Quantifying Safety of Learning-based Self-Driving Control Using Almost-Barrier Functions

Zhizhen Qin, Tsui-Wei Weng, Sicun Gao

Path-tracking control of self-driving vehicles can benefit from deep learning for tackling longstanding challenges such as nonlinearity and uncertainty. However, deep neural contro…