Scharnhorst, Paul

1. Deterministic error bounds for kernel-based learning techniques under bounded noise
   2020/08/10 by Maddalena, Emilio T., Scharnhorst, Paul, Jones, Colin N. · 4 citations
   #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
2. Robust Uncertainty Bounds in Reproducing Kernel Hilbert Spaces: A Convex Optimization Approach
   2021/04/19 by Scharnhorst, Paul, Maddalena, Emilio T., Jiang, Yuning +1 · 3 citations
   #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
3. KPC: Learning-Based Model Predictive Control with Deterministic Guarantees
   2020/11/23 by Maddalena, Emilio T., Scharnhorst, Paul, Jiang, Yuning +1 · 2 citations
   #FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering
4. Uncertainty-aware Flexibility Envelope Prediction in Buildings with Controller-agnostic Battery Models
   2022/10/07 by Paul Scharnhorst, Scharnhorst, Paul, Baptiste Schubnel +7 · 2 citations
   Engineering · #Building Energy and Comfort Optimization #FOS: Electrical engineering #Smart Grid Energy Management #Systems and Control (eess.SY) #electronic engineering #information engineering