Intelligent Control Systems Article Overcoming Bandwidth Limitations in Wireless Sensor Networks by Exploitation of Cyclic Signal Patterns: An Event-triggered Learning Approach Beuchert, J., Solowjow, F., Trimpe, S., Seel, T. Sensors, 20(1):260, January 2020 (Published) PDF DOI BibTeX

Intelligent Control Systems Autonomous Motion Proceedings Excursion Search for Constrained Bayesian Optimization under a Limited Budget of Failures Marco, A., Rohr, A. V., Baumann, D., Hernández-Lobato, J. M., Trimpe, S. 2020 (In revision) arXiv code (python) PDF BibTeX

Intelligent Control Systems Technical Report Identifying Causal Structure in Dynamical Systems Baumann, D., Solowjow, F., Johansson, K. H., Trimpe, S. 2020 arXiv BibTeX

Intelligent Control Systems Article Online learning with stability guarantees: A memory-based warm starting for real-time MPC Schwenkel, L., Gharbi, M., Trimpe, S., Ebenbauer, C. Automatica, 122:109247, 2020 (Published) DOI BibTeX

Intelligent Control Systems Autonomous Motion Article Safe and Fast Tracking on a Robot Manipulator: Robust MPC and Neural Network Control Nubert, J., Koehler, J., Berenz, V., Allgower, F., Trimpe, S. IEEE Robotics and Automation Letters, 5(2):3050-3057, 2020 (Published) arXiv PDF DOI BibTeX

Intelligent Control Systems Article Spatial Scheduling of Informative Meetings for Multi-Agent Persistent Coverage Haksar, R. N., Trimpe, S., Schwager, M. IEEE Robotics and Automation Letters, 5(2):3027-3034, 2020 (Published) DOI BibTeX

Intelligent Control Systems Conference Paper Controlling Heterogeneous Stochastic Growth Processes on Lattices with Limited Resources Haksar, R., Solowjow, F., Trimpe, S., Schwager, M. In Proceedings of the 58th IEEE International Conference on Decision and Control (CDC) , 1315-1322, 58th IEEE International Conference on Decision and Control (CDC), December 2019 (Published) PDF BibTeX

Intelligent Control Systems Article Fast Feedback Control over Multi-hop Wireless Networks with Mode Changes and Stability Guarantees Baumann, D., Mager, F., Jacob, R., Thiele, L., Zimmerling, M., Trimpe, S. ACM Transactions on Cyber-Physical Systems, 4(2):18, November 2019 (Published) arXiv PDF DOI BibTeX

Intelligent Control Systems Conference Paper Predictive Triggering for Distributed Control of Resource Constrained Multi-agent Systems Mastrangelo, J. M., Baumann, D., Trimpe, S. In Proceedings of the 8th IFAC Workshop on Distributed Estimation and Control in Networked Systems, 79-84, 8th IFAC Workshop on Distributed Estimation and Control in Networked Systems (NecSys), September 2019 (Published) arXiv PDF DOI BibTeX

Intelligent Control Systems Conference Paper Event-triggered Pulse Control with Model Learning (if Necessary) Baumann, D., Solowjow, F., Johansson, K. H., Trimpe, S. In Proceedings of the American Control Conference, 792-797, American Control Conference (ACC), July 2019 (Published) arXiv PDF BibTeX