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 …

Tum autonomous motorsport: An autonomous racing software for the indy autonomous challenge

J Betz, T Betz, F Fent, M Geisslinger… - Journal of Field …, 2023 - Wiley Online Library
For decades, motorsport has been an incubator for innovations in the automotive sector and
brought forth systems, like, disk brakes or rearview mirrors. Autonomous racing series such …

Sequential convex programming methods for real-time optimal trajectory planning in autonomous vehicle racing

P Scheffe, TM Henneken, M Kloock… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Optimization problems for trajectory planning in autonomous vehicle racing are
characterized by their nonlinearity and nonconvexity. Instead of solving these optimization …

Optimization-based hierarchical motion planning for autonomous racing

JL Vázquez, M Brühlmeier, A Liniger… - 2020 IEEE/RSJ …, 2020 - ieeexplore.ieee.org
In this paper we propose a hierarchical controller for autonomous racing where the same
vehicle model is used in a two level optimization framework for motion planning. The high …

Real-time adaptive velocity optimization for autonomous electric cars at the limits of handling

T Herrmann, A Wischnewski… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
With the evolution of self-driving cars, autonomous racing series like Roborace and the Indy
Autonomous Challenge are rapidly attracting growing attention. Researchers participating in …

Tube model predictive control for an autonomous race car

A Wischnewski, M Euler, S Gümüs… - Vehicle System …, 2022 - Taylor & Francis
Nonlinear effects and external disturbances can severely impact the control of an
autonomous race car at the handling limits. State-of-the-art approaches do not take these …

Minimum race-time planning-strategy for an autonomous electric racecar

T Herrmann, F Passigato, J Betz… - 2020 IEEE 23rd …, 2020 - ieeexplore.ieee.org
Increasing attention to autonomous passenger vehicles has also attracted interest in an
autonomous racing series. Because of this, platforms such as Roborace and the Indy …

A holistic motion planning and control solution to challenge a professional racecar driver

S Srinivasan, SN Giles, A Liniger - IEEE Robotics and …, 2021 - ieeexplore.ieee.org
We present a holistically designed three layer control architecture capable of outperforming
a professional driver racing the same car. Our approach focuses on the co-design of the …

Motion planning for autonomous vehicles considering longitudinal and lateral dynamics coupling

D Dang, F Gao, Q Hu - Applied Sciences, 2020 - mdpi.com
Vehicles are highly coupled and multi-degree nonlinear systems. The establishment of an
appropriate vehicle dynamical model is the basis of motion planning for autonomous …

End-to-end neural network for vehicle dynamics modeling

L Hermansdorfer, R Trauth, J Betz… - 2020 6th IEEE …, 2021 - ieeexplore.ieee.org
Autonomous vehicles have to meet high safety standards in order to be commercially viable.
Before real-world testing of an autonomous vehicle, extensive simulation is required to verify …