Collaborative autonomous driving—A survey of solution approaches and future challenges

S Malik, MA Khan, H El-Sayed - Sensors, 2021 - mdpi.com
Sooner than expected, roads will be populated with a plethora of connected and
autonomous vehicles serving diverse mobility needs. Rather than being stand-alone …

A survey on safety-critical driving scenario generation—A methodological perspective

W Ding, C Xu, M Arief, H Lin, B Li… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Autonomous driving systems have witnessed significant development during the past years
thanks to the advance in machine learning-enabled sensing and decision-making …

Safebench: A benchmarking platform for safety evaluation of autonomous vehicles

C Xu, W Ding, W Lyu, Z Liu, S Wang… - Advances in …, 2022 - proceedings.neurips.cc
As shown by recent studies, machine intelligence-enabled systems are vulnerable to test
cases resulting from either adversarial manipulation or natural distribution shifts. This has …

Genetic algorithm-based challenging scenarios generation for autonomous vehicle testing

R Zhou, Y Liu, K Zhang, O Yang - IEEE Journal of Radio …, 2022 - ieeexplore.ieee.org
Virtual testing plays a vital role in developing connected and automated vehicles. To ensure
the safety of CAV, millions of miles of testing are required. The scenario library defines the …

Categorizing data-driven methods for test scenario generation to assess automated driving systems

M Bäumler, F Linke, G Prokop - IEEE Access, 2024 - ieeexplore.ieee.org
This survey aims to provide an overview of various methods for generating data-driven test
scenarios for assessing automated driving systems (ADSs). The survey updates the overall …

[PDF][PDF] Verification of collision avoidance for CommonRoad traffic scenarios

N Kochdumper, P Gassert… - Proc. of the 8th …, 2021 - mediatum.ub.tum.de
We propose a benchmark for the verification of autonomous vehicles. By considering
different traffic scenarios from the CommonRoad database, we obtain several thousands of …

[PDF][PDF] Test Scenario Fusion: How to Fuse Scenarios From Accident and Traffic Observation Data

M Bäumler, G Prokop - IEEE Access, 2024 - researchgate.net
Scenario-based testing will help to validate automated driving systems (ADS) and establish
safer road traffic. To date, most data-driven test scenario generation methods rely primarily …

Diffscene: Diffusion-based safety-critical scenario generation for autonomous vehicles

C Xu, D Zhao, A Sangiovanni-Vincentelli… - The Second Workshop …, 2023 - openreview.net
The field of Autonomous Driving (AD) has witnessed significant progress in recent years.
Among the various challenges faced, the safety evaluation of autonomous vehicles (AVs) …

Supporting cooperative driving behaviour by technology–HMI solution, acceptance by drivers and effects on workload and driving behaviour

C Maag, AK Kraft, A Neukum, M Baumann - Transportation research part F …, 2022 - Elsevier
The paper compares and evaluates three different HMIs (Human Machine Interface) for an
ADAS (Advanced Driver Assistance System) supporting cooperative interactions between …

Analysis of solutions improving safety of cyclists in the road traffic

P Skoczyński - Applied Sciences, 2021 - mdpi.com
Cycling safety management is particularly important due to the increasing use of this mode
of transport and increasing car traffic flows. Cyclists—travelling on roadways or sharing the …