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23 Publications
2023 | Conference Paper | LibreCat-ID: 34171
Estimating States and Model Uncertainties Jointly by a Sparsity Promoting UKF
R.-S. Götte, J. Timmermann, in: 12th IFAC Symposium on Nonlinear Control Systems (NOLCOS 2022), 2023, pp. 85–90.
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R.-S. Götte, J. Timmermann, in: 12th IFAC Symposium on Nonlinear Control Systems (NOLCOS 2022), 2023, pp. 85–90.
2023 | Conference Paper | LibreCat-ID: 44326
Approximating a Laplacian Prior for Joint State and Model Estimation within an UKF
R.-S. Götte, J. Timmermann, in: IFAC-PapersOnLine, 2023, pp. 869–874.
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R.-S. Götte, J. Timmermann, in: IFAC-PapersOnLine, 2023, pp. 869–874.
2023 | Conference Paper | LibreCat-ID: 48482 | 
Data-driven identification of disturbances using a sliding mode observer
R.-S. Götte, J.N. Klusmann, J. Timmermann, in: Proceedings - 33. Workshop Computational Intelligence: Berlin, 23.-24. November 2023, 2023, pp. 113–123.
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R.-S. Götte, J.N. Klusmann, J. Timmermann, in: Proceedings - 33. Workshop Computational Intelligence: Berlin, 23.-24. November 2023, 2023, pp. 113–123.
2023 | Conference Paper | LibreCat-ID: 48476
Hybrid Optimal Control for Dynamical Systems using Gaussian Process Regression and Unscented Transform*
M. Hesse, J. Timmermann, A. Trächtler, in: 2023 European Control Conference (ECC), IEEE, 2023.
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M. Hesse, J. Timmermann, A. Trächtler, in: 2023 European Control Conference (ECC), IEEE, 2023.
2023 | Conference Paper | LibreCat-ID: 42238 |
Autonomous Golf Putting with Data-Driven and Physics-Based Methods
A. Junker, N. Fittkau, J. Timmermann, A. Trächtler, in: 2022 Sixth IEEE International Conference on Robotic Computing (IRC), IEEE, 2023.
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A. Junker, N. Fittkau, J. Timmermann, A. Trächtler, in: 2022 Sixth IEEE International Conference on Robotic Computing (IRC), IEEE, 2023.
2023 | Journal Article | LibreCat-ID: 50070 |
Adaptive Koopman-Based Models for Holistic Controller and Observer Design
A. Junker, K.E.F. Pape, J. Timmermann, A. Trächtler, IFAC-PapersOnLine 56 (2023) 625–630.
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A. Junker, K.E.F. Pape, J. Timmermann, A. Trächtler, IFAC-PapersOnLine 56 (2023) 625–630.
2022 | Conference Paper | LibreCat-ID: 26539 |
Composed Physics- and Data-driven System Identification for Non-autonomous Systems in Control Engineering
R.-S. Götte, J. Timmermann, in: 2022 3rd International Conference on Artificial Intelligence, Robotics and Control (AIRC), 2022, pp. 67–76.
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R.-S. Götte, J. Timmermann, in: 2022 3rd International Conference on Artificial Intelligence, Robotics and Control (AIRC), 2022, pp. 67–76.
2022 | Conference Paper | LibreCat-ID: 31066
Multi-Objective Physics-Guided Recurrent Neural Networks for Identifying Non-Autonomous Dynamical Systems
O. Schön, R.-S. Götte, J. Timmermann, in: 14th IFAC Workshop on Adaptive and Learning Control Systems (ALCOS 2022), 2022, pp. 19–24.
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O. Schön, R.-S. Götte, J. Timmermann, in: 14th IFAC Workshop on Adaptive and Learning Control Systems (ALCOS 2022), 2022, pp. 19–24.
2022 | Conference Paper | LibreCat-ID: 29803
Batch Constrained Bayesian Optimization for UltrasonicWire Bonding Feed-forward Control Design
M. Hesse, M. Hunstig, J. Timmermann, A. Trächtler, in: Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods (ICPRAM), 2022, pp. 383–394.
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M. Hesse, M. Hunstig, J. Timmermann, A. Trächtler, in: Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods (ICPRAM), 2022, pp. 383–394.
2022 | Conference Paper | LibreCat-ID: 26389 |
Data-Driven Models for Control Engineering Applications Using the Koopman Operator
A. Junker, J. Timmermann, A. Trächtler, in: 2022 3rd International Conference on Artificial Intelligence, Robotics and Control (AIRC 2022), 2022, pp. 1–9.
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A. Junker, J. Timmermann, A. Trächtler, in: 2022 3rd International Conference on Artificial Intelligence, Robotics and Control (AIRC 2022), 2022, pp. 1–9.
