Distributionally consistent simulation of naturalistic driving environment for autonomous vehicle testing

X Yan, S Feng, H Sun, HX Liu - arXiv preprint arXiv:2101.02828, 2021 - arxiv.org
Microscopic traffic simulation provides a controllable, repeatable, and efficient testing
environment for autonomous vehicles (AVs). To evaluate AVs' safety performance …

CommonRoad-CriMe: A toolbox for criticality measures of autonomous vehicles

Y Lin, M Althoff - 2023 IEEE Intelligent Vehicles Symposium (IV), 2023 - ieeexplore.ieee.org
Criticality measures are essential for autonomous vehicles to capture the complexity of the
surrounding environment, trigger emergency maneuvers, and verify safety. However, there …

Falsifying motion plans of autonomous vehicles with abstractly specified traffic scenarios

M Klischat, M Althoff - IEEE Transactions on Intelligent Vehicles, 2022 - ieeexplore.ieee.org
Verifying the safety of autonomous vehicles is one of the major challenges towards their
deployment on public roads due to the vast number of possible situations that can occur in …

Simulation of abstract scenarios: towards automated tooling in criticality analysis

JS Becker, T Koopmann, B Neurohr, C Neurohr… - Autonomes Fahren. Ein …, 2022 - elib.dlr.de
Bereits 1939 entwickelte der Künstler Norman Ben Geddes die Vision einer Stadt, die von
selbstfahrenden Autos befahren wird. In seiner Arbeit für die Weltausstellung im Auftrag von …

Synthesizing Traffic Scenarios from Formal Specifications Using Reachability Analysis

F Finkeldei, M Althoff - 2023 IEEE 26th International …, 2023 - ieeexplore.ieee.org
Scenario-based testing is a promising approach for the verification of automated vehicles
(AVs). In this paper, we present a novel approach that combines reachability analysis and …

Fitness function templates for testing automated and autonomous driving systems in intersection scenarios

N Kolb, F Hauer, A Pretschner - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Scenario-based testing is a common way to test automated and autonomous driving
systems. Experts derive scenario types such as “left turn at intersection” and refine them into …

Automatic generation of test-cases of increasing complexity for autonomous vehicles at intersections

A Karimi, PS Duggirala - 2022 ACM/IEEE 13th International …, 2022 - ieeexplore.ieee.org
This paper presents a new framework for generating test-case scenarios for autonomous
vehicles. We address two challenges in automatic test-case generation: first, a formal notion …

Automatic Generation of Scenarios for System-level Simulation-based Verification of Autonomous Driving Systems

S Goyal, A Griggio, J Kimblad, S Tonetta - arXiv preprint arXiv:2311.09784, 2023 - arxiv.org
With increasing complexity of Automated Driving Systems (ADS), ensuring their safety and
reliability has become a critical challenge. The Verification and Validation (V&V) of these …

[PDF][PDF] Rule-Compliant Multi-Agent Driving Corridor Generation using Reachable Sets and Combinatorial Negotiations

T Mascetta, EI Liu, M Althoff - 2024 - mediatum.ub.tum.de
Multi-agent cooperative motion planning offers the potential to improve safety and the
overall traffic flow. However, many approaches for multi-agent driving do not incorporate …

On scenario-based testing of automated and autonomous driving systems

F Hauer - 2021 - mediatum.ub.tum.de
This work elaborates on scenario-based testing of automated and autonomous driving
systems while considering completeness aspects. The goal is to test the driving system in …