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.
Organisational 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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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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Stefanie J.M. Fonken
- Electrical Engineering, Dynamic Networks: Data-Driven Modeling and Control
- Electrical Engineering, Control Systems - Doctoral Candidate
Person: Prom. : doctoral candidate (PhD)
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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
- Electrical Engineering, Cyber-Physical Systems Center Eindhoven
- EIRES - Full Professor
- EAISI High Tech Systems - Full Professor
- EAISI Mobility - Full Professor
- EAISI Foundational - 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 - Doctoral Candidate
Person: Prom. : doctoral candidate (PhD)
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AquaConnect, key technologies for safeguarding regional water provision in fresh water stressed deltas
Goswami, D., Voeten, J. P. M., Verheijen, P. C. N., Lazar, M., de Mol-Regels, M., van der Hagen, D. & Haghi, M.
15/09/21 → 31/08/25
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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Advanced piezo-electric water stage
Van den Hof, P. M. J., Bosman Barros, C., Nawijn, H., van der Hagen, D. & Tóth, R.
1/01/18 → 30/11/25
Project: Research direct
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Assessment of a bio-molecular sensor in the operation of adsorption processes-A model based approach
Özkan, L., Monsalve Sánchez, D., Ludlage, J. H. A., Portilla Caicedo, C. & Prins, M. W. J., Jul 2023, p. 143.Research output: Contribution to conference › Poster
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Digital twin development for improved operation of batch process systems
Méndez Blanco, C. S., 21 Sept 2023, Eindhoven: Eindhoven University of Technology. 271 p.Research output: Thesis › Phd Thesis 1 (Research TU/e / Graduation TU/e)
Open AccessFile -
Identification of diffusively coupled linear networks through structured polynomial models
Kivits, E. M. M. & Van den Hof, P. M. J., 1 Jun 2023, In: IEEE Transactions on Automatic Control. 68, 6, p. 3513-3528 16 p.Research output: Contribution to journal › Article › Academic › peer-review
1 Citation (Scopus)
Datasets
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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
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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
Prizes
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Best Student Paper Award IFAC CAO 2022
Bolderman, Max (Recipient), Fan, Daiwei (Recipient), Lazar, Mircea (Recipient) & Butler, Hans (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, Paul 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. (Bahadir) (Recipient), Özkan, Leyla (Recipient), Ludlage, Jobert H.A. (Recipient), Weiland, Siep (Recipient) & Van den Hof, Paul M.J. (Recipient), 2020
Prize: Other › Career, activity or publication related prizes (lifetime, best paper, poster etc.) › 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
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
Student theses
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Adaptive friction compensation for an industrial coreless linear motor setup
Author: van den Boom, P. W. M., 13 Dec 2018Supervisor: Nguyen, T. (Supervisor 1), Lazar, M. (Supervisor 2) & Butler, H. (Supervisor 2)
Student thesis: Master
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A fast nonlinear MPC solver for real-time control of linear motors
Author: Riera Segui, A., 26 Oct 2018Supervisor: Lazar, M. (Supervisor 1) & Nguyen, T. (Supervisor 2)
Student thesis: Master
File -
An Adaptive Restart Heavy-Ball Projected Primal-Dual Method for Solving Constrained Linear Quadratic Optimal Control Problems
Author: Heuts, Y. J. J., 6 Jul 2021Supervisor: Donkers, M. C. F. (Supervisor 1)
Student thesis: Master
File