Publications

DEPARTMENTS

Emperical Interference

Haptic Intelligence

Modern Magnetic Systems

Perceiving Systems

Physical Intelligence

Robotic Materials

Social Foundations of Computation

Research Groups

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

Career

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BibTeX

Intelligent Control Systems Autonomous Learning Conference Paper Deep Reinforcement Learning for Event-Triggered Control Baumann, D., Zhu, J., Martius, G., Trimpe, S. In Proceedings of the 57th IEEE International Conference on Decision and Control (CDC), :943-950, 57th IEEE International Conference on Decision and Control (CDC), December 2018 (Published) arXiv PDF DOI BibTeX

Intelligent Control Systems Empirical Inference Conference Paper Efficient Encoding of Dynamical Systems through Local Approximations Solowjow, F., Mehrjou, A., Schölkopf, B., Trimpe, S. In Proceedings of the 57th IEEE International Conference on Decision and Control (CDC), :6073 - 6079 , Miami, Fl, USA, December 2018 (Published) arXiv PDF DOI BibTeX

Intelligent Control Systems Conference Paper Depth Control of Underwater Robots using Sliding Modes and Gaussian Process Regression Lima, G. S., Bessa, W. M., Trimpe, S. In Proceeding of the 15th Latin American Robotics Symposium, João Pessoa, Brazil, 15th Latin American Robotics Symposium, November 2018 (Published) BibTeX

Intelligent Control Systems Micro, Nano, and Molecular Systems Conference Paper Gait learning for soft microrobots controlled by light fields Rohr, A. V., Trimpe, S., Marco, A., Fischer, P., Palagi, S. In International Conference on Intelligent Robots and Systems (IROS) 2018, :6199-6206, Piscataway, NJ, USA, International Conference on Intelligent Robots and Systems, October 2018 (Published) arXiv IEEE Xplore DOI URL BibTeX

Intelligent Control Systems Conference Paper Learning-Based Robust Model Predictive Control with State-Dependent Uncertainty Soloperto, R., Müller, M. A., Trimpe, S., Allgöwer, F. In Proceedings of the IFAC Conference on Nonlinear Model Predictive Control (NMPC), Madison, Wisconsin, USA, 6th IFAC Conference on Nonlinear Model Predictive Control, August 2018 (Published) PDF 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 Conference Paper Probabilistic Recurrent State-Space Models Doerr, A., Daniel, C., Schiegg, M., Nguyen-Tuong, D., Schaal, S., Toussaint, M., Trimpe, S. In Proceedings of the International Conference on Machine Learning (ICML), International Conference on Machine Learning (ICML), July 2018 (Published) arXiv pdf BibTeX

Intelligent Control Systems Conference Paper Event-triggered Learning for Resource-efficient Networked Control Solowjow, F., Baumann, D., Garcke, J., Trimpe, S. In Proceedings of the American Control Conference (ACC), :6506 - 6512, American Control Conference, June 2018 (Published) arXiv PDF DOI BibTeX

Intelligent Control Systems Conference Paper Evaluating Low-Power Wireless Cyber-Physical Systems Baumann, D., Mager, F., Singh, H., Zimmerling, M., Trimpe, S. In Proceedings of the IEEE Workshop on Benchmarking Cyber-Physical Networks and Systems (CPSBench), :13-18, IEEE Workshop on Benchmarking Cyber-Physical Networks and Systems (CPSBench), April 2018 (Published) arXiv PDF DOI BibTeX

Intelligent Control Systems Poster Poster Abstract: Toward Fast Closed-loop Control over Multi-hop Low-power Wireless Networks Mager, F., Baumann, D., Trimpe, S., Zimmerling, M. Proceedings of the 17th ACM/IEEE Conference on Information Processing in Sensor Networks (IPSN), :158-159, Porto, Portugal, April 2018 (Published) 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

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