Reachability-based decision-making for autonomous driving: Theory and experiments

H Ahn, K Berntorp, P Inani, AJ Ram… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
We describe the design and validation of a decision-making system in the guidance and
control architecture for automated driving. The decision-making system determines the …

Reachability-based decision making for city driving

H Ahn, K Berntorp, S Di Cairano - 2018 Annual American …, 2018 - ieeexplore.ieee.org
This paper presents the design of a discrete decision making algorithm for vehicles with
advanced driver-assistance and automated features. We model the system as a hybrid …

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 …

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 …

Automated driving: Safe motion planning using positively invariant sets

K Berntorp, A Weiss, C Danielson… - 2017 IEEE 20th …, 2017 - ieeexplore.ieee.org
This paper develops a method for safe lane changes. We leverage feedback control and
constraint-admissible positively invariant sets to guarantee collision-free closed-loop …

Comprehensive reactive safety: No need for a trajectory if you have a strategy

F Da - 2022 IEEE/RSJ International Conference on Intelligent …, 2022 - ieeexplore.ieee.org
Safety guarantees in motion planning for autonomous driving typically involve certifying the
trajectory to be collision-free under any motion of the uncontrollable participants in the …

[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 …

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 …

Safety verification of automated driving systems

R Kianfar, P Falcone… - IEEE Intelligent …, 2013 - ieeexplore.ieee.org
In this paper, a set based approach is presented for safety verification and performance
analysis of automated driving systems. As an example, reachability analysis technique is …

Prediction-based reachability for collision avoidance in autonomous driving

A Li, L Sun, W Zhan, M Tomizuka… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Safety is an important topic in autonomous driving since any collision may cause serious
injury to people and damage to property. Hamilton-Jacobi (HJ) Reachability is a formal …