Autonomous vehicles on the edge: A survey on autonomous vehicle racing

J Betz, H Zheng, A Liniger, U Rosolia… - IEEE Open Journal …, 2022 - ieeexplore.ieee.org
The rising popularity of self-driving cars has led to the emergence of a new research field in
recent years: Autonomous racing. Researchers are developing software and hardware for …

Indy autonomous challenge-autonomous race cars at the handling limits

A Wischnewski, M Geisslinger, J Betz, T Betz… - … 2021: chassis. tech plus, 2022 - Springer
Motorsport has always been an enabler for technological advancement, and the same
applies to the autonomous driving industry. The team TUM Autonomous Motorsports will …

F1tenth: An open-source evaluation environment for continuous control and reinforcement learning

M O'Kelly, H Zheng, D Karthik… - Proceedings of Machine …, 2020 - par.nsf.gov
The deployment and evaluation of learning algorithms on autonomous vehicles (AV) is
expensive, slow, and potentially unsafe. This paper details the F1TENTH autonomous …

A survey of deep learning techniques for autonomous driving

S Grigorescu, B Trasnea, T Cocias… - Journal of field …, 2020 - Wiley Online Library
The last decade witnessed increasingly rapid progress in self‐driving vehicle technology,
mainly backed up by advances in the area of deep learning and artificial intelligence (AI) …

[图书][B] Creating autonomous vehicle systems

S Liu, L Li, J Tang, S Wu, JL Gaudiot - 2018 - Springer
This book is one of the first technical overviews of autonomous vehicles written for a general
computing and engineering audience. The authors share their practical experiences …

Deep learning for self-driving cars: Chances and challenges

Q Rao, J Frtunikj - Proceedings of the 1st international workshop on …, 2018 - dl.acm.org
Artificial Intelligence (AI) is revolutionizing the modern society. In the automotive industry,
researchers and developers are actively pushing deep learning based approaches for …

Super-human performance in gran turismo sport using deep reinforcement learning

F Fuchs, Y Song, E Kaufmann… - IEEE Robotics and …, 2021 - ieeexplore.ieee.org
Autonomous car racing is a major challenge in robotics. It raises fundamental problems for
classical approaches such as planning minimum-time trajectories under uncertain dynamics …

[图书][B] Road vehicle automation

G Meyer, S Beiker - 2019 - Springer
Higher-level automated driving keeps moving at full speed toward implementation:
Universities are researching solutions for environmental perception, vehicle localization …

End-to-end driving in a realistic racing game with deep reinforcement learning

E Perot, M Jaritz, M Toromanoff… - Proceedings of the …, 2017 - openaccess.thecvf.com
We address the problem of autonomous race car driving. Using a recent rally game (WRC6)
with realistic physics and graphics we train an Asynchronous Actor Critic (A3C) in an end-to …

Autonomous driving-5 years after the urban challenge: The anticipatory vehicle as a cyber-physical system

C Berger, B Rumpe - arXiv preprint arXiv:1409.0413, 2014 - arxiv.org
In November 2007 the international competition DARPA Urban Challenge took place on the
former George Airforce Base in Victorville, California to significantly promote the research …