Paul Scharnhorst

Publication Activity (10 Years)

Years Active: 2020-2023
Publications (10 Years): 9

Top Topics

Reproducing Kernel Hilbert Space

Kernel Based Learning

Top Venues

IEEE Trans. Autom. Control.

Publications

Paul Scharnhorst, Baptiste Schubnel, Rafael E. Carrillo, Pierre-Jean Alet, Colin N. Jones
Risk-aware Scheduling and Dispatch of Flexibility Events in Buildings. CoRR (2023)
Paul Scharnhorst, Baptiste Schubnel, Rafael E. Carrillo, Pierre-Jean Alet, Colin N. Jones
Uncertainty-aware Flexibility Envelope Prediction in Buildings with Controller-agnostic Battery Models. ACC (2023)
Paul Scharnhorst, Emilio Tanowe Maddalena, Yuning Jiang, Colin N. Jones
Robust Uncertainty Bounds in Reproducing Kernel Hilbert Spaces: A Convex Optimization Approach. IEEE Trans. Autom. Control. 68 (5) (2023)
Paul Scharnhorst, Baptiste Schubnel, Rafael E. Carrillo, Pierre-Jean Alet, Colin N. Jones
Uncertainty-aware Flexibility Envelope Prediction in Buildings with Controller-agnostic Battery Models. CoRR (2022)
Paul Scharnhorst, Emilio Tanowe Maddalena, Yuning Jiang, Colin N. Jones
Robust Uncertainty Bounds in Reproducing Kernel Hilbert Spaces: A Convex Optimization Approach. CoRR (2021)
Emilio Tanowe Maddalena, Paul Scharnhorst, Yuning Jiang, Colin N. Jones
KPC: Learning-Based Model Predictive Control with Deterministic Guarantees. L4DC (2021)
Emilio Tanowe Maddalena, Paul Scharnhorst, Colin N. Jones
Deterministic error bounds for kernel-based learning techniques under bounded noise. Autom. 134 (2021)
Emilio Tanowe Maddalena, Paul Scharnhorst, Yuning Jiang, Colin N. Jones
KPC: Learning-Based Model Predictive Control with Deterministic Guarantees. CoRR (2020)
Emilio Tanowe Maddalena, Paul Scharnhorst, Colin N. Jones
Deterministic error bounds for kernel-based learning techniques under bounded noise. CoRR (2020)