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 …

Autonomous vehicle evaluation: A comprehensive survey on modeling and simulation approaches

H Alghodhaifi, S Lakshmanan - IEEE Access, 2021 - ieeexplore.ieee.org
In recent years, autonomous vehicles (AVs), which observe the driving environment and
lead a few or all of the driving tasks, have garnered tremendous success. The field of AVs …

A survey on scenario-based testing for automated driving systems in high-fidelity simulation

Z Zhong, Y Tang, Y Zhou, VO Neves, Y Liu… - arxiv preprint arxiv …, 2021 - arxiv.org
Automated Driving Systems (ADSs) have seen rapid progress in recent years. To ensure the
safety and reliability of these systems, extensive testings are being conducted before their …

Safety performance boundary identification of highly automated vehicles: A surrogate model-based gradient descent searching approach

Y Wang, R Yu, S Qiu, J Sun… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Highly automated vehicles (HAVs) have been introduced to the transportation system for the
purpose of providing safer mobility. Considering the expected long co-existence period of …

A taxonomy of validation strategies to ensure the safe operation of highly automated vehicles

F Batsch, S Kanarachos, M Cheah… - Journal of Intelligent …, 2021 - Taylor & Francis
Self-driving cars are on the horizon, making it necessary to consider safety assurance and
homologation of these autonomously operating vehicles. In this study, we systematically …

Scenario optimisation and sensitivity analysis for safe automated driving using gaussian processes

F Batsch, A Daneshkhah, V Palade, M Cheah - Applied Sciences, 2021 - mdpi.com
Assuring the safety of automated vehicles is essential for their timely introduction and
acceptance by policymakers and the public. To assess their safe design and robust decision …

Performance boundary identification for the evaluation of automated vehicles using Gaussian process classification

F Batsch, A Daneshkhah, M Cheah… - 2019 IEEE Intelligent …, 2019 - ieeexplore.ieee.org
Safety is an essential aspect in the facilitation of automated vehicle deployment. Current
testing practices are not enough, and going beyond them leads to infeasible testing …

Accelerated testing for automated vehicles safety evaluation in cut-in scenarios based on importance sampling, genetic algorithm and simulation applications

Y Xu, Y Zou, J Sun - Journal of intelligent and connected …, 2018 - ieeexplore.ieee.org
Purpose-It would take billions of miles' field road testing to demonstrate that the safety of
automated vehicle is statistically significantly higher than the safety of human driving …

[PDF][PDF] An optimization-based method to identify relevant scenarios for type approval of automated vehicles

T Ponn, C Gnandt, F Diermeyer - Proceedings of the ESV …, 2019 - researchgate.net
The objective of this paper is to propose a novel approach for an intelligent selection of
relevant scenarios for the certification of automated vehicles. During this process, two main …

An adaptive multi-fidelity sampling framework for safety analysis of connected and automated vehicles

X Gong, S Feng, Y Pan - IEEE Transactions on Intelligent …, 2023 - ieeexplore.ieee.org
Testing and evaluation are expensive but critical steps in the development of connected and
automated vehicles (CAVs). In this paper, we develop an adaptive sampling framework to …