Autonomous vehicle safety: An interdisciplinary challenge

P Koopman, M Wagner - IEEE Intelligent Transportation …, 2017 - ieeexplore.ieee.org
Ensuring the safety of fully autonomous vehicles requires a multi-disciplinary approach
across all the levels of functional hierarchy, from hardware fault tolerance, to resilient …

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 …

Autonomous vehicles: state of the art, future trends, and challenges

P Mallozzi, P Pelliccione, A Knauss, C Berger… - Automotive systems and …, 2019 - Springer
Autonomous vehicles are considered to be the next big thing. Several companies are racing
to put self-driving vehicles on the road by 2020. Regulations and standards are not ready for …

Toward a framework for highly automated vehicle safety validation

P Koopman, M Wagner - 2018 - sae.org
Validating the safety of Highly Automated Vehicles (HAVs) is a significant autonomy
challenge. HAV safety validation strategies based solely on brute force on-road testing …

[引用][C] Scenarios engineering: Enabling trustworthy and effective AI for autonomous vehicles

X Li, FY Wang - IEEE Transactions on Intelligent Vehicles, 2023 - ieeexplore.ieee.org
Scenarios Engineering: Enabling Trustworthy and Effective AI for Autonomous Vehicles Page
1 1 IEEE TRANSACTIONS ON INTELLIGENT VEHICLES Scenarios Engineering: Enabling …

Practical solutions for machine learning safety in autonomous vehicles

S Mohseni, M Pitale, V Singh, Z Wang - arXiv preprint arXiv:1912.09630, 2019 - arxiv.org
Autonomous vehicles rely on machine learning to solve challenging tasks in perception and
motion planning. However, automotive software safety standards have not fully evolved to …

Efficient statistical validation with edge cases to evaluate highly automated vehicles

D Karunakaran, S Worrall… - 2020 IEEE 23rd …, 2020 - ieeexplore.ieee.org
The widescale deployment of Autonomous Vehicles (AV) seems to be imminent despite
many safety challenges that are yet to be resolved. It is well known that there are no …

Concrete problems for autonomous vehicle safety: Advantages of Bayesian deep learning

RT McAllister, Y Gal, A Kendall, M Van Der Wilk… - 2017 - repository.cam.ac.uk
Autonomous vehicle (AV) software is typically composed of a pipeline of individual
components, linking sensor inputs to motor outputs. Erroneous component outputs …

Cybersecurity for autonomous vehicles: Review of attacks and defense

K Kim, JS Kim, S Jeong, JH Park, HK Kim - Computers & security, 2021 - Elsevier
As technology has evolved, cities have become increasingly smart. Smart mobility is a
crucial element in smart cities, and autonomous vehicles are an essential part of smart …

Cybersecurity and forensics in connected autonomous vehicles: A review of the state-of-the-art

P Sharma, J Gillanders - IEEE Access, 2022 - ieeexplore.ieee.org
Connected Autonomous Vehicles (CAVs) are transformational technologies that have
demonstrated significant potential for shaping the future of transportation systems. CAV …