…

系统与控制 · 计算机科学 2016-08-29 Shanyu Zhou , Hulya Seferoglu

We investigate the behaviour of an original traffic model. The model considers a single multi-lane street, populated by autonomous vehicles directed from either end to the other. Lanes have no intrinsic directionality, and the vehicles are…

计算物理 · 物理学 2007-05-23 Federico Polito , Fergal Dalton

We propose a new model of one-dimensional traffic flow using a coupled map lattice. In the model, each vehicle is assigned a map and changes its velocity according to it. A single map is designed so as to represent the motion of a vehicle…

凝聚态物理 · 物理学 2009-10-22 Satoshi Yukawa , Macoto Kikuchi

Safe and reliable autonomy solutions are a critical component of next-generation intelligent transportation systems. Autonomous vehicles in such systems must reason about complex and dynamic driving scenes in real time and anticipate the…

机器人学 · 计算机科学 2022-07-13 Liam A. Kruse , Esen Yel , Ransalu Senanayake , Mykel J. Kochenderfer

We derive time and energy-optimal control policies for a Connected Autonomous Vehicle (CAV) to complete lane change maneuvers in mixed traffic. The interaction between CAVs and Human-Driven Vehicles (HDVs) requires designing the best…

系统与控制 · 电气工程与系统科学 2023-03-31 Anni Li , Andres S. Chavez Armijos , Christos G. Cassandras

We study the jamming transition of two-dimensional point-to-point traffic through cooperative mechanisms using computer simulation. We propose two decentralized cooperative mechanisms which are incorporated into the point-to-point traffic…

物理与社会 · 物理学 2015-06-05 Jun Fang , Zheng Qin , Xiqun Chen , Zhaohui Xu

A major challenge for autonomous vehicles is handling interactive scenarios, such as highway merging, with human-driven vehicles. A better understanding of human interactive behaviour could help address this challenge. Such understanding…

人机交互 · 计算机科学 2023-05-30 O. Siebinga , A. Zgonnikov , D. A. Abbink

With the race towards higher levels of automation in vehicles, it is imperative to guarantee the safety of all involved traffic participants. Yet, while high-risk traffic situations between two vehicles are well understood, traffic…

机器人学 · 计算机科学 2023-04-19 Enrico Del Re , Cristina Olaverri-Monreal

Recent advances in multiagent simulations have made possible the study of realistic traffic patterns and allow to test theories based on driver behaviour. Such simulations also display various empirical features of traffic flows, and are…

统计力学 · 物理学 2015-06-25 Dirk Helbing , Bernardo A. Huberman

Connectivity and automation in vehicles provide the most intriguing opportunity for enabling users to better monitor transportation network conditions and make better operating decisions to improve safety and reduce pollution, energy…

最优化与控制 · 数学 2017-11-01 Liuhui Zhao , Andreas Malikopoulos , Jackeline Rios-Torres

Highway on-ramp merging areas are common bottlenecks to traffic congestion and accidents. Currently, a cooperative control strategy based on connected and automated vehicles (CAVs) is a fundamental solution to this problem. While CAVs are…

机器人学 · 计算机科学 2025-07-17 Tianyi Wang , Yangyang Wang , Jie Pan , Junfeng Jiao , Christian Claudel

We consider the problem of cooperative intersection management. It arises in automated transportation systems for people or goods but also in multi-robots environment. Therefore many solutions have been proposed to avoid collisions. The…

系统与控制 · 计算机科学 2013-10-30 Jean Gregoire , Silvère Bonnabel , Arnaud de La Fortelle