Projects per year
Organisation profile
Introduction / mission
We develop methods and tools for the modeling of dynamic networks on the basis of operational data, to be used as a basis for model-based operations as surveillance, detection, monitoring and control.
Organisation profile
Demands on engineering systems require the ability to monitor and optimize the behavior of dynamic systems that are interconnected as networks of systems. We develop methods and tools for the modeling of dynamic networks on the basis of operational data, to be used as a basis for model-based operations as surveillance, detection, monitoring and control. For this purpose we build on contributions from the fields of system identification, machine learning, data science and dynamic systems & control. Potential domains of applications include distributed (smart) power systems, industrial production processes, transportation networks and high-tech mechatronic systems.
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. Our work contributes towards the following SDG(s):
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SDG 3 Good Health and Well-being -
SDG 7 Affordable and Clean Energy -
SDG 11 Sustainable Cities and Communities -
SDG 13 Climate Action
Fingerprint
Dive into the research topics where Dynamic Networks: Data-Driven Modeling and Control is active. These topic labels come from the works of this organisation's members. Together they form a unique fingerprint.
Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
Profiles
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Paul M.J. Van den Hof
- Electrical Engineering, Control Systems - Full Professor
- Electrical Engineering, Dynamic Networks: Data-Driven Modeling and Control
- EAISI High Tech Systems - Full Professor
- EAISI Mobility - Full Professor
- EAISI Foundational - Full Professor
- EIRES Research - Full Professor
Person: HGL : Professor
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E.M.M. (Lizan) Kivits
- Electrical Engineering, Dynamic Networks: Data-Driven Modeling and Control
- Electrical Engineering, Control Systems - Postdoc
Person: Prom. : doctoral candidate (PhD), PD : Postdoc
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Jobert H.A. Ludlage
- Electrical Engineering, Dynamic Networks: Data-Driven Modeling and Control
- Electrical Engineering, Smart Process Operations and Control Lab
- Electrical Engineering, Control Systems - University Researcher
Person: OWP : University Teacher / Researcher, OWP : University Teacher / Researcher
Projects
- 13 Finished
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DAMOCLES: Data-Augmented Modeling Of Constitutive Laws for Engineering Systems
Nawijn, H. (Project communication officer), Hendrix, W. H. A. (Project communication officer), Schoukens, M. (Project communication officer), Jaensson, N. O. (Project communication officer), Tóth, R. (Project Manager) & Moradi, S. (Project member)
1/09/21 → 31/12/25
Project: First tier
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NL2LPV: Nonlinear system modelling for linear parameter-varying control design
Schoukens, M. (Project Manager), Nawijn, H. (Project communication officer) & van der Hagen, D. (Project communication officer)
1/03/18 → 29/02/20
Project: Research direct
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Advanced piezo-electric water stage
Nawijn, H. (Project communication officer), van der Hagen, D. (Project communication officer), Tóth, R. (Project Manager), Van den Hof, P. M. J. (Project member), Bosman Barros, C. (Project member) & Butler, H. (Project member)
1/01/18 → 30/11/25
Project: Third tier
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Designing positive excitation signals for the safe identification of nonlinear integrating systems
Jenneskens, J. H., Ceelen, L., Schoukens, M. & van Berkel, M. (Corresponding author-nrf), 12 Jan 2026, 2025 IEEE 64th Conference on Decision and Control, CDC 2025. Institute of Electrical and Electronics Engineers, p. 5825-5830 6 p. 11312837Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open AccessFile5 Downloads (Pure) -
Identification of dynamics of photosynthesis regulation under oscillating light condition
Aribowo, A. G., Orlando, M., Bailleul, B., Schoukens, M. & Özkan, L., Mar 2026, p. 137.Research output: Contribution to conference › Abstract › Academic
Open AccessFile -
Learning Subsystem Dynamics in Nonlinear Systems via Port-Hamiltonian Neural Networks
van Otterdijk, G. J. E., Moradi, S., Weiland, S., Tóth, R., Jaensson, N. O. & Schoukens, M., 12 Jan 2026, 2025 IEEE 64th Conference on Decision and Control, CDC 2025. Institute of Electrical and Electronics Engineers, p. 2071-2076 6 p. 11312257Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open AccessFile1 Link opens in a new tab Citation (Scopus)5 Downloads (Pure)
Datasets
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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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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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F-16 Aircraft Benchmark Based on Ground Vibration Test Data
Noël, J.-P. (Creator) & Schoukens, M. (Creator), 4TU.Centre for Research Data, 21 Sept 2020
DOI: 10.4121/12954911
Dataset
Prizes
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Best Student Paper Award IFAC CAO 2022
Bolderman, M. (Recipient), Fan, D. (Recipient), Lazar, M. (Recipient) & Butler, H. (Recipient), 2022
Prize: Other › Career, activity or publication related prizes (lifetime, best paper, poster etc.) › Scientific
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IFAC Advisor
Van den Hof, P. M. J. (Recipient), 12 Jul 2020
Prize: Other › Fellowships & memberships › Scientific
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Journal of Process Control Paper Prize Award 2020-Survey Category
Saltik, M. B. (Recipient), Özkan, L. (Recipient), Ludlage, J. H. A. (Recipient), Weiland, S. (Recipient) & Van den Hof, P. M. J. (Recipient), 2020
Prize: Other › Career, activity or publication related prizes (lifetime, best paper, poster etc.) › Scientific
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IEEE Control Systems Letters (Journal)
Schoukens, M. (Editorial board member)
2023 → …Activity: Publication peer-review and editorial work types › Editorial activity › Scientific
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ECC (Publisher)
Schoukens, M. (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
Schoukens, M. (Organiser)
2019Activity: Participating in or organising an event types › Conference › Scientific
Press/Media
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New Engineering Study Findings Have Been Reported from Eindhoven University of Technology (Automated Multi-objective System Identification Using Grammar-based Genetic Programming)
7/08/23
1 item of Media coverage
Press/Media: Expert Comment
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Eindhoven University of Technology: Embarking On A New Adventure With A Huge European Grant
Grisoni, F., van Sloun, R. J. G. & Schoukens, M.
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
Grisoni, F., van Sloun, R. J. G. & Schoukens, M.
22/11/22
3 items of Media coverage
Press/Media: Expert Comment
Student theses
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Adaptive friction compensation for an industrial coreless linear motor setup
van den Boom, P. W. M. (Author), Nguyen, T. (Supervisor 1), Lazar, M. (Supervisor 2) & Butler, H. (Supervisor 2), 13 Dec 2018Student thesis: Master
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Advanced input signals and transient processing methods for rheology
Elfrink, R. J. P. (Author), Jaensson, N. O. (Supervisor 1) & Schoukens, M. (Supervisor 2), 12 Jun 2024Student thesis: Master
File -
A fast nonlinear MPC solver for real-time control of linear motors
Riera Segui, A. (Author), Lazar, M. (Supervisor 1) & Nguyen, T. (Supervisor 2), 26 Oct 2018Student thesis: Master
File