[Contribution to a book]
Actionable Artificial Intelligence for the Future of Production
In: Internet of Production : Fundamentals, Applications and Proceedings / Editors: Christian Brecher, Günther Schuh, Wil van der Aalst, Matthias Jarke, Frank T. Piller, Melanie Padberg, 1-46, 2023
[DOI: 10.1007/978-3-030-98062-7_4-1]

Behery, Mohamed Anwar Abdellatif (Corresponding author)
Brauner, Philipp (Corresponding author)
Zhou, Hans Aoyang
Uysal, Merih Seran
Samsonov, Vladimir
et al.

[Journal Article]
Recognition Models to Learn Dynamics from Partial Observations with Neural ODEs
In: Transactions on Machine Learning Research, 2023 (1), 1-28, 2023

Buisson-Fenet, Mona
Morgenthaler, Valery
Trimpe, Johann Sebastian
Di Meglio, Florent

[Preprint]
Recognition Models to Learn Dynamics from Partial Observations with Neural ODEs, 2023

Buisson-Fenet, Mona
Morgenthaler, Valery
Trimpe, Johann Sebastian
Meglio, Florent Di

[Preprint]
Towards Gain Tuning for Numerical KKL Observers, 2023

Buisson-Fenet, Mona
Bahr, Lukas
Morgenthaler, Valery
Meglio, Florent Di

[Contribution to a book, Journal Article]
Process parameter prediction for fused deposition modeling using invertible neural networks
In: Polymers, 15 (8), Art. 1884, 2023
[DOI: 10.3390/polym15081884]

Pelzer, Lukas
Posada Moreno, Andres Felipe (Corresponding author)
Müller, Kai Bruno (Corresponding author)
Greb, Christoph
Hopmann, Christian

[Journal Article]
Reproducing kernel Hilbert spaces in the mean field limit
In: Kinetic and related models, 2023
[DOI: 10.3934/krm.2023010]

Fiedler, Christian Martin (Corresponding author)
Herty, Michael (Corresponding author)
Rom, Christian Michael (Corresponding author)
Segala, Chiara (Corresponding author)
Trimpe, Johann Sebastian (Corresponding author)

[Preprint]
Combining Slow and Fast: Complementary Filtering for Dynamics Learning, 2023
[DOI: 10.48550/arXiv.2302.13754]

Ensinger, Katharina
Ziesche, Sebastian
Rakitsch, Barbara
Tiemann, Michael
Trimpe, Johann Sebastian

[Preprint]
Reproducing kernel Hilbert spaces in the mean field limit, 2023
[DOI: 10.48550/arXiv.2302.14446]

Fiedler, Christian Martin (Corresponding author)
Herty, Michael (Corresponding author)
Rom, Christian Michael (Corresponding author)
Segala, Chiara (Corresponding author)
Trimpe, Johann Sebastian (Corresponding author)

[Journal Article]
Safe Value Functions
In: IEEE transactions on automatic control, 68 (5), 2743-2757, 2022
[DOI: 10.1109/TAC.2022.3200948]

Massiani, Pierre-Francois Jules (Corresponding author)
Heim, Steve
Solowjow, Friedrich
Trimpe, Johann Sebastian

[Contribution to a book, Contribution to a conference proceedings]
Objectifying Machine Setup and Parameter Selection in Expert Knowledge Dependent Industries Using Invertible Neural Networks
In: Flexible automation and intelligent manufacturing: the human-data-technology nexus : proceedings of FAIM 2022, June 19-23, 2022, Detroit, Michigan, USA / Kyoung-Yun Kim, Leslie Monplaisir, Jeremy Rickli editors. - Volume 1, 293-300, 2022
[DOI: 10.1007/978-3-031-18326-3_29]

Müller, Kai Bruno (Corresponding author)
Posada Moreno, Andres Felipe
Pelzer, Lukas
Gries, Thomas

[Journal Article]
Stable recovery of entangled weights: Towards robust identification of deep neural networks from minimal samples
In: Applied and computational harmonic analysis, 62, 123-172, 2022
[DOI: 10.1016/j.acha.2022.08.002]

Fiedler, Christian Martin
Fornasier, Massimo (Corresponding author)
Klock, Timo
Rauchensteiner, Michael

[Preprint]
The Wheelbot: A Jumping Reaction Wheel Unicycle, 2022

Geist, Andreas René
Fiene, Jonathan
Tashiro, Naomi
Jia, Zheng
Trimpe, Johann Sebastian

[Preprint]
Parameter Filter-based Event-triggered Learning, 2022

Schlor, Sebastian
Solowjow, Friedrich
Trimpe, Johann Sebastian

[Preprint]
Learning by Doing: Controlling a Dynamical System using Causality, Control, and Reinforcement Learning, 2022

Weichwald, Sebastian
Mogensen, Søren Wengel
Lee, Tabitha Edith
Baumann, Dominik Oliver
Kroemer, Oliver
et al.

