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Papers in Control Systems and Identification 45

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A Novel Hybrid Machine Learning Algorithm for Limited and Big Data Modeling With Application in Industry 4.0
2020 IEEE Access article Engineering Control Systems and Identification Open access

Hamid Khayyam, Ali Jamali, Alireza Bab‐Hadiashar, Thomas Esch, Seeram Ramakrishna, Mahdi Jalili, +1 more

69

citations
Towards Gain Tuning for Numerical KKL Observers
2023 IFAC-PapersOnLine article Engineering Control Systems and Identification Open access

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

23

citations
Controller Design via Experimental Exploration With Robustness Guarantees
2021 RWTH Publications (RWTH Aachen) article Engineering Control Systems and Identification

Tobias Holicki, Carsten W. Scherer

14

citations
Controller Design via Experimental Exploration With Robustness Guarantees
2020 IEEE Control Systems Letters article Engineering Control Systems and Identification Open access

11

citations
Identifying trending model coefficients with an ensemble Kalman filter – a demonstration on a force model for milling
2020 IFAC-PapersOnLine article Engineering Control Systems and Identification Open access

Max Schwenzer, Giuseppe Visconti, Muzaffer Ay, Thomas Bergs, Michaël Herty, Dirk Abel

11

citations
Joint state and dynamics estimation with high-gain observers and Gaussian process models
2021 Proceedings of the ... American Control Conference/Proceedings of the American Control Conference conference-paper Engineering Control Systems and Identification

Mona Buisson-Fenet, Valéry Morgenthaler, Sebastian Trimpe, Florent Di Meglio

10

citations
Adaptive control concepts using radial basis functions and a Kalman filter for embedded control applications
2023 International Journal of Engine Research article Engineering Control Systems and Identification

Vivek Srivastava, Joschka Schaub, Stefan Pischinger

10

citations
Online Model Adaptation in Cold Rolling for Improvement of Thickness Precision
2020 IFAC-PapersOnLine article Engineering Control Systems and Identification Open access

Matthias M. Wehr, Sven Schätzler, Dirk Abel, Gerhard Hirt

7

citations
Joint State and Dynamics Estimation With High-Gain Observers and Gaussian Process Models
2020 IEEE Control Systems Letters article Engineering Control Systems and Identification Open access

Mona Buisson-Fenet, Valéry Morgenthaler, Sebastian Trimpe, Florent Di Meglio

7

citations
Recurrent Online and Transfer Learning of a CNC-Machining Center with Support Vector Machines
2021 IEEE International Symposium on Industrial Electronics (ISIE) conference-paper Engineering Control Systems and Identification

Muzaffer Ay, Max Schwenzer, Dirk Abell, Thomas Bergs

6

citations
Data-Driven Observability Analysis for Nonlinear Stochastic Systems
2023 IEEE Transactions on Automatic Control article Engineering Control Systems and Identification

Pierre-François Massiani, Mona Buisson-Fenet, Friedrich Solowjow, Florent Di Meglio, Sebastian Trimpe

6

citations
Data generation framework for inverse modeling of nonlinear systems in structural dynamics applications
2023 Acta Mechanica article Engineering Control Systems and Identification Open access

Pavle Milicevic, Okyay Altay

5

citations
High Precision Thickness Control in a Cold Rolling Mill using a Non-Linear Roll Stand Deflection Model
2021 European Control Conference (ECC) conference-paper Engineering Control Systems and Identification

Christopher Schulte, Xinyang Li, Dirk Abel, Gerhard Hirt

5

citations
Classical structural identifiability methodology applied to low-dimensional dynamic systems in receptor theory
2023 Journal of Pharmacokinetics and Pharmacodynamics article Engineering Control Systems and Identification Open access

Carla White, Vivi Rottschäfer, Lloyd Bridge

5

citations
Automated generation of mechanistic models for chemical process digital twins using reinforcement learning part I: Conceptual framework and equation generation
2025 Computers & Chemical Engineering article Engineering Control Systems and Identification Open access

Mathis Heyer, Jiyizhe Zhang, Naoto Sugisawa, Jan-Frederic Laub, Alexei A. Lapkin

4

citations
Event-Triggered Learning for Linear Quadratic Control
2020 IEEE Transactions on Automatic Control article Engineering Control Systems and Identification Open access

Henning Schlüter, Friedrich Solowjow, Sebastian Trimpe

3

citations
Identifying Causal Structure in Dynamical Systems
2020 arXiv (Cornell University) preprint Engineering Control Systems and Identification Open access

Dominik Baumann, Friedrich Solowjow, Karl Henrik Johansson, Sebastian Trimpe

2

citations
Twin-in-the-Loop observer tuning via gradient-information Bayesian optimization with line search
2026 Control Engineering Practice article Engineering Control Systems and Identification Open access

Giacomo Delcaro, Johanna Menn, Sergio M. Savaresi, Sebastian Trimpe, Simone Formentin

2

citations
Learning Hybrid Dynamics Models with Simulator-Informed Latent States
2024 Proceedings of the AAAI Conference on Artificial Intelligence conference-paper Engineering Control Systems and Identification Open access

Katharina Ensinger, Sebastian Ziesche, Sebastian Trimpe

2

citations
Optimization-based observability analysis
2020 Computers & Chemical Engineering article Engineering Control Systems and Identification

Preet J. Joy, Adel Mhamdi, Alexander Mitsos

1

citations
Feedforward Controllers from Learned Dynamic Local Model Networks with Application to Excavator Assistance Functions
2024 Proceedings of the IEEE Conference on Decision & Control, including the Symposium on Adaptive Processes conference-paper Engineering Control Systems and Identification

Leon Greiser, Ozan Emre Demir, Benjamin Hartmann, Henrik Hose, Sebastian Trimpe

1

citations
Combining Slow and Fast: Complementary Filtering for Dynamics Learning
2023 RWTH Publications (RWTH Aachen) preprint Engineering Control Systems and Identification Open access

Katharina Ensinger, Sebastian Ziesche, Barbara Rakitsch, Sebastian Trimpe

1

citations
Improving the Performance of Robust Control through Event-Triggered Learning
2022 Proceedings of the IEEE Conference on Decision & Control, including the Symposium on Adaptive Processes conference-paper Engineering Control Systems and Identification Open access

Alexander von Rohr, Friedrich Solowjow, Sebastian Trimpe

1

citations
Fast identification and stabilization of unknown linear systems
2023 IFAC-PapersOnLine article Engineering Control Systems and Identification Open access

Dennis Gramlich, Christian Ebenbauer

1

citations
Automated Generation of Mechanistic Models for Chemical Process Digital Twins using Reinforcement Learning - Part I: Conceptual Framework and Equation Generation
2025 ChemRxiv preprint Engineering Control Systems and Identification Open access

Mathis Heyer, Jiyizhe Zhang, Naoto Sugisawa, Jan-Frederic Laub, Alexei A. Lapkin

1

citations