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Developing Safe Autonomous Vehicles
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To fix this problem, a team of researchers used artificial intelligence to train virtual vehicles that can challenge autonomous vehicles in a virtual or augmented reality testing environment. The virtual cars were only fed safety-critical training data, making them better equipped to challenge AVs with more of those rare events in a shorter amount of time. In an era of uncertainty towards AVs, this solution can save auto manufacturers a prohibitive amount of time and money to ensure their systems are safe.
This research was led by Professor Henry Liu, Director of Center for Connected and Automated Transportation (CCAT), Director of Mcity
Paper:
"Dense reinforcement learning for safety validation of autonomous vehicles"
Journal: Nature
Date: March 22, 2023
DOI: 10.1038/s41586-023-05732-2
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