Projects per year
Personal profile
Academic background
Maarten Schoukens received the master’s degree in electrical engineering and the Ph.D. degree in engineering from the Vrije Universiteit Brussel (VUB), Brussels, Belgium, in 2010 and 2015 respectively. From 2015 to 2017, he has been a Post-Doctoral Researcher with the ELEC Department, VUB. In October 2017 he joined the Control Systems research group, TU/e, Eindhoven, The Netherlands as a Post-Doctoral Researcher, since 2018 he is an Assistant Professor in the same group.
Research profile
Maarten Schoukens is an Assistant Professor in the Control Systems (CS) Group at the Department of Electrical Engineering, Eindhoven University of Technology. His main research interests include the measurement and data-driven modeling of nonlinear dynamical and linear parameter-varying systems using system identification and machine learning techniques, experimental design, and frequency domain methods in identification. Maarten was awarded an FWO Ph.D. Fellowship in 2011, an EU - Marie Skłodowska-Curie Individual Fellowship in 2018, and an ERC Starting Grant in 2022. Maarten is active as an associate editor for the IEEE CSS (CDC, ACC) and the ECC Conference Editorial Board, and has been active as an associate editor for multiple IFAC conferences. Finally, Maarten is a co-organizer of the nonlinearbenchmark.org initiative promoting the use of common datasets in data-driven nonlinear dynamical modeling research.
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
External positions
Post-Doctoral Researcher, Vrije Universiteit Brussel
May 2015 → Sept 2017
PhD Student, Vrije Universiteit Brussel
Aug 2010 → May 2015
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Collaborations and top research areas from the last five years
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CELLSYSTEMICS - Human Measurement Models 2.0
Schoukens, M., Nawijn, H., Schoukens, M., van Oort, I., Hendrix, W. H. A. & Öztürk Şener, D.
1/04/22 → 31/03/26
Project: Research direct
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DAMOCLES: Data-Augmented Modeling Of Constitutive Laws for Engineering Systems
Tóth, R., Moradi, S., Nawijn, H., Hendrix, W. H. A., Schoukens, M. & Jaensson, N. O.
1/09/21 → 31/08/25
Project: 1st tier research
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NL2LPV: Nonlinear system modelling for linear parameter-varying control design
Schoukens, M., Nawijn, H. & van der Hagen, D.
1/03/18 → 29/02/20
Project: Research direct
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APROCS: Automated Linear Parameter-Varying Modeling and Control Synthesis for Nonlinear Complex Systems
Tóth, R., Tóth, R., Schoukens, M., Bloemers, T. A. H., Koelewijn, P. J. W., Nawijn, H., Iacob, L. C. & van der Hagen, D.
1/09/17 → 31/03/23
Project: Research direct
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Automated multi-objective system identification using grammar-based genetic programming
Khandelwal, D., Schoukens, M. & Tóth, R., Aug 2023, In: Automatica. 154, 14 p., 111017.Research output: Contribution to journal › Article › Academic › peer-review
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Computationally efficient predictive control based on ANN state-space model
Hoekstra, J., Cseppentő, B., Beintema, G. I., Schoukens, M., Kollár, Z. & Tóth, R., 2023, (Accepted/In press) 2023 IEEE 62nd Conference on Decision and Control. Institute of Electrical and Electronics EngineersResearch output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
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Data-Driven Model-Reference Control With Closed-Loop Stability: The Output-Feedback Case
de Jong, T. O., Breschi, V., Schoukens, M. & Formentin, S., 2023, In: IEEE Control Systems Letters. 7, p. 2431-2436 6 p., 10149088.Research output: Contribution to journal › Article › Academic › peer-review
1 Citation (Scopus) -
Deep-Learning-Based Identification of LPV Models for Nonlinear Systems
Verhoek, C., Beintema, G. I., Haesaert, S., Schoukens, M. & Tóth, R., 10 Jan 2023, 61st IEEE Conference on Decision and Control. Institute of Electrical and Electronics Engineers, p. 3274-3280 7 p. 9992609Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open AccessFile52 Downloads (Pure) -
Deep subspace encoders for nonlinear system identification
Beintema, G. I., Schoukens, M. & Tóth, R., Oct 2023, In: Automatica. 156, 13 p., 111210.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile10 Downloads (Pure)
Datasets
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Hysteretic Benchmark with a Dynamic Nonlinearity
Schoukens, M. (Creator) & Noël, J. P. (Creator), 4TU.Centre for Research Data, 21 Sept 2020
DOI: 10.4121/12967592, https://data.4tu.nl/articles/_/12967592
Dataset
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Wiener-Hammerstein benchmark with process noise
Schoukens, M. (Creator) & Noël, J. P. (Creator), 4TU.Centre for Research Data, 22 Sept 2020
DOI: 10.4121/12952124
Dataset
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Cascaded Tanks Benchmark Combining Soft and Hard Nonlinearities
Schoukens, M. (Creator) & Noël, J. P. (Creator), 4TU.Centre for Research Data, 21 Sept 2020
DOI: 10.4121/12960104, https://data.4tu.nl/articles/_/12960104
Dataset
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Parallel Wiener-Hammerstein Time Series
Schoukens, M. (Creator), 4TU.Centre for Research Data, 15 Sept 2020
DOI: 10.4121/12950081
Dataset
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F-16 Aircraft Benchmark Based on Ground Vibration Test Data
Noël, J. (Creator) & Schoukens, M. (Creator), 4TU.Centre for Research Data, 21 Sept 2020
DOI: 10.4121/12954911
Dataset
Prizes
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FWO-Vlaanderen PhD Fellowship
Schoukens, Maarten (Recipient), 2011
Prize: Other › Scholarships › Scientific
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Marie Skłodowska-Curie Individual Fellowship
Schoukens, Maarten (Recipient), 2018
Prize: Other › Scholarships › Scientific
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VUB - OZR Postdoctoral Fellowship
Schoukens, Maarten (Recipient), 2015
Prize: Other › Scholarships › Scientific
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IEEE-CSS (Publisher)
Maarten Schoukens (Editorial board member)
2019 → …Activity: Publication peer-review and editorial work types › Editorial activity › Scientific
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3rd IFAC Workshop on Linear Parameter-Varying Systems
Maarten Schoukens (Organiser)
2019Activity: Participating in or organising an event types › Conference › Scientific
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ECC (Publisher)
Maarten Schoukens (Editorial board member)
2019 → …Activity: Publication peer-review and editorial work types › Editorial activity › Scientific
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Measurement: Journal of the International Measurement Confederation (Journal)
Maarten Schoukens (Editorial board member)
Jan 2018 → …Activity: Publication peer-review and editorial work types › Editorial activity › Scientific
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Mechanical Systems and Signal Processing (Journal)
Maarten Schoukens (Guest editor)
2016 → 2018Activity: Publication peer-review and editorial work types › Editorial activity › Scientific
Courses
Press/Media
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Eindhoven University of Technology: Embarking On A New Adventure With A Huge European Grant
Francesca Grisoni, Ruud J.G. van Sloun & Maarten Schoukens
23/11/22
1 item of Media coverage
Press/Media: Expert Comment
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Embarking on a new adventure with a huge European grant
Francesca Grisoni, Ruud J.G. van Sloun & Maarten Schoukens
22/11/22
3 items of Media coverage
Press/Media: Expert Comment
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Eindhoven University of Technology: Helping Non-Experts Create Mathematical Models Through Natural Selection
Roland Tóth & Maarten Schoukens
5/03/20
1 item of Media coverage
Press/Media: Expert Comment