Lyapunov-Based Adaptive Control Using Deep Residual Neural Networks (ResNets) for Uncertain Nonlinear Systems

This paper provides the first result on Lyapunov-derived adaptation laws for the weights of each layer of a ResNet-based adaptive controller to compensate for unstructured uncertainties in nonlinear dynamical systems.