2022 | Journal Article | LibreCat-ID: 50071 |
Learning Data-Driven PCHD Models for Control Engineering Applications*
A. Junker, J. Timmermann, A. Trächtler, IFAC-PapersOnLine 55 (2022) 389–394.
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A. Junker, J. Timmermann, A. Trächtler, IFAC-PapersOnLine 55 (2022) 389–394.
2022 | Conference Paper | LibreCat-ID: 34011 |
Autonomes Putten mittels datengetriebener und physikbasierter Methoden
A. Junker, N. Fittkau, J. Timmermann, A. Trächtler, in: Proceedings - 32. Workshop Computational Intelligence: Berlin, 1. - 2. Dezember 2022, 2022, pp. 119–124.
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A. Junker, N. Fittkau, J. Timmermann, A. Trächtler, in: Proceedings - 32. Workshop Computational Intelligence: Berlin, 1. - 2. Dezember 2022, 2022, pp. 119–124.
2018 | Book Chapter | LibreCat-ID: 22984
Intelligente Steuerungen und Regelungen
C. Lüke, J. Timmermann, J.H. Kessler, A. Trächtler, in: Steigerung Der Intelligenz Mechatronischer Systeme, Springer Vieweg, 2018, pp. 153–192.
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C. Lüke, J. Timmermann, J.H. Kessler, A. Trächtler, in: Steigerung Der Intelligenz Mechatronischer Systeme, Springer Vieweg, 2018, pp. 153–192.
2018 | Journal Article | LibreCat-ID: 22996
A Reinforcement Learning Strategy for the Swing-Up of the Double Pendulum on a Cart
M. Hesse, J. Timmermann, E. Hüllermeier, A. Trächtler, Procedia Manufacturing 24 (2018) 15–20.
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M. Hesse, J. Timmermann, E. Hüllermeier, A. Trächtler, Procedia Manufacturing 24 (2018) 15–20.
2017 | Conference Paper | LibreCat-ID: 23005
Nonlinear Model Predictive Control with Discrete Mechanics and Optimal Control
K. Xu, J. Timmermann, A. Trächtler, in: Proc. Advanced Intelligent Mechatronics (AIM), IEEE, 2017.
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K. Xu, J. Timmermann, A. Trächtler, in: Proc. Advanced Intelligent Mechatronics (AIM), IEEE, 2017.
2017 | Conference Paper | LibreCat-ID: 23006
Swing-up of the moving double pendulum on a cart with simulation based LQR-Trees
K. Xu, J. Timmermann, A. Trächtler, in: Proc. 20th IFAC World Congress, 2017.
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K. Xu, J. Timmermann, A. Trächtler, in: Proc. 20th IFAC World Congress, 2017.
2014 | Journal Article | LibreCat-ID: 23110
Control strategies on stable manifolds for energyefficient swing-ups of double pendula
K. Flaßkamp, J. Timmermann, S. Ober-Blöbaum, A. Trächtler, International Journal of Control DOI: 10.1080/00207179.2014.893450 (2014) 1–20.
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K. Flaßkamp, J. Timmermann, S. Ober-Blöbaum, A. Trächtler, International Journal of Control DOI: 10.1080/00207179.2014.893450 (2014) 1–20.
2014 | Dissertation | LibreCat-ID: 42237 |
Optimale Steuerung und Mehrzieloptimierung von dynamischen Systemen untersucht am Beispiel des Mehrfachpendels
J. Timmermann, Optimale Steuerung und Mehrzieloptimierung von dynamischen Systemen untersucht am Beispiel des Mehrfachpendels, 2014.
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J. Timmermann, Optimale Steuerung und Mehrzieloptimierung von dynamischen Systemen untersucht am Beispiel des Mehrfachpendels, 2014.
2012 | Conference Paper | LibreCat-ID: 23161
Optimal Control on Stable Manifolds for a Double Pendulum
K. Flaßkamp, J. Timmermann, S. Ober-Blöbaum, M. Dellnitz, A. Trächtler, in: Proceedings in Applied Mathematics and Mechanics, 2012, pp. 723–724.
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K. Flaßkamp, J. Timmermann, S. Ober-Blöbaum, M. Dellnitz, A. Trächtler, in: Proceedings in Applied Mathematics and Mechanics, 2012, pp. 723–724.
2011 | Conference Paper | LibreCat-ID: 23182
Iterative learning of Stochastic Disturbance Profiles Using Bayesian Networks
D. Bielawny, M. Krüger, P. Reinold, J. Timmermann, A. Trächtler, in: 9th International Conference on Industrial Informatics (INDIN), 2011.
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D. Bielawny, M. Krüger, P. Reinold, J. Timmermann, A. Trächtler, in: 9th International Conference on Industrial Informatics (INDIN), 2011.