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There are many artificial intelligence algorithms for autonomous driving, but directly installing these algorithms on vehicles is unrealistic and expensive. At the same time, many of these algorithms need an environment to train and…

机器人学 · 计算机科学 2023-01-03 Wei Cao , Liguo Zhou , Yuhong Huang , Alois Knoll

Connected and Autonomous Vehicles (CAVs) rely on Vehicular Adhoc Networks with wireless communication between vehicles and roadside infrastructure to support safe operation. However, cybersecurity attacks pose a threat to VANETs and the…

密码学与安全 · 计算机科学 2022-02-17 Safras Iqbal , Peter Ball , Muhammad H Kamarudin , Andrew Bradley

We describe the computing tasks involved in autonomous driving, examine existing autonomous driving computing platform implementations. To enable autonomous driving, the computing stack needs to simultaneously provide high performance, low…

硬件体系结构 · 计算机科学 2017-02-08 Shaoshan Liu , Jie Tang , Zhe Zhang , Jean-Luc Gaudiot

Conducting real road testing for autonomous driving algorithms can be expensive and sometimes impractical, particularly for small startups and research institutes. Thus, simulation becomes an important method for evaluating these…

The growing interest in autonomous driving calls for realistic simulation platforms capable of accurately simulating cooperative perception process in realistic traffic scenarios. Existing studies for cooperative perception often have not…

机器人学 · 计算机科学 2024-12-16 Hanchu Zhou , Edward Xie , Wei Shao , Dechen Gao , Michelle Dong , Junshan Zhang

Connected and automated vehicles (CAVs) are poised to reshape transportation and mobility by replacing humans as the driver and service provider. While the primary stated motivation for vehicle automation is to improve safety and…

计算机与社会 · 计算机科学 2019-02-19 Morteza Taiebat , Austin L. Brown , Hannah R. Safford , Shen Qu , Ming Xu

This paper presents the development of a tangible platform for demonstrating the practical implementation of cooperative adaptive cruise control (CACC) systems, an enhancement to the standard adaptive cruise control (ACC) concept by means…

系统与控制 · 电气工程与系统科学 2025-08-01 Niladri Dutta , Elham Abolfazli , Themistoklis Charalambous

The advancement of cooperative autonomous vehicle systems depends heavily on effective coordination between multiple agents, aiming to enhance traffic efficiency, fuel economy, and road safety. Despite these potential benefits, real-world…

机器人学 · 计算机科学 2025-05-26 Hossein Maghsoumi , Yaser Fallah

Reliable testing of autonomous driving systems requires simulation environments that combine large-scale traffic modeling with realistic 3D perception and terrain. Existing tools rarely capture real-world elevation, limiting their…

机器人学 · 计算机科学 2025-12-15 Chandra Raskoti , Weizi Li

Safely interacting with humans is a significant challenge for autonomous driving. The performance of this interaction depends on machine learning-based modules of an autopilot, such as perception, behavior prediction, and planning. These…

Computer simulation platforms offer an alternative solution by emulating complex systems in a controlled manner. However, existing Edge Computing (EC) simulators, as well as general-purpose vehicular network simulators, are not tailored for…

网络与互联网体系结构 · 计算机科学 2025-01-07 Fan Wu , Xiaolong Xu , Muhammad Bilal , Xiangwei Wang , Hao Cheng , Siyu Wu

Accomplishing safe and efficient driving is one of the predominant challenges in the controller design of connected automated vehicles (CAVs). It is often more convenient to address these goals separately and integrate the resulting…

机器人学 · 计算机科学 2022-12-09 Anil Alan , Chaozhe R. He , Tamas G. Molnar , Johaan C. Mathew , A. Harvey Bell , Gabor Orosz

This work presents AutoDRIVE, a comprehensive research and education platform for implementing and validating intelligent transportation algorithms pertaining to vehicular autonomy as well as smart city management. It is an openly…

机器人学 · 计算机科学 2022-11-18 Tanmay Vilas Samak , Chinmay Vilas Samak

Autonomous vehicles are the culmination of advances in many areas such as sensor technologies, artificial intelligence (AI), networking, and more. This paper will introduce the reader to the technologies that build autonomous vehicles. It…

机器人学 · 计算机科学 2023-02-15 Oussama Saoudi , Ishwar Singh , Hamidreza Mahyar

Connected and automated vehicles (CAVs) have been recognized as providing unprecedented opportunities for substantial fuel economy improvement through CAV-based vehicle speed trajectory optimization (eco-driving). At the same time, the…

系统与控制 · 计算机科学 2019-06-03 Mohammad Reza Amini , Yiheng Feng , Hao Wang , Ilya V. Kolmanovsky , Jing Sun

With growing complexity and responsibility of automated driving functions in road traffic and growing scope of their operational design domains, there is increasing demand for covering significant parts of development, validation, and…

This paper proposes a cooperative strategy of connected and automated vehicles (CAVs) longitudinal control for partially connected and automated traffic environment based on deep reinforcement learning (DRL) algorithm, which enhances the…

系统与控制 · 电气工程与系统科学 2020-12-04 Haotian Shi , Yang Zhou , Keshu Wu , Xin Wang , Yangxin Lin , Bin Ran

Connected and autonomous vehicles (CAVs) are promising due to their potential safety and efficiency benefits and have attracted massive investment and interest from government agencies, industry, and academia. With more computing and…

分布式、并行与集群计算 · 计算机科学 2021-08-03 Liangkai Liu , Shaoshan Liu , Weisong Shi

Cooperative control of Connected and Autonomous Vehicles (CAVs) promises great benefits for mixed traffic. Most existing research focuses on model-based control strategies, assuming that car-following dynamics of human-driven vehicles are…

系统与控制 · 电气工程与系统科学 2022-03-28 Jiawei Wang , Yang Zheng , Qing Xu , Keqiang Li

Optical sensors and learning algorithms for autonomous vehicles have dramatically advanced in the past few years. Nonetheless, the reliability of today's autonomous vehicles is hindered by the limited line-of-sight sensing capability and…

计算机视觉与模式识别 · 计算机科学 2022-11-21 Jiaxun Cui , Hang Qiu , Dian Chen , Peter Stone , Yuke Zhu