Article The Potential of Vehicle-to-Grid to Support the Energy Transition: A Case Study on Switzerland Loris Di Natale Luca Funk Martin Rüdisüli Bratislav Svetozarevic Philipp Heer Giovanni Sansavini Volume 14 Number 16 DOI
Article Deep Reinforcement Learning for Room Temperature Control: A Black-box Pipeline from Data to Policies Loris Di Natale Bratislav Svetozarevic Philipp Heer Colin Jones
Inproceedings Theoretical Foundations Energy systems Near-optimal Deep Reinforcement Learning Policies from Data for Zone Temperature Control Loris Di Natale Bratislav Svetozarevic Philipp Heer Colin Jones Booktitle 2022 IEEE 17th International Conference on Control \\& Automation (ICCA) Pages 698-703 DOI
Inproceedings Scalable and correct by design synthesis Computational Methods Computationally Efficient Reinforcement Learning: Targeted Exploration leveraging Simple Rules Loris Di Natale Bratislav Svetozarevic Philipp Heer Colin Jones Booktitle Proceedings of the 2023 62nd IEEE Conference on Decision and Control (CDC) Author Address Singapore, Singapore Year of Publication 2023 DOI Collection
Miscellaneous Scalable and correct by design synthesis Computational Methods Computationally Efficient DRL Loris Di Natale Bratislav Svetozarevic Philipp Heer Colin Jones Month 11 Year of Publication 2023 Collection
Article Theoretical Foundations VABO: Violation-Aware Bayesian Optimization for Closed-Loop Control Performance Optimization with Unmodeled Constraints Wenjie Xu Colin Jones Bratislav Svetozarevic Christopher Laughman Ankush Chakrabarty Year of Publication 2022 DOI
Article Primal-Dual Contextual Bayesian Optimization for Control System Online Optimization with Time-Average Constraints Wenjie Xu Yuning Jiang Yuning Jiang Bratislav Svetozarevic Colin Jones Year of Publication 2023 DOI Collection
Article Control in a data rich world Theoretical Foundations Data-driven adaptive building thermal controller tuning with constraints: A primal–dual contextual Bayesian optimization approach Wenjie Xu Bratislav Svetozarevic Loris Di Natale Philipp Heer Colin Jones Journal Applied Energy Volume 358 Number 122493 Year of Publication 2024 DOI Collection
Article Control in a data rich world Theoretical Foundations Violation-aware contextual Bayesian optimization for controller performance optimization with unmodeled constraints Wenjie Xu Colin Jones Bratislav Svetozarevic Christopher Laughman Ankush Chakrabarty Journal Journal of Process Control Volume 138 Number 103212 Year of Publication 2024 DOI Collection
Inproceedings Scalable and correct by design synthesis Computational Methods Computationally Efficient Reinforcement Learning: Targeted Exploration leveraging Simple Rules Loris Di Natale Bratislav Svetozarevic Philipp Heer Colin Jones Booktitle Proceedings of the 2023 62nd IEEE Conference on Decision and Control (CDC) Author Address Singapore, Singapore Year of Publication 2023 DOI Collection
Miscellaneous Control in a data rich world Scalable and correct by design synthesis Theoretical Foundations Computational Methods Stable Linear Subspace Identification: A Machine Learning Approach Muhammad Zakwan Bratislav Svetozarevic Philipp Heer Giancarlo Ferrari-Trecate Colin Jones Notes PRJ;Andreas Krause,Colin Jones,RG;Ferrari-trecate group,Jones group,OA,DOI: 10.48550/arXiv.2311.03197,http://arxiv.org/abs/2311.03197v4;Website Year of Publication 2023 DOI Collection
Miscellaneous Control in a data rich world Theoretical Foundations Principled Preferential Bayesian Optimization Wenjie Xu Wenbin Wang Yuning Jiang Yuning Jiang Bratislav Svetozarevic Colin Jones Notes PRJ;Andreas Krause,RG;Jones group,OA,DOI: 10.48550/arXiv.2402.05367,http://arxiv.org/abs/2402.05367v2;Website Year of Publication 2024 DOI Collection
Miscellaneous Control in a data rich world Theoretical Foundations Primal-Dual Contextual Bayesian Optimization for Control System Online Optimization with Time-Average Constraints Wenjie Xu Yuning Jiang Yuning Jiang Bratislav Svetozarevic Colin Jones Notes PRJ;Andreas Krause,RG;Jones group,OA,DOI: 10.48550/arXiv.2304.06104,http://arxiv.org/abs/2304.06104v4;Website Year of Publication 2023 DOI Collection
Miscellaneous Control in a data rich world Theoretical Foundations Data-driven adaptive building thermal controller tuning with constraints: A primal–dual contextual Bayesian optimization approach Wenjie Xu Bratislav Svetozarevic Loris Di Natale Philipp Heer Colin Jones Year of Publication 2024 DOI Collection