Verification and validation methods for decision-making and planning of automated vehicles: A review

Y Ma, C Sun, J Chen, D Cao… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Verification and validation (V&V) hold a significant position in the research and development
of automated vehicles (AVs). Current literature indicates that different V&V techniques have …

Software verification and validation of safe autonomous cars: A systematic literature review

N Rajabli, F Flammini, R Nardone, V Vittorini - IEEE Access, 2020 - ieeexplore.ieee.org
Autonomous, or self-driving, cars are emerging as the solution to several problems primarily
caused by humans on roads, such as accidents and traffic congestion. However, those …

Machine learning testing: Survey, landscapes and horizons

JM Zhang, M Harman, L Ma… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
This paper provides a comprehensive survey of techniques for testing machine learning
systems; Machine Learning Testing (ML testing) research. It covers 144 papers on testing …

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

Z Zhong, Y Tang, Y Zhou, VO Neves, Y Liu… - ar** Assist has shown
improvements in safety by reducing traffic accidents. Nonetheless, despite the promise of …

Kayotee: A fault injection-based system to assess the safety and reliability of autonomous vehicles to faults and errors

S Jha, T Tsai, S Hari, M Sullivan, Z Kalbarczyk… - arxiv preprint arxiv …, 2019 - arxiv.org
Fully autonomous vehicles (AVs), ie, AVs with autonomy level 5, are expected to dominate
road transportation in the near-future and contribute trillions of dollars to the global …