From

Institution

Field

Type

Open access only Cited by patents (Lens) Include non-Aachen papers (citing/cited)

Reset

Papers matching “data-driven system identification” 46

Sort: Relevance Cited Newest Oldest Fwci Patents ⇩ CSV

Not finding it? Sign in to also search OpenAlex live.

Data-Driven Predictive Control With Online Adaption: Application to a Fuel Cell System
2023 IEEE Transactions on Control Systems Technology article Engineering Advanced Control Systems Optimization

Lukas Schmitt, Julius Beerwerth, Matthias Bähr, Dirk Abel

22

citations
Identification of MIMO Wiener-type Koopman models for data-driven model reduction using deep learning
2022 Computers & Chemical Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access cited by 1 patent

Jan C. Schulze, Danimir T. Doncevic, Alexander Mitsos

29

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-Driven Observability Analysis for Nonlinear Stochastic Systems
2023 RWTH Publications (RWTH Aachen) article Engineering Control Systems and Identification Open access

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

0

citations
Modeling Unsteady Flows for Aeroelasticity Through Machine Learning and Data-Driven Methods
2024 AIAA SciTech Forum conference-paper Physics and Astronomy Model Reduction and Neural Networks cited by 1 patent

Jiaqing Kou, Matthias H. Meinke, Wolfgang Schröeder, Daning Huang

0

citations
Auxiliaries’ power and energy demand prediction of battery electric vehicles using system identification and deep learning
2023 IET Intelligent Transport Systems article Engineering Electric and Hybrid Vehicle Technologies Open access

Lukas Schäfers, Kai Franke, René Savelsberg, Stefan Pischinger

8

citations
A data-driven framework for predicting solar rooftop adoption in Germany based on open-source data
2025 Energy Informatics article Energy Renewable Energy and Sustainability Open access

Kaan Duran, Antonello Monti

3

citations
DATA-DRIVEN CAUSAL DISCOVERY IN CATALYSIS
2026 ChemRxiv preprint Computer Science Bayesian Modeling and Causal Inference Open access

Bárbara Alves Sequeira, Adèle H. Ribeiro, Catarina Barata, Carmen Bacariza, Pedro S. F. Mendes

0

citations
Stochastic and deterministic algorithms for set-based data-driven computational mechanics
2026 RWTH Publications (RWTH Aachen) dissertation Physics and Astronomy Model Reduction and Neural Networks Open access

E. Prume

0

citations
Data-driven state estimation toward blade individual load-reduction of wind turbines1
2022 Journal of Physics Conference Series conference-paper Engineering Control Systems and Identification Open access

A Klein, Thomas Konrad, Dirk Abel

0

citations
A Data-driven Approach for Enhanced On-Board Fault Diagnosis to Support Euro 7 Standard Implementation
2024 SAE technical papers on CD-ROM/SAE technical paper series conference-paper Engineering Fault Detection and Control Systems Open access

Stella Canè, Lorenzo Brunelli, Volker Müller, Giuseppe Sammito, Tobias Brinkmann, Joschka Schaub, +1 more

0

citations
Extension of value stream mapping 4.0 for comprehensive identification of data and information flows within the manufacturing domain
2023 Production Engineering article Engineering Digital Transformation in Industry Open access

Maximilian Bega, Patrick Sapel, Furkan Ercan, Bernd Kuhlenkötter, Christian Hopmann

18

citations
Adaptive data generation framework for machine learning models in nonlinear structural dynamics
2026 RWTH Publications (RWTH Aachen) dissertation Engineering Control Systems and Identification Open access

Pavle Milicevic

0

citations
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
Machine Learning-Based Modeling of Valve Solenoids
2025 conference-paper Engineering Hydraulic and Pneumatic Systems

Simon Hucko, Katharina Schmitz

0

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 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
Actionable Artificial Intelligence for the Future of Production
2023 Interdisciplinary excellence accelerator series book-chapter Engineering Digital Transformation in Industry Open access

Mohamed Behery, Philipp Brauner, Hans Aoyang Zhou, Merih Seran Uysal, Владимир Самсонов, Martin Bellgardt, +34 more

2

citations
Learning recommendations from educational event data in higher education
2024 Journal of Intelligent Information Systems article Computer Science Online Learning and Analytics Open access

Gyunam Park, Lukas Liß, Wil M. P. van der Aalst

3

citations
Sparse identification of physically plausible aggregation kernels for wet granulation processes
2026 Journal of Process Control article Engineering Control Systems and Identification Open access

Stefan Ruben Tölle, Lorenz Dörschel, Stefan Klinken-Uth, Alana Delvos, Jörg Breitkreutz, Heike Vallery, +1 more

0

citations
Wheel Tracking and Vehicle Identification Using Road-Embedded Sensors
2025 IEEE Access article Engineering Transport Systems and Technology Open access

Moritz P. M. Hagmanns, Adrian Fazekas, Markus Oeser

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
End-to-end reinforcement learning of koopman model predictive control ; 1
2025 RWTH Publications (RWTH Aachen) book Engineering Advanced Control Systems Optimization Open access

Daniel Mayfrank

0

citations
Nonlinear Model Reduction Methods for Real-Time Nonlinear Model Predictive Control of Process Systems
2025 RWTH Publications (RWTH Aachen) book Engineering Advanced Control Systems Optimization Open access

Jan C. Schulze

0

citations