Energym: A building model library for controller benchmarking P Scharnhorst, B Schubnel, C Fernandez Bandera, J Salom, P Taddeo, ... Applied Sciences 11 (8), 3518, 2021 | 42 | 2021 |
Deterministic error bounds for kernel-based learning techniques under bounded noise ET Maddalena, P Scharnhorst, CN Jones Automatica 134, 109896, 2021 | 38 | 2021 |
KPC: Learning-based model predictive control with deterministic guarantees ET Maddalena, P Scharnhorst, Y Jiang, CN Jones Learning for Dynamics and Control, 1015-1026, 2021 | 17 | 2021 |
Robust uncertainty bounds in reproducing kernel hilbert spaces: A convex optimization approach P Scharnhorst, ET Maddalena, Y Jiang, CN Jones IEEE Transactions on Automatic Control, 2022 | 12 | 2022 |
Uncertainty-aware Flexibility Envelope Prediction in Buildings with Controller-agnostic Battery Models P Scharnhorst, B Schubnel, RE Carrillo, PJ Alet, CN Jones 2023 American Control Conference (ACC), 583-590, 2023 | 2 | 2023 |
Quantifying the Unknown: Data-Driven Approaches and Applications in Energy Systems P Scharnhorst EPFL, 2024 | | 2024 |
Risk-aware Scheduling and Dispatch of Flexibility Events in Buildings P Scharnhorst, B Schubnel, RE Carrillo, PJ Alet, CN Jones arXiv preprint arXiv:2311.05402, 2023 | | 2023 |
Real-Time Nonlinear Model Predictive Control for Fast Mechatronic Systems P Listov EPFL, 2022 | | 2022 |
LA3 A Alessandretti, JP Allamaa, M Amrhein, J Billeter, A Bitlislioglu, ... | | |