Extracting interesting scenarios from real-world data as well as generating failure cases is important for the development and testing of autonomous systems. We propose efficient …
M Althoff, S Lutz - 2018 IEEE Intelligent Vehicles Symposium …, 2018 - ieeexplore.ieee.org
It is apparent that one cannot rely solely on physical test drives for ensuring the correct functionality of autonomous vehicles. Since physical test drives are costly and time …
CE Tuncali, G Fainekos - 2019 IEEE Intelligent Transportation …, 2019 - ieeexplore.ieee.org
One of the expectations from fully or partially automated vehicles is to never cause an accident and actively avoid dangerous situations. However, an automated vehicle may not …
In this paper, we outline the use of a genetic algorithm for test parameter optimization in the context of autonomous and automated driving. Our approach iteratively optimizes test …
F Hauer, A Pretschner, B Holzmüller - Computer Safety, Reliability, and …, 2019 - Springer
Functional specifications and real drive data are typically used to derive parameterized scenarios for scenario-based testing of driving systems. The domains of the parameters …
This paper proposes AV-FUZZER, a testing framework, to find the safety violations of an autonomous vehicle (AV) in the presence of an evolving traffic environment. We perturb the …
F Hauer, T Schmidt, B Holzmüller… - 2019 IEEE Intelligent …, 2019 - ieeexplore.ieee.org
To ensure safety and functional correctness of automated and autonomous driving systems, virtual scenario-based testing is used. Experts derive traffic scenario types and generate …
The race for deploying AI-enabled autonomous vehicles (AVs) on public roads is based on the promise that such self-driving cars will be as safe as or safer than human drivers …
A Gambi, M Müller, G Fraser - 2019 IEEE/ACM 41st …, 2019 - ieeexplore.ieee.org
Ensuring the safety of self-driving cars is important, but neither industry nor authorities have settled on a standard way to test them. Deploying self-driving cars for testing in regular traffic …