An Adjoint-based Neural Regulator for Real-Time Optimal Control with State Constraints

Isaiah A. Agboola, Yuxin Tong, Uduak Inyang-Udoh

This paper introduces a learning-based control framework for real-time constrained optimal control of nonlinear systems with safety guarantees based on the Pontryagin's Minimum Pri…