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 …

[PDF][PDF] Scenario based testing of automated driving systems: A literature survey

D Nalic, T Mihalj, M Bäumler, M Lehmann… - FISITA web …, 2020 - researchgate.net
Market introduction of automated driving features several motivations including road safety,
driving comfort, energy efficiency and totally new transport systems. However, many …

End-to-end autonomous driving: Challenges and frontiers

L Chen, P Wu, K Chitta, B Jaeger… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The autonomous driving community has witnessed a rapid growth in approaches that
embrace an end-to-end algorithm framework, utilizing raw sensor input to generate vehicle …

Software engineering for AI-based systems: a survey

S Martínez-Fernández, J Bogner, X Franch… - ACM Transactions on …, 2022 - dl.acm.org
AI-based systems are software systems with functionalities enabled by at least one AI
component (eg, for image-, speech-recognition, and autonomous driving). AI-based systems …

HiVeGPT: Human-machine-augmented intelligent vehicles with generative pre-trained transformer

J Zhang, J Pu, J Xue, M Yang, X Xu… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Recently, a chat generative pre-trained transformer (ChatGPT) attracts widespread attention
in the academies and industries because of its powerful conversational ability with human …

Av-fuzzer: Finding safety violations in autonomous driving systems

G Li, Y Li, S Jha, T Tsai, M Sullivan… - 2020 IEEE 31st …, 2020 - ieeexplore.ieee.org
This paper proposes AV-FUZZER, a testing framework, to find the safety violations of an
autonomous vehicle (AV) in the presence of an evolving traffic environment. We perturb the …

Trafficgen: Learning to generate diverse and realistic traffic scenarios

L Feng, Q Li, Z Peng, S Tan… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Diverse and realistic traffic scenarios are crucial for evaluating the AI safety of autonomous
driving systems in simulation. This work introduces a data-driven method called TrafficGen …

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 …

Generating avoidable collision scenarios for testing autonomous driving systems

A Calò, P Arcaini, S Ali, F Hauer… - 2020 IEEE 13th …, 2020 - ieeexplore.ieee.org
Automated and autonomous driving systems (ADS) are a transformational technology in the
mobility sector. Current practice for testing ADS uses virtual tests in computer simulations; …

Fundamental considerations around scenario-based testing for automated driving

C Neurohr, L Westhofen, T Henning… - 2020 IEEE intelligent …, 2020 - ieeexplore.ieee.org
The homologation of automated vehicles, being safety-critical complex systems, requires
sound evidence for their safe operability. Traditionally, verification and validation activities …