Addressing Relative Degree Issues in Control Barrier Function Synthesis with Physics-Informed Neural Networks

Lukas Brunke, Siqi Zhou, Francesco D'Orazio +1

In robotics, control barrier function (CBF)-based safety filters are commonly used to enforce state constraints. A critical challenge arises when the relative degree of the CBF var…