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 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 modelling 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, and a EU - Marie Skłodowska-Curie Individual Fellowship in 2018. Maarten is co-organizer of the nonlinearbenchmark.org initiative promoting the use of common datasets in data-driven nonlinear dynamical modelling 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 → Sep 2017
PhD Student, Vrije Universiteit Brussel
Aug 2010 → May 2015
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Network
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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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 → 31/08/22
Project: Research direct
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NL2LPV: Nonlinear system modelling for linear parameter-varying control design
Schoukens, M., Schoukens, M., Nawijn, H. & van der Hagen, D.
1/03/18 → 29/02/20
Project: Research direct
Research output
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Deep Identification of Nonlinear Systems in Koopman Form
Iacob, L. C., Beintema, G. I., Schoukens, M. & Tóth, R., 1 Feb 2022, 60th IEEE Conference on Decision and Control, CDC 2021. Institute of Electrical and Electronics Engineers, p. 2288-2293 6 p. 9682946. (Proceedings of the IEEE Conference on Decision and Control; vol. 2021-December).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
7 Downloads (Pure) -
Improved Initialization of State-Space Artificial Neural Networks
Schoukens, M., 3 Jan 2022, 2021 European Control Conference (ECC). Institute of Electrical and Electronics Engineers, p. 1913-1918 6 p. 9655207Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
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Artificial neural network hysteresis operators for the identification of Hammerstein hysteretic systems
Krikelis, K., van Berkel, K. & Schoukens, M., 1 Jul 2021, In: IFAC-PapersOnLine. 54, 7, p. 702-707 6 p.Research output: Contribution to journal › Conference article › Academic › peer-review
Open AccessFile1 Citation (Scopus)13 Downloads (Pure) -
Bayesian optimization for Tuning Lithography Processes
Guler, S., Schoukens, M., Perez, T. D. & Husakowski, J., 1 Jul 2021, In: IFAC-PapersOnLine. 54, 7, p. 827-832 6 p.Research output: Contribution to journal › Conference article › Academic › peer-review
Open AccessFile17 Downloads (Pure) -
Data-driven modeling of impedance biosensors: A subspace approach
Ramírez-Chavarría, R. G., Alvarez-Serna, B. E., Schoukens, M. & Alvarez-Icaza, L., Oct 2021, In: Measurement Science and Technology. 32, 10, 12 p., 104009.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile37 Downloads (Pure)
Datasets
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Parallel Wiener-Hammerstein Time Series
Schoukens, M. (Creator), 4TU.Centre for Research Data, 15 Sep 2020
DOI: 10.4121/12950081
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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ECC (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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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: Helping Non-Experts Create Mathematical Models Through Natural Selection
Dhruv Khandelwal & Maarten Schoukens
5/03/20
1 item of Media coverage
Press/Media: Expert Comment