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Emperical Interference

Haptic Intelligence

Modern Magnetic Systems

Perceiving Systems

Physical Intelligence

Robotic Materials

Social Foundations of Computation

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Autonomous Vision

Autonomous Learning

Bioinspired Autonomous Miniature Robots

Dynamic Locomotion

Embodied Vision

Human Aspects of Machine Learning

Intelligent Control Systems

Learning and Dynamical Systems

Locomotion in Biorobotic and Somatic Systems

Micro, Nano, and Molecular Systems

Movement Generation and Control

Neural Capture and Synthesis

Physics for Inference and Optimization

Organizational Leadership and Diversity

Probabilistic Learning Group

Topics

Robot Learning

Conference Paper

2022

Autonomous Learning

Robotics

AI

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Haptic Intelligence Intelligent Control Systems Article Multimodal Multi-User Surface Recognition with the Kernel Two-Sample Test Khojasteh, B., Solowjow, F., Trimpe, S., Kuchenbecker, K. J. IEEE Transactions on Automation Science and Engineering, 21(3):4432-4447, July 2024 (Published) DOI BibTeX
Intelligent Control Systems Robotics Article The Wheelbot: A Jumping Reaction Wheel Unicycle Geist, A. R., Fiene, J., Tashiro, N., Jia, Z., Trimpe, S. IEEE Robotics and Automation Letters, 7(4):9683-9690, IEEE, 2022 (Published) DOI URL BibTeX
Intelligent Control Systems Article Learning Fast and Precise Pixel-to-Torque Control: A Platform for Reproducible Research of Learning on Hardware Bleher, S., Heim, S., Trimpe, S. IEEE Robotics & Automation Magazine, 29(2):75-84 , June 2022 (Published) DOI BibTeX
Physical Intelligence Intelligent Control Systems Article Task space adaptation via the learning of gait controllers of magnetic soft millirobots Demir, S. O., Culha, U., Karacakol, A. C., Pena-Francesch, A., Trimpe, S., Sitti, M. The International Journal of Robotics Research, 40(12-14):1331-1351, December 2021 () DOI BibTeX
Intelligent Control Systems Article Structured learning of rigid-body dynamics: A survey and unified view from a robotics perspective Geist, A. R., Trimpe, S. GAMM-Mitteilungen, 44(2):e202100009, Special Issue: Scientific Machine Learning, 2021 (Published) DOI BibTeX
Intelligent Control Systems Movement Generation and Control Probabilistic Numerics Empirical Inference Article Robot Learning with Crash Constraints Marco, A., Baumann, D., Khadiv, M., Hennig, P., Righetti, L., Trimpe, S. IEEE Robotics and Automation Letters, 6(2):1439-1446, IEEE, February 2021 (Published) DOI URL BibTeX
Intelligent Control Systems Article Controller Design via Experimental Exploration With Robustness Guarantees Holicki, T., Scherer, C. W., Trimpe, J. S. IEEE Control Systems Letters, 5(2):641-646, 2021 () DOI BibTeX
Intelligent Control Systems Article Event-triggered Learning for Linear Quadratic Control Schlüter, H., Solowjow, F., Trimpe, S. IEEE Transactions on Automatic Control, 66(10):4485-4498, 2021 (Published) arXiv DOI BibTeX
Intelligent Control Systems Empirical Inference Article Learning Event-triggered Control from Data through Joint Optimization Funk, N., Baumann, D., Berenz, V., Trimpe, S. IFAC Journal of Systems and Control, 16:100144, 2021 () arXiv DOI URL BibTeX
Intelligent Control Systems Article Wireless Control for Smart Manufacturing: Recent Approaches and Open Challenges Baumann, D., Mager, F., Wetzker, U., Thiele, L., Zimmerling, M., Trimpe, S. Proceedings of the IEEE, 109(4):441-467, 2021 (Published) arXiv DOI BibTeX
Dynamic Locomotion Intelligent Control Systems Article A Learnable Safety Measure Heim, S., Rohr, A. V., Trimpe, S., Badri-Spröwitz, A. Proceedings of the Conference on Robot Learning, 100:627-639, Proceedings of Machine Learning Research, (Editors: Kaelbling, Leslie Pack and Kragic, Danica and Sugiura, Komei), PMLR, Conference on Robot Learning, October 2020 (Published) Arxiv BibTeX
Dynamic Locomotion Intelligent Control Systems Article A little damping goes a long way: a simulation study of how damping influences task-level stability in running Heim, S., Millard, M., Le Mouel, C., Badri-Spröwitz, A. Biology Letters, 16(9):20200467, September 2020 (Published) DOI URL BibTeX
