Sparse Learning-Based Approximate Dynamic Programming with Barrier Constraints

This letter provides an approximate online adaptive solution to the infinite-horizon optimal control problem for control-affine continuous-time nonlinear systems while formalizing system safety using barrier certificates. The use of a barrier function transform provides safety certificates to formalize system behavior. Specifically, using a barrier function, the system is transformed to aid in dev...