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相关论文: How Do Drivers Behave at Roundabouts in a Mixed Tr…

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Traffic scenarios in roundabouts pose substantial complexity for automated driving. Manually mapping all possible scenarios into a state space is labor-intensive and challenging. Deep reinforcement learning (DRL) with its ability to learn…

机器人学 · 计算机科学 2023-06-21 Henan Yuan , Penghui Li , Bart van Arem , Liujiang Kang , Yongqi Dong

Fleets of autonomous vehicles can mitigate traffic congestion through simple actions, thus improving many socioeconomic factors such as commute time and gas costs. However, these approaches are limited in practice as they assume precise…

机器学习 · 计算机科学 2024-10-11 Aamir Hasan , Neeloy Chakraborty , Haonan Chen , Jung-Hoon Cho , Cathy Wu , Katherine Driggs-Campbell

Cars can nowadays record several thousands of signals through the CAN bus technology and potentially provide real-time information on the car, the driver and the surrounding environment. This paper proposes a new method for the analysis and…

Technological advancements focus on developing comfortable and acceptable driving characteristics in autonomous vehicles. Present driving functions predominantly possess predefined parameters, and there is no universally accepted driving…

系统与控制 · 电气工程与系统科学 2024-10-28 Johann Haselberger , Maximilian Böhle , Bernhard Schick , Steffen Müller

Merging at highway on-ramps while interacting with other human-driven vehicles is challenging for autonomous vehicles (AVs). An efficient route to this challenge requires exploring and exploiting knowledge of the interaction process from…

机器人学 · 计算机科学 2021-08-04 Huanjie Wang , Wenshuo Wang , Shihua Yuan , Xueyuan Li , Lijun Sun

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

We present ROSA -- Roundabout Optimized Speed Advisory -- a system that combines multi-agent trajectory prediction with coordinated speed guidance for multimodal, mixed traffic at roundabouts. Using a Transformer-based model, ROSA jointly…

多智能体系统 · 计算机科学 2026-02-17 Anna-Lena Schlamp , Jeremias Gerner , Klaus Bogenberger , Werner Huber , Stefanie Schmidtner

In this paper, we propose an approach how connected and highly automated vehicles can perform cooperative maneuvers such as lane changes and left-turns at urban intersections where they have to deal with human-operated vehicles and…

计算机科学与博弈论 · 计算机科学 2022-11-16 Björn Koopmann , Stefan Puch , Günter Ehmen , Martin Fränzle

Integrating driver, in-cabin, and outside environment's contextual cues into the vehicle's decision making is the centerpiece of semi-automated vehicle safety. Multiple systems have been developed for providing context to the vehicle, which…

人机交互 · 计算机科学 2021-04-29 Arash Tavakoli , Shashwat Kumar , Mehdi Boukhechba , Arsalan Heydarian

The transition from today's mostly human-driven traffic to a purely automated one will be a gradual evolution, with the effect that we will likely experience mixed traffic in the near future. Connected and automated vehicles can benefit…

机器学习 · 计算机科学 2021-06-14 Shengchao Yan , Tim Welschehold , Daniel Büscher , Wolfram Burgard

Decision making in dense traffic can be challenging for autonomous vehicles. An autonomous system only relying on predefined road priorities and considering other drivers as moving objects will cause the vehicle to freeze and fail the…

机器人学 · 计算机科学 2019-06-27 Maxime Bouton , Alireza Nakhaei , Kikuo Fujimura , Mykel J. Kochenderfer

Driving behavior monitoring plays a crucial role in managing road safety and decreasing the risk of traffic accidents. Driving behavior is affected by multiple factors like vehicle characteristics, types of roads, traffic, but, most…

机器学习 · 计算机科学 2022-05-18 Soma Bandyopadhyay , Anish Datta , Shruti Sachan , Arpan Pal

It is expected that many human drivers will still prefer to drive themselves even if the self-driving technologies are ready. Therefore, human-driven vehicles and autonomous vehicles (AVs) will coexist in a mixed traffic for a long time. To…

机器人学 · 计算机科学 2019-10-14 Dong Chen , Longsheng Jiang , Yue Wang , Zhaojian Li

The implementation of road user models that realistically reproduce a credible behavior in a multi-agentsimulation is still an open problem. A data-driven approach consists on to deduce behaviors that may exist in real situation to obtain…

人工智能 · 计算机科学 2024-07-04 Nelson de Moura , Augustin Gervreau-Mercier , Fernando Garrido , Fawzi Nashashibi

The most common type of accident on the road is a rear-end crash. These crashes have a significant negative impact on traffic flow and are frequently fatal. To gain a more practical understanding of these scenarios, it is necessary to…

计算机视觉与模式识别 · 计算机科学 2023-01-24 Armstrong Aboah , Abdul Rashid Mussah , Yaw Adu-Gyamfi

Autonomous vehicles (AVs) can prevent collisions by understanding pedestrian intention. We conducted a virtual reality experiment with 39 participants and measured crossing times (seconds) and head orientation (yaw degrees). We manipulated…

人机交互 · 计算机科学 2020-08-18 Yoon Kyung Lee , Yong-Eun Rhee , Jeh-Kwang Ryu , Sowon Hahn

Driving is a routine activity for many, but it is far from simple. Drivers deal with multiple concurrent tasks, such as keeping the vehicle in the lane, observing and anticipating the actions of other road users, reacting to hazards, and…

计算机视觉与模式识别 · 计算机科学 2021-12-14 Iuliia Kotseruba , John K. Tsotsos

Intersections are essential road infrastructures for traffic in modern metropolises. However, they can also be the bottleneck of traffic flows as a result of traffic incidents or the absence of traffic coordination mechanisms such as…

机器学习 · 计算机科学 2024-11-05 Dawei Wang , Weizi Li , Lei Zhu , Jia Pan

Autonomous driving at intersections is one of the most complicated and accident-prone traffic scenarios, especially with mixed traffic participants such as vehicles, bicycles and pedestrians. The driving policy should make safe decisions to…

机器学习 · 计算机科学 2022-04-27 Jianhua Jiang , Yangang Ren , Yang Guan , Shengbo Eben Li , Yuming Yin , Xiaoping Jin

Traffic congestion represents a complex urban phenomenon that has been the subject of extensive research employing various modeling techniques grounded in the principles of physics and molecular theory. Although factors such as road design,…

理论经济学 · 经济学 2025-10-07 Shawn Berry