How to Train Your Neural Control Barrier Function: Learning Safety Filters for Complex Input-Constrained Systems
Control barrier functions (CBFs) have become popular as a safety filter to guarantee the safety of nonlinear dynamical systems for arbitrary inputs. However, it is difficult to construct functions that satisfy the CBF constraints for high relative degree systems with input constraints. To address th…