Efficient Deep Learning of Robust, Adaptive Policies using Tube MPC-Guided Data Augmentation

Tong Zhao, Andrea Tagliabue, Jonathan P. How

The deployment of agile autonomous systems in challenging, unstructured environments requires adaptation capabilities and robustness to uncertainties. Existing robust and adaptive…