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 …

Finding critical scenarios for automated driving systems: A systematic map** 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 …

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 …

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 **ng, D Tian… - … on Systems, Man …, 2023‏ - ieeexplore.ieee.org
Interest in autonomous driving (AD) and intelligent vehicles (IVs) is growing at a rapid pace
due to the convenience, safety, and economic benefits. Although a number of surveys have …

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 …

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 …

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 …

Testing scenario library generation for connected and automated vehicles, part I: Methodology

S Feng, Y Feng, C Yu, Y Zhang… - IEEE Transactions on …, 2020‏ - ieeexplore.ieee.org
Testing and evaluation is a critical step in the development and deployment of connected
and automated vehicles (CAVs), and yet there is no systematic framework to generate …

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 …

MOSAT: finding safety violations of autonomous driving systems using multi-objective genetic algorithm

H Tian, Y Jiang, G Wu, J Yan, J Wei, W Chen… - Proceedings of the 30th …, 2022‏ - dl.acm.org
Autonomous Driving Systems (ADSs) are safety-critical systems, and safety violations of
Autonomous Vehicles (AVs) in real traffic will cause huge losses. Therefore, ADSs must be …