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 …

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 …

Comprehensive safety evaluation of highly automated vehicles at the roundabout scenario

X Wang, S Zhang, H Peng - IEEE Transactions on Intelligent …, 2022 - ieeexplore.ieee.org
A highly automated vehicle (HAV) is a safety-critical system. Therefore, a verification and
validation (V&V) process that rigorously evaluates the safety of HAVs is necessary before …

On the comparability and optimal aggressiveness of the adversarial scenario-based safety testing of robots

B Weng, GA Castillo, W Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
This article studies the class of scenario-based safety testing algorithms in the black-box
safety testing configuration. For algorithms sharing the same state–action set coverage with …

EvoScenario: Integrating Road Structures into Critical Scenario Generation for Autonomous Driving System Testing

S Tang, Z Zhang, J Zhou, Y Zhou… - 2023 IEEE 34th …, 2023 - ieeexplore.ieee.org
Autonomous Driving Systems (ADS) are safety-critical and require comprehensive testing
before their deployment on public roads. Most existing testing approaches consist in …

Measuring sociality in driving interaction

X Zhao, J Sun, M Wang - IEEE Transactions on Intelligent …, 2024 - ieeexplore.ieee.org
Interacting with human road users is one of the most challenging tasks for autonomous
vehicles. For congruent driving behaviors, it is essential to recognize and comprehend …

Decision-Making Model for Dynamic Scenario Vehicles in Autonomous Driving Simulations

Y Li, H Guan, X Jia, C Duan - Applied Sciences, 2023 - mdpi.com
A scenario vehicle in autonomous driving simulations is a dynamic entity that is expected to
perform trustworthy bidirectional interaction tasks with the autonomous vehicle under test …

基于关键场景的预期功能安全双闭环测试验证方法

吴思宇, 于文浩, 邢星宇, 张玉新, 李楚照, 李雪轲… - 汽车 …, 2023 - qichegongcheng.com
预期功能安全作为道路运行安全的重要组成, 是智能网联汽车的核心挑战. 全面高效的预期功能
安全测试验证方法能够有效支撑系统安全开发流程. 本文提出一种以关键场景为载体 …

The Implementation of Safety Acceptance Evaluation for Highly Automated Vehicles

X Wang, T Wang, S Xu, Y Zhong… - International Journal of …, 2023 - jstage.jst.go.jp
Safety evaluation is crucial for the mass deployment of highly automated vehicles (HAVs).
This paper presents a procedure for conducting behavior competence testing for HAVs. First …

A Generation Method of Unknown Unsafe Scenarios for Autonomous Vehicles

W Jiang, J Chen, Y Ma, L Zhang… - 2023 IEEE 26th …, 2023 - ieeexplore.ieee.org
How to narrow the region of unknown unsafe scenarios is the key to improving the
performance of Safety of Intended Functionality for Autonomous Vehicles. However, the …