Requirements-driven test generation for autonomous vehicles with machine learning components

CE Tuncali, G Fainekos, D Prokhorov… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
Autonomous vehicles are complex systems that are challenging to test and debug. A
requirements-driven approach to the development process can decrease the resources …

Intelligence testing for autonomous vehicles: A new approach

L Li, WL Huang, Y Liu, NN Zheng… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
In this paper, we study how to test the intelligence of an autonomous vehicle.
Comprehensive testing is crucial to both vehicle manufactories and customers. Existing …

Specification-based autonomous driving system testing

Y Zhou, Y Sun, Y Tang, Y Chen, J Sun… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Autonomous vehicle (AV) systems must be comprehensively tested and evaluated before
they can be deployed. High-fidelity simulators such as CARLA or LGSVL allow this to be …

Adaptive generation of challenging scenarios for testing and evaluation of autonomous vehicles

GE Mullins, PG Stankiewicz, RC Hawthorne… - Journal of Systems and …, 2018 - Elsevier
In this paper we propose a new method for generating test scenarios for black-box
autonomous systems that demonstrate critical transitions in performance modes. This …

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 …

Challenges in autonomous vehicle testing and validation

P Koopman, M Wagner - SAE International Journal of Transportation Safety, 2016 - JSTOR
Software testing is all too often simply a bug hunt rather than a well-considered exercise in
ensuring quality. A more methodical approach than a simple cycle of system-level test-fail …

Testing scenario library generation for connected and automated vehicles: An adaptive framework

S Feng, Y Feng, H Sun, Y Zhang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
How to generate testing scenario libraries for connected and automated vehicles (CAVs) is a
major challenge faced by the industry. In previous studies, to evaluate maneuver challenge …

Advanced scenario generation for calibration and verification of autonomous vehicles

X Li, S Teng, B Liu, X Dai, X Na… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
As driving scenarios and autonomous vehicles (AVs) become increasingly intricating, there
is an increasing need for innovative frameworks that can enhance and test AV capabilities …

Automated generation of diverse and challenging scenarios for test and evaluation of autonomous vehicles

GE Mullins, PG Stankiewicz… - 2017 IEEE international …, 2017 - ieeexplore.ieee.org
We propose a novel method for generating test scenarios for a black box autonomous
system that demonstrate critical transitions in its performance modes. In complex …

Automated scenario generation for regression testing of autonomous vehicles

E Rocklage, H Kraft, A Karatas… - 2017 ieee 20th …, 2017 - ieeexplore.ieee.org
Autonomous vehicles are technologically feasible and are becoming a reality. However,
before they can be launched, thorough testing is necessary. In this paper, we present a …