First Lyapunov-based result for simultaneous online system identification and trajectory tracking of nonlinear systems via composite adaptive DNN updates for all layers, yielding UUB guarantees and exponential convergence under PE.
Design of a deep neural network-based integral sliding mode control for nonlinear systems under fully unknown dynamics
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Simultaneous Online System Identification and Control using Composite Adaptive Lyapunov-Based Deep Neural Networks
First Lyapunov-based result for simultaneous online system identification and trajectory tracking of nonlinear systems via composite adaptive DNN updates for all layers, yielding UUB guarantees and exponential convergence under PE.