Survey on scenario-based safety assessment of automated vehicles

S Riedmaier, T Ponn, D Ludwig, B Schick… - IEEE …, 2020 - ieeexplore.ieee.org
When will automated vehicles come onto the market? This question has puzzled the
automotive industry and society for years. The technology and its implementation have …

Verification and validation methods for decision-making and planning of automated vehicles: A review

Y Ma, C Sun, J Chen, D Cao… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Verification and validation (V&V) hold a significant position in the research and development
of automated vehicles (AVs). Current literature indicates that different V&V techniques have …

Dense reinforcement learning for safety validation of autonomous vehicles

S Feng, H Sun, X Yan, H Zhu, Z Zou, S Shen, HX Liu - Nature, 2023 - nature.com
One critical bottleneck that impedes the development and deployment of autonomous
vehicles is the prohibitively high economic and time costs required to validate their safety in …

Intelligent driving intelligence test for autonomous vehicles with naturalistic and adversarial environment

S Feng, X Yan, H Sun, Y Feng, HX Liu - Nature communications, 2021 - nature.com
Driving intelligence tests are critical to the development and deployment of autonomous
vehicles. The prevailing approach tests autonomous vehicles in life-like simulations of the …

Milestones in autonomous driving and intelligent vehicles—Part I: Control, computing system design, communication, HD map, testing, and human behaviors

L Chen, Y Li, C Huang, Y ** study
X Zhang, J Tao, K Tan, M Törngren… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Scenario-based approaches have been receiving a huge amount of attention in research
and engineering of automated driving systems. Due to the complexity and uncertainty of the …

[HTML][HTML] Trajectory data-based traffic flow studies: A revisit

L Li, R Jiang, Z He, XM Chen, X Zhou - Transportation Research Part C …, 2020 - Elsevier
In this paper, we review trajectory data-based traffic flow studies that have been conducted
over the last 15 years. Our purpose is to provide a roadmap for readers who have an interest …

Formal scenario-based testing of autonomous vehicles: From simulation to the real world

DJ Fremont, E Kim, YV Pant, SA Seshia… - 2020 IEEE 23rd …, 2020 - ieeexplore.ieee.org
We present a new approach to automated scenario-based testing of the safety of
autonomous vehicles, especially those using advanced artificial intelligence-based …

Scenario-based test automation for highly automated vehicles: A review and paving the way for systematic safety assurance

J Sun, H Zhang, H Zhou, R Yu… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Highly Automated Vehicles (HAVs) must undergo strict safety testing before being released
to the public. Mileage-based on-road testing suffers from unaffordable time costs and high …

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 …