| Data-driven methods for building control—A review and promising future directions ET Maddalena, Y Lian, CN Jones Control Engineering Practice 95, 104211, 2020 | 133 | 2020 |
| A neural network architecture to learn explicit MPC controllers from data ET Maddalena, CGS Moraes, G Waltrich, CN Jones IFAC-PapersOnLine 53 (2), 11362-11367, 2020 | 63 | 2020 |
| Deterministic error bounds for kernel-based learning techniques under bounded noise ET Maddalena, P Scharnhorst, CN Jones Automatica 134, 109896, 2021 | 47 | 2021 |
| Scalable Bayesian optimization for model calibration: Case study on coupled building and HVAC dynamics A Chakrabarty, E Maddalena, H Qiao, C Laughman Energy and Buildings 253, 111460, 2021 | 44 | 2021 |
| A battery-less photovoltaic water-pumping system with low decoupling capacitance ET Maddalena, CG da Silva Moraes, G Braganca, LG Junior, RB Godoy, ... IEEE Transactions on Industry Applications 55 (3), 2263-2271, 2019 | 44 | 2019 |
| Experimental data-driven model predictive control of a hospital HVAC system during regular use ET Maddalena, SA Mueller, RM dos Santos, C Salzmann, CN Jones Energy and Buildings 271, 112316, 2022 | 29 | 2022 |
| 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 | 22 | 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 68 (5), 2848-2861, 2022 | 16 | 2022 |
| Lessons learned from data-driven building control experiments: Contrasting gaussian process-based mpc, bilevel deepc, and deep reinforcement learning L Di Natale, Y Lian, ET Maddalena, J Shi, CN Jones 2022 IEEE 61st conference on decision and control (CDC), 1111-1117, 2022 | 16 | 2022 |
| Discrete-time regional pole-placement using convex approximations: Theory and application to a boost converter VL Wisniewski, ET Maddalena, RB Godoy Control Engineering Practice 91, 104102, 2019 | 16 | 2019 |
| Embedded PWM predictive control of DC-DC power converters via piecewise-affine neural networks ET Maddalena, MWF Specq, VL Wisniewski, CN Jones IEEE Open Journal of the Industrial Electronics Society 2, 199-206, 2021 | 14 | 2021 |
| Learning non-parametric models with guarantees: A smooth Lipschitz regression approach ET Maddalena, CN Jones IFAC-PapersOnLine 53 (2), 965-970, 2020 | 11* | 2020 |
| Wireless charging system with a non-conventional compensation topology for electric vehicles and other applications RB Godoy, ET Maddalena, G de Freitas Lima, LF Ferrari, VLV Torres, ... Eletrônica de Potência 21 (1), 42-51, 2016 | 11 | 2016 |
| Lower Bounds on the Noiseless Worst-Case Complexity of Efficient Global Optimization W Xu, Y Jiang, ET Maddalena, CN Jones Journal of Optimization Theory and Applications 201 (2), 583-608, 2024 | 10* | 2024 |
| Robust region elimination for piecewise affine control laws ET Maddalena, RKH Galvão, RJM Afonso Automatica 99, 333-337, 2019 | 9 | 2019 |
| On the Optimality and Convergence Properties of the Iterative Learning Model Predictive Controller U Rosolia, Y Lian, E Maddalena, G Ferrari-Trecate, CN Jones IEEE Transactions on Automatic Control, 2022 | 8* | 2022 |
| Mapping the Insomnia Severity index instrument to EQ-5D health state utilities: a United Kingdom perspective FX Chalet, T Bujaroska, E Germeni, N Ghandri, ET Maddalena, K Modi, ... PharmacoEconomics-Open 7 (1), 149-161, 2023 | 7 | 2023 |
| A straightforward closed-loop wireless power transfer battery charger ET Maddalena, VLV Torres, RB Godoy IECON 2016-42nd Annual Conference of the IEEE Industrial Electronics Society …, 2016 | 7 | 2016 |
| State-space models for assisting loosely coupled inductive power transfer systems analysis ET Maddalena, RB Godoy Journal of Control, Automation and Electrical Systems 29, 119-124, 2018 | 5 | 2018 |
| Model derivation and dynamic analysis of the SPS compensated wireless power transfer system ET Maddalena, RB Godoy 2017 IEEE 8th International Symposium on Power Electronics for Distributed …, 2017 | 5 | 2017 |
Colin JonesAssociate Professor of Engineering, École Polytechnique Fédérale de Lausanne (EPFL)Verified email at epfl.ch