[Preprint]
Learning Fast and Precise Pixel-to-Torque Control, 2022
[DOI: 10.48550/ARXIV.2208.02315]

Bleher, Steffen
Heim, Steve
Trimpe, Johann Sebastian

[Contribution to a book, Contribution to a conference proceedings]
Learning by Doing: Controlling a Dynamical System using Causality, Control, and Reinforcement Learning
In: NeurIPS 2021 Competition and Demonstration Track, 246-258, 2022

Weichwald, Sebastian
Mogensen, Søren Wengel
Lee, Tabitha Edith
Baumann, Dominik Oliver
Kroemer, Oliver
et al.

[Preprint]
GoSafeOpt: Scalable Safe Exploration for Global Optimization of Dynamical Systems, 2022
[DOI: 10.48550/arXiv.2201.09562]

Sukhija, Bhavya
Turchetta, Matteo
Lindner, David
Krause, Andreas
Trimpe, Johann Sebastian
et al.

[Contribution to a conference proceedings]
Structure-Preserving Gaussian Process Dynamics
In: [European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases], 2022

Ensinger, Katharina
Solowjow, Friedrich
Ziesche, Sebastian
Tiemann, Michael
Trimpe, Johann Sebastian

[Contribution to a book, Contribution to a conference proceedings]
Improving the Performance of Robust Control through Event-Triggered Learning
In: 2022 IEEE 61st Conference on Decision and Control (CDC) : 6-9 Dec. 2022, 3424-3430, 2022
[DOI: 10.1109/CDC51059.2022.9993350]

Von Rohr, Alexander
Solowjow, Friedrich
Trimpe, Johann Sebastian

[Preprint]
Improving the Performance of Robust Control through Event-Triggered Learning, 2022
[DOI: 10.48550/ARXIV.2207.14252]

Von Rohr, Alexander
Solowjow, Friedrich
Trimpe, Johann Sebastian

[Contribution to a book, Contribution to a conference proceedings]
Learning Functions and Uncertainty Sets Using Geometrically Constrained Kernel Regression
In: 2022 IEEE 61st Conference on Decision and Control (CDC) : 6-9 Dec. 2022, 2141-2146, 2022
[DOI: 10.1109/CDC51059.2022.9993144]

Fiedler, Christian Martin
Scherer, Carsten W.
Trimpe, Johann Sebastian

[Contribution to a book, Contribution to a conference proceedings]
On Controller Tuning with Time-Varying Bayesian Optimization
In: 2022 IEEE 61st Conference on Decision and Control (CDC) : 6-9 Dec. 2022, 4046-4052, 2022
[DOI: 10.1109/CDC51059.2022.9992649]

Brunzema, Paul Jakob
Von Rohr, Alexander
Trimpe, Johann Sebastian

[Contribution to a book, Contribution to a conference proceedings]
Towards remote fault detection by analyzing communication priorities
In: 2022 IEEE 61st Conference on Decision and Control (CDC) : 6-9 Dec. 2022, 1758-1763, 2022
[DOI: 10.1109/CDC51059.2022.9993293]

Gräfe, Alexander Stephan (Corresponding author)
Baumann, Dominik
Trimpe, Johann Sebastian

[Journal Article]
Scaling beyond Bandwidth Limitations: Wireless Control with Stability Guarantees under Overload
In: ACM transactions on cyber-physical systems, 6 (3), 20, 2022
[DOI: 10.1145/3502299]

Mager, Fabian (Corresponding author)
Baumann, Dominik Oliver (Corresponding author)
Herrmann, Carsten (Corresponding author)
Trimpe, Johann Sebastian (Corresponding author)
Zimmerling, Marco (Corresponding author)

[Preprint]
Towards remote fault detection by analyzing communication priorities, 2022
[DOI: 10.48550/arXiv.2209.15498]

Gräfe, Alexander Stephan
Baumann, Dominik
Trimpe, Johann Sebastian

[Contribution to a conference proceedings, Journal Article]
Event-triggered and distributed model predictive control for guaranteed collision avoidance in UAV swarms
In: IFAC-PapersOnLine, 55 (13), 79-84, 2022
[DOI: 10.1016/j.ifacol.2022.07.239]

Gräfe, Alexander Stephan (Corresponding author)
Eickhoff, Joram
Trimpe, Johann Sebastian

