Heterogeneous driver modeling and corner scenarios sampling for automated vehicles testing

J Ge, H Xu, J Zhang, Y Zhang… - Journal of advanced …, 2022 - Wiley Online Library
Virtual simulation‐based testing of autonomous vehicles (AVs) needs massive challenging
corner cases to reach high testing accuracy. Current methods achieve this goal by finding …

Autonomous vehicles testing considering utility-based operable tasks

J Ge, J Zhang, Y Zhang, D Yao… - Tsinghua Science and …, 2023 - ieeexplore.ieee.org
Virtual simulation testing of Autonomous Vehicles (AVs) is gradually being accepted as a
mandatory way to test the feasibility of driving strategies for AVs. Mainstream methods focus …

Dynamic testing for autonomous vehicles using random quasi monte carlo

J Ge, J Zhang, C Chang, Y Zhang… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
The substantial resource usage required to create ample scenarios for testing Autonomous
Vehicles (AV) presents a bottleneck in their implementation. At present, research relies on …

Re-using concrete test scenarios generally is a bad idea

F Hauer, A Pretschner… - 2020 IEEE Intelligent …, 2020 - ieeexplore.ieee.org
Many approaches for testing automated and autonomous driving systems in dynamic traffic
scenarios rely on the reuse of test cases, eg, recording test scenarios during real test drives …

Enhancing SUMO simulator for simulation based testing and validation of autonomous vehicles

A Kusari, P Li, H Yang, N Punshi… - 2022 ieee intelligent …, 2022 - ieeexplore.ieee.org
Current autonomous vehicle (AV) simulators are built to provide large-scale testing required
to prove capabilities under varied conditions in controlled, repeatable fashion. However …

[HTML][HTML] Generating edge cases for testing autonomous vehicles using real-world data

D Karunakaran, JS Berrio Perez, S Worrall - Sensors, 2023 - mdpi.com
In the past decade, automotive companies have invested significantly in autonomous
vehicles (AV), but achieving widespread deployment remains a challenge in part due to the …

Mixed test environment-based vehicle-in-the-loop validation-a new testing approach for autonomous vehicles

Y Chen, S Chen, T Xiao, S Zhang… - 2020 IEEE intelligent …, 2020 - ieeexplore.ieee.org
The current test of autonomous driving technology requires extensive experimental
verification, whether in simulation or on real roads. Netherthless, how to test autonomous …

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 …

Vista: a framework for virtual scenario-based testing of autonomous vehicles

A Piazzoni, J Cherian, M Azhar, JY Yap… - 2021 IEEE …, 2021 - ieeexplore.ieee.org
In this paper, we present ViSTA, a framework for Virtual Scenario-based Testing of
Autonomous Vehicles (AV), developed as part of the 2021 IEEE Autonomous Test Driving AI …

Salvo: Automated generation of diversified tests for self-driving cars from existing maps

V Nguyen, S Huber, A Gambi - 2021 IEEE international …, 2021 - ieeexplore.ieee.org
Simulation-based tests are more cost-effective and less dangerous than field tests; hence,
they are becoming the norm for thoroughly testing self-driving cars in virtual environments …