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相关论文: Affordable Modular Autonomous Vehicle Development …

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Autonomous driving is not one single technology but rather a complex system integrating many technologies, which means that teaching autonomous driving is a challenging task. Indeed, most existing autonomous driving classes focus on one of…

计算机与社会 · 计算机科学 2018-02-28 Jie Tang , Shaoshan Liu , Songwen Pei , Stephane Zuckerman , Chen Liu , Weisong Shi , Jean-Luc Gaudiot

Autonomous vehicle safety and reliability are the paramount requirements when developing autonomous vehicles. These requirements are guaranteed by massive functional and performance tests. Conducting these tests on real vehicles is…

分布式、并行与集群计算 · 计算机科学 2017-06-01 Jie Tang , Shaoshan Liu , Chao Wang , Quan Wang

Learning-based methodologies increasingly find applications in safety-critical domains like autonomous driving and medical robotics. Due to the rare nature of dangerous events, real-world testing is prohibitively expensive and unscalable.…

机器学习 · 计算机科学 2021-08-10 Aman Sinha , Matthew O'Kelly , Russ Tedrake , John Duchi

Internet of Things (IoTs) have been widely applied in Collaborative Intelligent Transportation Systems (C-ITS) for the prevention of road accidents. As one of the primary causes of road accidents in C-ITS, the efficient detection and early…

计算工程、金融与科学 · 计算机科学 2025-12-01 Yachao Yuan , Zhen Yu , Yali Yuan , Xingyu Chen , Yingwen Wu , Thar Baker

Autonomous driving technology has been regarded as a promising solution to reduce road accidents and traffic congestion, as well as to optimize the usage of fuel and lane. Reliable and high efficient Vehicle-to-Vehicle (V2V) and…

网络与互联网体系结构 · 计算机科学 2015-10-23 Kan Zheng , Qiang Zheng , Haojun Yang , Long Zhao , Lu Hou , Periklis Chatzimisios

The Responsibility-Sensitive Safety (RSS) model offers provable safety for vehicle behaviors such as minimum safe following distance. However, handling worst-case variability and uncertainty may significantly lower vehicle permissiveness,…

机器人学 · 计算机科学 2019-11-05 Philip Koopman , Beth Osyk , Jack Weast

When people pick routes to minimize their travel time, the total experienced delay, or social cost, may be significantly greater than if people followed routes assigned to them by a social planner. This effect is accentuated when human…

最优化与控制 · 数学 2019-09-27 Daniel A. Lazar , Samuel Coogan , Ramtin Pedarsani

Prototyping and validating hardware-software components, sub-systems and systems within the intelligent transportation system-of-systems framework requires a modular yet flexible and open-access ecosystem. This work presents our attempt…

机器人学 · 计算机科学 2023-05-30 Tanmay Vilas Samak , Chinmay Vilas Samak , Sivanathan Kandhasamy , Venkat Krovi , Ming Xie

Humans drive in a holistic fashion which entails, in particular, understanding dynamic road events and their evolution. Injecting these capabilities in autonomous vehicles can thus take situational awareness and decision making closer to…

Most automated driving functions are designed for a specific task or vehicle. Most often, the underlying architecture is fixed to specific algorithms to increase performance. Therefore, it is not possible to deploy new modules and…

Recent advances in high-fidelity simulators have enabled closed-loop training of autonomous driving agents, potentially solving the distribution shift in training v.s. deployment and allowing training to be scaled both safely and cheaply.…

机器人学 · 计算机科学 2023-06-29 Chris Zhang , Runsheng Guo , Wenyuan Zeng , Yuwen Xiong , Binbin Dai , Rui Hu , Mengye Ren , Raquel Urtasun

Recent years have seen growing interest in the development of self-driving vehicles that promise (or threaten) to replace human drivers with intelligent software. However, current self-driving cars still require human supervision and prompt…

计算机与社会 · 计算机科学 2021-07-30 Nguyen H Tran , Abhaya C Nayak

Autonomous vehicles are slowly becoming reality thanks to the efforts of many academic and industrial organizations. Due to the complexity of the software powering these systems and the dynamicity of the development processes, an…

软件工程 · 计算机科学 2017-11-27 Federico Giaimo , Christian Berger , Crispin Kirchner

The transportation system is an interplay between infrastructure, vehicles, and policy. During the past century, the rapid expansion of the road network, blended with increasing vehicle production and mobility demands, has been stressing…

计算机与社会 · 计算机科学 2022-09-23 Weizi Li

In recent years, the expansion of internet technology and advancements in automation have brought significant attention to autonomous driving technology. Major automobile manufacturers, including Volvo, Mercedes-Benz, and Tesla, have…

机器人学 · 计算机科学 2024-02-27 Hanyi Yu , Shuning Huo , Mengran Zhu , Yulu Gong , Yafei Xiang

Safety-critical corner cases, difficult to collect in the real world, are crucial for evaluating end-to-end autonomous driving. Adversarial interaction is an effective method to generate such safety-critical corner cases. While existing…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Jiaheng Geng , Jiatong Du , Xinyu Zhang , Ye Li , Panqu Wang , Yanjun Huang

End-to-end autonomous driving has received increasing attention due to its potential to learn from large amounts of data. However, most existing methods are still open-loop and suffer from weak scalability, lack of high-order interactions,…

计算机视觉与模式识别 · 计算机科学 2024-12-13 Wenzhao Zheng , Zetian Xia , Yuanhui Huang , Sicheng Zuo , Jie Zhou , Jiwen Lu

This article presents AutoRally, a 1$:$5 scale robotics testbed for autonomous vehicle research. AutoRally is designed for robustness, ease of use, and reproducibility, so that a team of two people with limited knowledge of mechanical…

机器人学 · 计算机科学 2018-06-05 Brian Goldfain , Paul Drews , Changxi You , Matthew Barulic , Orlin Velev , Panagiotis Tsiotras , James M. Rehg

According to the latest provisional statistics released by the UK Department for Transport, Great Britain recorded 1,633 road deaths in 2024, representing a slight increase from 2023 and raising concerns about safety progress, which…

It has been for a long time to use big data of autonomous vehicles for perception, prediction, planning, and control of driving. Naturally, it is increasingly questioned why not using this big data for risk management and actuarial…

风险管理 · 定量金融 2021-09-16 Jiamin Yu