KPC: Learning-Based Model Predictive Control with Deterministic Guarantees. - Emilio Tanowe Maddalena; Paul Scharnhorst; Yuning Jiang 002; Colin N. Jones (L4DC, 2021)

Deterministic error bounds for kernel-based learning techniques under bounded noise. - Emilio Tanowe Maddalena; Paul Scharnhorst; Colin N. Jones (Autom., 2021)

Uncertainty-aware Flexibility Envelope Prediction in Buildings with Controller-agnostic Battery Models. - Paul Scharnhorst; Baptiste Schubnel; Rafael E. Carrillo; Pierre-Jean Alet; Colin N. Jones (ACC, 2023)

Risk-aware Scheduling and Dispatch of Flexibility Events in Buildings. - Paul Scharnhorst; Baptiste Schubnel; Rafael E. Carrillo; Pierre-Jean Alet; Colin N. Jones (CoRR, 2023)

Robust Uncertainty Bounds in Reproducing Kernel Hilbert Spaces: A Convex Optimization Approach. - Paul Scharnhorst; Emilio Tanowe Maddalena; Yuning Jiang 002; Colin N. Jones (IEEE Trans. Autom. Control., 2023)