Computing specification-compliant reachable sets for motion planning of automated vehicles

EI Liu, M Althoff - 2021 IEEE Intelligent Vehicles Symposium (IV …, 2021 - ieeexplore.ieee.org
To safely and effectively participate in road traffic, automated vehicles should explicitly
consider compliance with traffic rules and high-level specifications. We propose a method …

Specification-compliant driving corridors for motion planning of automated vehicles

EI Liu, M Althoff - IEEE Transactions on Intelligent Vehicles, 2023 - ieeexplore.ieee.org
It is crucial for automated vehicles to explicitly comply with specifications, including traffic
rules, to ensure their safe and effective participation in road traffic. Such compliance is also …

A multi-step approach to accelerate the computation of reachable sets for road vehicles

M Klischat, M Althoff - 2020 IEEE 23rd International Conference …, 2020 - ieeexplore.ieee.org
We propose an approach for the fast computation of reachable sets of road vehicles while
considering dynamic obstacles. The obtained reachable sets contain all possible behaviors …

Not-at-fault driving in traffic: A reachability-based approach

S Vaskov, H Larson, S Kousik… - 2019 IEEE Intelligent …, 2019 - ieeexplore.ieee.org
To operate in traffic, autonomous vehicles must plan long trajectories (eg, unprotected left
turns across traffic) and validate that they are not-at-fault in a collision. Reachability-based …

CommonRoad-Reach: A toolbox for reachability analysis of automated vehicles

EI Liu, G Würsching, M Klischat… - 2022 IEEE 25th …, 2022 - ieeexplore.ieee.org
In recent years, reachability analysis has gained considerable popularity in motion planning
and safeguarding of automated vehicles (AVs). While existing tools for reachability analysis …

Sampling-based optimal trajectory generation for autonomous vehicles using reachable sets

G Würsching, M Althoff - 2021 IEEE International Intelligent …, 2021 - ieeexplore.ieee.org
Motion planners for autonomous vehicles must obtain feasible trajectories in real-time
regardless of the complexity of traffic conditions. Planning approaches that discretize the …

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 …

Real-time capable decision making for autonomous driving using reachable sets

N Kochdumper, S Bak - arXiv preprint arXiv:2309.12289, 2023 - arxiv.org
Despite large advances in recent years, real-time capable motion planning for autonomous
road vehicles remains a huge challenge. In this work, we present a decision module that is …

[PDF][PDF] Specification-Compliant Reachability Analysis for Autonomous Vehicles Using On-the-Fly Model Checking

F Lercher, M Althoff - 35th IEEE Intelligent Vehicles …, 2024 - mediatum.ub.tum.de
Compliance with the rules of the road is crucial for the safe operation of autonomous
vehicles. Previous work has shown that one can expedite rule-compliant motion planning by …

Reachability-based Trajectory Design via Exact Formulation of Implicit Neural Signed Distance Functions

J Michaux, Q Chen, CE Adu, J Liu… - arXiv preprint arXiv …, 2024 - arxiv.org
Generating receding-horizon motion trajectories for autonomous vehicles in real-time while
also providing safety guarantees is challenging. This is because a future trajectory needs to …