Actively learning gaussian process dynamics M Buisson-Fenet, F Solowjow, S Trimpe Learning for dynamics and control, 5-15, 2020 | 80 | 2020 |
Event-triggered learning F Solowjow, S Trimpe Automatica 117, 109009, 2020 | 41 | 2020 |
Event-triggered Learning for Resource-efficient Networked Control F Solowjow, D Baumann, J Garcke, S Trimpe 2018 American Control Conference (ACC), 6506 -- 6512, 2018 | 34 | 2018 |
Event-triggered learning for linear quadratic control H Schlüter, F Solowjow, S Trimpe IEEE Transactions on Automatic Control 66 (10), 4485-4498, 2020 | 22 | 2020 |
Overcoming bandwidth limitations in wireless sensor networks by exploitation of cyclic signal patterns: An event-triggered learning approach J Beuchert, F Solowjow, S Trimpe, T Seel Sensors 20 (1), 260, 2020 | 20 | 2020 |
Identifying causal structure in dynamical systems D Baumann, F Solowjow, KH Johansson, S Trimpe arXiv preprint arXiv:2006.03906, 2020 | 14 | 2020 |
A kernel two-sample test for dynamical systems F Solowjow, D Baumann, C Fiedler, A Jocham, T Seel, S Trimpe arXiv preprint arXiv:2004.11098, 2020 | 14 | 2020 |
Event-triggered pulse control with model learning (if necessary) D Baumann, F Solowjow, KH Johansson, S Trimpe 2019 American Control Conference (ACC), 792-797, 2019 | 13 | 2019 |
Structure-preserving Gaussian process dynamics K Ensinger, F Solowjow, S Ziesche, M Tiemann, S Trimpe Joint European Conference on Machine Learning and Knowledge Discovery in …, 2022 | 12 | 2022 |
Hierarchical event-triggered learning for cyclically excited systems with application to wireless sensor networks J Beuchert, F Solowjow, J Raisch, S Trimpe, T Seel IEEE Control Systems Letters 4 (1), 103-108, 2019 | 11 | 2019 |
Safe value functions PF Massiani, S Heim, F Solowjow, S Trimpe IEEE Transactions on Automatic Control 68 (5), 2743-2757, 2022 | 9 | 2022 |
Efficient Encoding of Dynamical Systems through Local Approximations F Solowjow, A Mehrjou, B Schölkopf, S Trimpe 2018 IEEE Conference on Decision and Control (CDC), 6073-6079, 2018 | 7* | 2018 |
Event-triggered time-varying bayesian optimization P Brunzema, A von Rohr, F Solowjow, S Trimpe arXiv preprint arXiv:2208.10790, 2022 | 5 | 2022 |
Multimodal multi-user surface recognition with the kernel two-sample test B Khojasteh, F Solowjow, S Trimpe, KJ Kuchenbecker IEEE Transactions on Automation Science and Engineering, 2023 | 4 | 2023 |
Controlling heterogeneous stochastic growth processes on lattices with limited resources RN Haksar, F Solowjow, S Trimpe, M Schwager 2019 IEEE 58th Conference on Decision and Control (CDC), 1315-1322, 2019 | 4 | 2019 |
A local information criterion for dynamical systems A Mehrjou, F Solowjow, S Trimpe, B Schölkopf arXiv preprint arXiv:1805.10615, 2018 | 3 | 2018 |
Data-Driven Observability Analysis for Nonlinear Stochastic Systems PF Massiani, M Buisson-Fenet, F Solowjow, F Di Meglio, S Trimpe IEEE Transactions on Automatic Control, 2023 | 2 | 2023 |
Scalable Concept Extraction in Industry 4.0 AF Posada-Moreno, K Müller, F Brillowski, F Solowjow, T Gries, S Trimpe World Conference on Explainable Artificial Intelligence, 512-535, 2023 | 1 | 2023 |
Improving the Performance of Robust Control through Event-Triggered Learning A von Rohr, F Solowjow, S Trimpe 2022 IEEE 61st Conference on Decision and Control (CDC), 3424-3430, 2022 | 1 | 2022 |
Symplectic Gaussian Process Dynamics. K Ensinger, F Solowjow, M Tiemann, S Trimpe arXiv preprint arXiv 2102, 2021 | 1 | 2021 |