| Adaptive robust data-driven building control via bilevel reformulation: An experimental result Y Lian, J Shi, M Koch, CN Jones IEEE Transactions on Control Systems Technology 31 (6), 2420-2436, 2023 | 55 | 2023 |
| 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 | 19 | 2022 |
| Data-driven input reconstruction and experimental validation J Shi, Y Lian, CN Jones IEEE Control Systems Letters 6, 3259-3264, 2022 | 11 | 2022 |
| Efficient Recursive Data-enabled Predictive Control: an Application to Consistent Predictors J Shi, CN Jones arXiv preprint arXiv:2309.13755, 2023 | 4 | 2023 |
| Physically Consistent Multiple-Step Data-Driven Predictions Using Physics-Based Filters Y Lian, J Shi, CN Jones IEEE Control Systems Letters 7, 1885-1890, 2023 | 3 | 2023 |
| Adaptive Data-Driven Predictive Control as a Module in Building Control Hierarchy: A Case Study of Demand Response in Switzerland J Shi, Y Lian, C Salzmann, CN Jones arXiv preprint arXiv:2307.08866, 2024 | 2 | 2024 |
| Efficient Recursive Data-enabled Predictive Control J Shi, Y Lian, CN Jones 2024 European Control Conference (ECC), 880-887, 2024 | 1 | 2024 |
| Robust learning model predictive control for periodically correlated building control J Shi, Y Lian, CN Jones 2021 European Control Conference (ECC), 192-197, 2021 | 1 | 2021 |
| Which price to pay? Auto-tuning building MPC controller for optimal economic cost J Yu, J Shi, W Xu, CN Jones arXiv preprint arXiv:2501.10859, 2025 | | 2025 |
| Disturbance-Adaptive Data-Driven Predictive Control: Trading Comfort Violations for Savings in Building Climate Control J Shi, C Salzmann, CN Jones arXiv preprint arXiv:2412.09238, 2024 | | 2024 |
| Towards an Unified Structure for Reinforcement Learning: an Optimization Approach J Shi, Y Lian, CN Jones arXiv preprint arXiv:2002.06883, 2020 | | 2020 |
Colin JonesAssociate Professor of Engineering, École Polytechnique Fédérale de Lausanne (EPFL)Adresse e-mail validée de epfl.ch
