Training Neural Network Controllers with Guaranteed Stability Margins

This paper presents a method to train neural network controllers with guaranteed stability margins, specifically the disk margin, for linear time-invariant plants interconnected with uncertainties and nonlinearities described by integral quadratic constraints.