[Preprint]
Event-Triggered Time-Varying Bayesian Optimization, 2022
[DOI: 10.48550/arXiv.2208.10790]

Brunzema, Paul Jakob (Corresponding author)
Von Rohr, Alexander
Solowjow, Friedrich
Trimpe, Johann Sebastian

[Journal Article]
The Wheelbot : A Jumping Reaction Wheel Unicycle
In: IEEE Robotics and automation letters, 7 (4), 9683-9690, 2022
[DOI: 10.1109/LRA.2022.3192654]

Geist, Andreas René (Corresponding author)
Fiene, Jonathan
Tashiro, Naomi
Jia, Zheng
Trimpe, Johann Sebastian

[Preprint]
On Controller Tuning with Time-Varying Bayesian Optimization, 2022
[DOI: 10.48550/ARXIV.2207.11120]

Brunzema, Paul Jakob (Corresponding author)
Von Rohr, Alexander (Corresponding author)
Trimpe, Johann Sebastian

[Contribution to a book, Contribution to a conference proceedings]
Revisiting the derivation of stage costs in infinite horizon discrete-time optimal control
In: [2022 30th Mediterranean Conference on Control and Automation, MED 2022, 2022-06-28 - 2022-07-01, Vouliagmeni, Greece], 211-216, 2022
[DOI: 10.1109/MED54222.2022.9837146]

Fiedler, Christian Martin (Corresponding author)
Trimpe, Johann Sebastian (Corresponding author)

[Preprint]
ECLAD : Extracting Concepts with Local Aggregated Descriptors, 2022
[DOI: 10.48550/arXiv.2206.04531]

Posada Moreno, Andres Felipe (Corresponding author)
Surya, Nikita (Corresponding author)
Trimpe, Johann Sebastian (Corresponding author)

[Preprint]
Revisiting the derivation of stage costs in infinite horizon discrete-time optimal control, 2022
[DOI: 10.48550/arXiv.2207.05373]

Fiedler, Christian Martin (Corresponding author)
Trimpe, Johann Sebastian (Corresponding author)

[Preprint]
Event-triggered and distributed model predictive control for guaranteed collision avoidance in UAV swarms, 2022
[DOI: 10.48550/arXiv.2206.11020]

Gräfe, Alexander Stephan (Corresponding author)
Eickhoff, Joram
Trimpe, Johann Sebastian

[Contribution to a book, Contribution to a conference proceedings]
Using Physics Knowledge for Learning Rigid-body Forward Dynamics with Gaussian Process Force Priors
In: 2021 Conference on Robot Learning, 8-11 November 2021, London, UK / Editors: Aleksandra Faust, David Hsu, Gerhard Neumann, 101-111, 2022

Rath, Lucas
Geist, Andreas René
Trimpe, Johann Sebastian

[Preprint]
Structure-preserving Gaussian Process Dynamics, 2022

Ensinger, Katharina
Solowjow, Friedrich
Ziesche, Sebastian
Tiemann, Michael
Trimpe, Johann Sebastian

[Contribution to a book, Contribution to a conference proceedings]
Towards Cargo Wagons Brake Health Scoring through Image Processing
In: Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods : February 3-5, 2022 / editors: Maria De Marsico, Gabriella Sanniti di Baja and Ana Fred ; [sponsored by the Institute for Systems and Technologies of Information, Control and Communication (INSTICC)], 423-431, 2022
[DOI: 10.5220/0010824300003122]

Posada Moreno, Andres Felipe
Otte, Thomas
Pehar, Damir
Haßler, Marc
Bartels, Holger
et al.

[Contribution to a book, Contribution to a conference proceedings]
Condition Monitoring of Rail Infrastructure and Rolling Stock using Acceleration Sensor Data of on-Rail Freight Wagons
In: Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods : February 3-5, 2022 / editors: Maria De Marsico, Gabriella Sanniti di Baja and Ana Fred ; [sponsored by the Institute for Systems and Technologies of Information, Control and Communication (INSTICC)], 432-439, 2022
[DOI: 10.5220/0010824600003122]

Otte, Thomas
Posada Moreno, Andres Felipe
Hübenthal, Fabian
Haßler, Marc
Bartels, Holger
et al.

