A survey on data-driven scenario generation for automated vehicle testing

J Cai, W Deng, H Guang, Y Wang, J Li, J Ding - Machines, 2022 - mdpi.com
Automated driving is a promising tool for reducing traffic accidents. While some companies
claim that many cutting-edge automated driving functions have been developed, how to …

Rethinking integration of prediction and planning in deep learning-based automated driving systems: a review

S Hagedorn, M Hallgarten, M Stoll… - arXiv preprint arXiv …, 2023 - arxiv.org
Automated driving has the potential to revolutionize personal, public, and freight mobility.
Besides the enormous challenge of perception, ie accurately perceiving the environment …

A survey on automated driving system testing: Landscapes and trends

S Tang, Z Zhang, Y Zhang, J Zhou, Y Guo… - ACM Transactions on …, 2023 - dl.acm.org
Automated Driving Systems (ADS) have made great achievements in recent years thanks to
the efforts from both academia and industry. A typical ADS is composed of multiple modules …

Twin scenarios establishment for autonomous vehicle digital twin empowered sotif assessment

Z Hou, S Wang, H Liu, Y Yang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The scenario-based tests have been an important means of improving the safety and
reliability of autonomous vehicles (AVs). Moreover, ensuring the fidelity of generated …

Is scenario generation ready for SOTIF? a systematic literature review

L Birkemeyer, C King, I Schaefer - 2023 IEEE 26th International …, 2023 - ieeexplore.ieee.org
Scenario-based testing is considered state-of-the-art to verify and validate Advanced Driver
Assistance Systems or Automated Driving Systems. Due to the official launch of the SOTIF …

SOTIF-compliant scenario generation using semi-concrete scenarios and parameter sampling

L Birkemeyer, J Fuchs, A Gambi… - 2023 IEEE 26th …, 2023 - ieeexplore.ieee.org
The SOTIF standard (ISO 21448) requires scenario-based testing to verify and validate
Advanced Driver Assistance Systems and Automated Driving Systems but does not suggest …

Assessing Unknown Hazards for SOTIF Based on Twin Scenarios Empowered Autonomous Driving

Z Hou, D Liu, Y Yang, H Liu - IEEE Internet of Things Journal, 2024 - ieeexplore.ieee.org
Safety of the Intended Functionality (SOTIF) is paramount in autonomous driving, particularly
at and beyond Level 3. An essential aspect of SOTIF research involves constructing and …

Boundary Scenario Generation for HAVs Based on Classification and Local Sampling

J Cai, W Deng, Y Wang, H Guang, J Li, J Ding - Machines, 2023 - mdpi.com
High-level Automated Vehicles (HAVs) are expected to improve traffic safety significantly.
However, verifying and evaluating HAVs remains an open problem. Scenario-based testing …

ACAV: A Framework for Automatic Causality Analysis in Autonomous Vehicle Accident Recordings

H Sun, CM Poskitt, Y Sun, J Sun, Y Chen - Proceedings of the IEEE/ACM …, 2024 - dl.acm.org
The rapid progress of autonomous vehicles (AVs) has brought the prospect of a driverless
future closer than ever. Recent fatalities, however, have emphasized the importance of …

Leveraging Software Product Lines for Testing Autonomous Vehicles

S Klikovits, A Gambi, D Dhungana… - Proceedings of the 18th …, 2024 - dl.acm.org
Extensive testing of Automated Driving Systems (ADS), such as Advanced Driver Assistance
Systems and Autonomous Vehicles, is commonly conducted using simulators programmed …