Trustworthy ai: From principles to practices

B Li, P Qi, B Liu, S Di, J Liu, J Pei, J Yi… - ACM Computing Surveys, 2023 - dl.acm.org
The rapid development of Artificial Intelligence (AI) technology has enabled the deployment
of various systems based on it. However, many current AI systems are found vulnerable to …

Formal methods to comply with rules of the road in autonomous driving: State of the art and grand challenges

N Mehdipour, M Althoff, RD Tebbens, C Belta - Automatica, 2023 - Elsevier
We provide a review of recent work on formal methods for autonomous driving. Formal
methods have been traditionally used to specify and verify the behavior of computer …

CommonRoad: Composable benchmarks for motion planning on roads

M Althoff, M Koschi, S Manzinger - 2017 IEEE Intelligent …, 2017 - ieeexplore.ieee.org
Numerical experiments for motion planning of road vehicles require numerous components:
vehicle dynamics, a road network, static obstacles, dynamic obstacles and their movement …

Stochastic model predictive control with a safety guarantee for automated driving

T Brüdigam, M Olbrich, D Wollherr… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Automated vehicles require efficient and safe planning to maneuver in uncertain
environments. Largely this uncertainty is caused by other traffic participants, eg, surrounding …

Using reachable sets for trajectory planning of automated vehicles

S Manzinger, C Pek, M Althoff - IEEE Transactions on Intelligent …, 2020 - ieeexplore.ieee.org
The computational effort of trajectory planning for automated vehicles often increases with
the complexity of the traffic situation. This is particularly problematic in safety-critical …

[PDF][PDF] An improved safety algorithm for artificial intelligence enabled processors in self driving cars

S Manoharan - Journal of artificial intelligence, 2019 - scholar.archive.org
The innovation in the automobiles have undergone a most noteworthy leap from the
operation of the vehicles that was human centered to vehicles with the self–driving ability …

Provably-correct and comfortable adaptive cruise control

M Althoff, S Maierhofer, C Pek - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Adaptive cruise control is one of the most common comfort features of road vehicles. Despite
its large market penetration, current systems are not safe in all driving conditions and require …

[HTML][HTML] Legal issues in automated vehicles: critically considering the potential role of consent and interactive digital interfaces

JA Pattinson, H Chen, S Basu - Humanities and Social Sciences …, 2020 - nature.com
Some of the first 'automated'vehicles to be deployed on our roads will require a system of
shared driving with a human driver. While this creates technical and operational challenges …

SPOT: A tool for set-based prediction of traffic participants

M Koschi, M Althoff - 2017 IEEE Intelligent Vehicles …, 2017 - ieeexplore.ieee.org
Predicting the movement of other traffic participants is an integral part in the motion planning
of most automated road vehicles. While simple predictions, eg based on assuming constant …

Computationally efficient fail-safe trajectory planning for self-driving vehicles using convex optimization

C Pek, M Althoff - 2018 21st International Conference on …, 2018 - ieeexplore.ieee.org
Ensuring the safety of self-driving vehicles is a challenging task, especially if other traffic
participants severely deviate from the predicted behavior. One solution is to ensure that the …