[Journal Article]
Learning Fast and Precise Pixel-to-Torque Control: A Platform for Reproducible Research of Learning on Hardware
In: IEEE robotics & automation magazine, 29 (2), 75-84, 2022
[DOI: 10.1109/MRA.2021.3129448]

Bleher, Steffen (Corresponding author)
Heim, Steve
Trimpe, Johann Sebastian

[Preprint]
Joint state and dynamics estimation with high-gain observers and Gaussian process models, 2021

Buisson-Fenet, Mona (Corresponding author)
Morgenthaler, Valery
Trimpe, Johann Sebastian
Di Meglio, Florent

[Patent]
Method and system for devising an optimum control policy, 2021

Doerr, Andreas
Trimpe, Johann Sebastian
Nguyen-Tuong, Duy

[Preprint]
Local policy search with Bayesian optimization, 2021

Müller, Sarah
von Rohr, Alexander
Trimpe, Johann Sebastian

[Contribution to a book, Contribution to a conference proceedings]
Learning-enhanced robust controller synthesis with rigorous statistical and control-theoretic guarantees
In: 2021 60th IEEE Conference on Decision and Control (CDC) / Thomas Parisini, President IEEE Control Systems Society. Magnus Egerstedt, General Chair. Maria Prandini, Program Chair, 5122-5129, 2021
[DOI: 10.1109/CDC45484.2021.9682836]

Fiedler, Christian Martin (Corresponding author)
Scherer, Carsten W. (Corresponding author)
Trimpe, Johann Sebastian

[Contribution to a book, Contribution to a conference proceedings]
GoSafe: Globally Optimal Safe Robot Learning
In: 2021 IEEE International Conference on Robotics and Automation : May 30-June 5, 2021, Xi'an, China / co-sponsored by: IEEE Robotics and Automation Society, Southern University of Science and Technology, Harbin Institute of Technology, Xi’an Jiaotong University, University of Toronto, Natural Sciences and Engineering Research Council of Canada, the Chinese University of Hong Kong ; publisher: IEEE, 4452-4458, 2021
[DOI: 10.1109/ICRA48506.2021.9560738]

Baumann, Dominik Oliver (Corresponding author)
Marco, Alonso
Turchetta, Matteo (Corresponding author)
Trimpe, Johann Sebastian

[Contribution to a book, Contribution to a conference proceedings]
Local policy search with Bayesian optimization
In: [Thirty-fifth Conference on Neural Information Processing Systems, NeurIPS 2021], 20708-20720, 2021

Müller, Sarah
von Rohr, Alexander
Trimpe, Johann Sebastian

[Contribution to a book, Contribution to a conference proceedings]
Joint state and dynamics estimation with high-gain observers and Gaussian process models
In: 2021 American Control Conference (ACC 2021) : New Orleans, Louisiana, USA 25-28 May 2021, 4027-4032, 2021
[DOI: 10.23919/ACC50511.2021.9482714]

Buisson-Fenet, Mona (Corresponding author)
Morgenthaler, Valery (Corresponding author)
Trimpe, Johann Sebastian (Corresponding author)
Di Meglio, Florent (Corresponding author)

[Journal Article]
Event-Triggered Learning for Linear Quadratic Control
In: IEEE transactions on automatic control, 66 (10), 4485-4498, 2020
[DOI: 10.1109/TAC.2020.3030877]

Schluter, Henning (Corresponding author)
Solowjow, Friedrich
Trimpe, Johann Sebastian

[Contribution to a book, Contribution to a conference proceedings]
Neural-Network-based State Estimation : the effect of Pseudo-measurements
In: Proceedings of 2021 IEEE 30th International Symposium on Industrial Electronics (ISIE), 6 Seiten, 2021
[DOI: 10.1109/ISIE45552.2021.9576442]

Bragantini, Andrea (Corresponding author)
Baroli, Davide (Corresponding author)
Posada Moreno, Andres Felipe (Corresponding author)
Benigni, Andrea (Corresponding author)

[Preprint]
On exploration requirements for learning safety constraints, 2021

Massiani, Pierre-Francois Jules (Corresponding author)
Heim, Steve (Corresponding author)
Trimpe, Johann Sebastian (Corresponding author)

[Journal Article]
Task space adaptation via the learning of gait controllers of magnetic soft millirobots
In: International journal of robotics research, 40 (12-14), 1331-1351, 2021
[DOI: 10.1177/02783649211021869]

Demir, Sinan O.
Culha, Utku
Karacakol, Alp C.
Pena-Francesch, Abdon
Trimpe, Johann Sebastian
et al.

[Abstract, Contribution to a conference proceedings]
Invertible Neural Networks as Reduced Models for Inverse Problems in Production Engineering Applications
In: VI ECCOMAS young investigators conference : Book of abstracts, July, 7-9 2021, 267, 2021
[DOI: 10.18154/RWTH-2021-06082]

Wolff, Daniel (Corresponding author)
Posada Moreno, Andres Felipe (Corresponding author)
Elgeti, Stefanie Nicole (Corresponding author)