Intelligent Control Systems Article Event-triggered Learning Solowjow, F., Trimpe, S. Automatica, 117:109009, Elsevier, July 2020 (Published) arXiv PDF DOI BibTeX
Intelligent Control Systems Article Data-efficient Autotuning with Bayesian Optimization: An Industrial Control Study Neumann-Brosig, M., Marco, A., Schwarzmann, D., Trimpe, S. IEEE Transactions on Control Systems Technology, 28(3):730-740, May 2020 (Published) arXiv (PDF) DOI BibTeX
Intelligent Control Systems Article Sliding Mode Control with Gaussian Process Regression for Underwater Robots Lima, G. S., Trimpe, S., Bessa, W. M. Journal of Intelligent & Robotic Systems, 99(3-4):487-498, January 2020 (Published) DOI BibTeX
Intelligent Control Systems Article Control-guided Communication: Efficient Resource Arbitration and Allocation in Multi-hop Wireless Control Systems Baumann, D., Mager, F., Zimmerling, M., Trimpe, S. IEEE Control Systems Letters, 4(1):127-132, January 2020 (Published) arXiv PDF DOI BibTeX
Intelligent Control Systems Article Hierarchical Event-triggered Learning for Cyclically Excited Systems with Application to Wireless Sensor Networks Beuchert, J., Solowjow, F., Raisch, J., Trimpe, S., Seel, T. IEEE Control Systems Letters, 4(1):103-108, January 2020 (Published) arXiv PDF DOI BibTeX
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 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 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 Article Resource-aware IoT Control: Saving Communication through Predictive Triggering Trimpe, S., Baumann, D. IEEE Internet of Things Journal, 6(3):5013-5028, June 2019 (Published) PDF arXiv DOI BibTeX
Intelligent Control Systems Article Learning Environmental Field Exploration with Computationally Constrained Underwater Robots: Gaussian Processes Meet Stochastic Optimal Control Duecker, D. A., Geist, A. R., Kreuzer, E., Solowjow, E. Sensors, 19, 2019 (Published) URL BibTeX
Intelligent Control Systems Article Learning an Approximate Model Predictive Controller with Guarantees Hertneck, M., Koehler, J., Trimpe, S., Allgöwer, F. IEEE Control Systems Letters, 2(3):543-548, July 2018 (Published) arXiv PDF DOI BibTeX
Autonomous Motion Intelligent Control Systems Learning and Dynamical Systems Article Distributed Event-Based State Estimation for Networked Systems: An LMI Approach Muehlebach, M., Trimpe, S. IEEE Transactions on Automatic Control, 63(1):269-276, January 2018 (Published) arXiv (extended version) DOI BibTeX
Autonomous Motion Intelligent Control Systems Article Event-based State Estimation: An Emulation-based Approach Trimpe, S. IET Control Theory & Applications, 11(11):1684-1693, July 2017 (Published) arXiv Supplementary material PDF DOI BibTeX
Autonomous Motion Intelligent Control Systems Article A New Perspective and Extension of the Gaussian Filter Wüthrich, M., Trimpe, S., Garcia Cifuentes, C., Kappler, D., Schaal, S. The International Journal of Robotics Research, 35(14):1731-1749, December 2016 (Published) PDF DOI BibTeX
Autonomous Motion Intelligent Control Systems Article Event-based Sampling for Reducing Communication Load in Realtime Human Motion Analysis by Wireless Inertial Sensor Networks Laidig, D., Trimpe, S., Seel, T. Current Directions in Biomedical Engineering, 2(1):711-714, De Gruyter, 2016 (Published) PDF DOI BibTeX
Autonomous Motion Intelligent Control Systems Article Wenn es was zu sagen gibt Trimpe, S. Bild der Wissenschaft, :20-23, November 2014, (popular science article in German) () PDF BibTeX
Autonomous Motion Intelligent Control Systems Article A Limiting Property of the Matrix Exponential Trimpe, S., D’Andrea, R. IEEE Transactions on Automatic Control, 59(4):1105-1110, 2014 (Published) PDF DOI BibTeX
Autonomous Motion Intelligent Control Systems Article Event-Based State Estimation With Variance-Based Triggering Trimpe, S., D’Andrea, R. IEEE Transactions on Automatic Control, 59(12):3266-3281, 2014 (Published) PDF Supplementary material DOI BibTeX