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Persoonlijk profiel

Quote

Control is the hidden technology that ensures our engineered systems actually work. The key question is what the performance limits of such controlled engineered systems are. We aim to find out by developing a framework that learns from data to control systems to the limits of their reproducible behavior.

Research profile

We focus on learning from data in dynamical systems. This allows us to analyze their dynamical behavior and improve it through active control. Our activities range from data-driven modeling of dynamical systems, control of complex and uncertain systems, towards learning using sequential design of inputs for both improving the identified model quality and control performance. We are actively engaged in both fundamental and applied research. Regarding the latter, we take particular interest in developing key technologies for real-life applications, typically in close collaboration with industry. Our main application area lies in advanced motion control of mechatronic systems. These applications are complemented by collaborations on thermo-mechanical systems, automotive applications, medical applications, and energy systems. 

Academic background

Tom Oomen received his MSc and PhD degree from the Eindhoven University of Technology, Eindhoven, The Netherlands. He has held long-term visiting positions at KTH, Stockholm, Sweden, and at The University of Newcastle, Australia, in addition to numerous short visits to international research centers. He is a recipient of both the VENI (2013) and VIDI (2017) personal research grants. He is a senior member of the IEEE, and is presently Associate Editor of IFAC Mechatronics and the IEEE Control Systems Letters (L-CSS). He has been Associate Editor on the IEEE Conference Editorial Board, as well as special issue guest editor for IFAC Mechatronics. He regularly organizes special sessions at international conferences, as well as workshops for academia and industry. He is a member of the Next-Gen board of the High-Tech Systems Center (HTSC) and the Eindhoven Young Academy of Engineering (EYAE).

Vingerafdruk Duik in de onderzoeksthema's waar Tom A.E. Oomen actief is. Deze onderwerplabels komen voort uit het werk van deze persoon. Samen vormen ze een unieke vingerafdruk.

  • 2 Vergelijkbare profielen
Identification (control systems) Engineering en materiaalwetenschappen
Motion control Engineering en materiaalwetenschappen
Robust control Engineering en materiaalwetenschappen
Controllers Engineering en materiaalwetenschappen
Feedforward control Engineering en materiaalwetenschappen
Frequency response Engineering en materiaalwetenschappen
Multivariable systems Engineering en materiaalwetenschappen
Mechatronics Engineering en materiaalwetenschappen

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Onderzoeksoutput 2003 2020

20 Citaties (Scopus)
9 Downloads (Pure)

Advanced motion control for precision mechatronics: control, identification, and learning of complex systems

Oomen, T., 1 jan 2018, In : IEEJ Journal of Industry Applications. 7, 2, blz. 127-140 14 blz.

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademicpeer review

Open Access
Mechatronics
Motion control
Large scale systems
Identification (control systems)
Mechanics
81 Citaties (Scopus)
6 Downloads (Pure)

Connecting system identification and robust control for next-generation motion control of a wafer stage

Oomen, T. A. E., Herpen, van, R. M. A., Quist, S. J., Wal, van de, M. M. J., Bosgra, O. H. & Steinbuch, M., 2014, In : IEEE Transactions on Control Systems Technology. 22, 1, blz. 102-118 17 blz.

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademicpeer review

Motion control
Robust control
Identification (control systems)
Throughput
Controllers
25 Citaties (Scopus)
123 Downloads (Pure)

System identification for achieving robust performance

Oomen, T. A. E. & Bosgra, O. H., 2012, In : Automatica. 48, 9, blz. 1975-1987 13 blz.

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademicpeer review

Open Access
Bestand
Identification (control systems)
Robust control
Controllers
Hinges
Factorization
7 Citaties (Scopus)
2 Downloads (Pure)

Sparse iterative learning control with application to a wafer stage: achieving performance, resource efficiency, and task flexibility

Oomen, T. A. E. & Rojas, C. R., 1 nov 2017, In : Mechatronics. 47, blz. 134-147 14 blz.

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademicpeer review

Mechatronics
Deterioration
Sampling
7 Citaties (Scopus)
81 Downloads (Pure)

Bi-orthonormal polynomial basis function framework with applications in system identification

van Herpen, R., Bosgra, O. & Oomen, T. A. E., nov 2016, In : IEEE Transactions on Automatic Control. 61, 11, blz. 3285-3300

Onderzoeksoutput: Bijdrage aan tijdschriftTijdschriftartikelAcademicpeer review

Open Access
Bestand
Identification (control systems)
Polynomials
Polynomial approximation
Rational functions

Prijzen

NWO Veni Award: Precision Motion: Beyond the Nanometer

T.A.E. Oomen (Ontvanger), 2013

Prijs: NWOVeniWetenschappelijk

Industrial robots

NWO Vidi Award: From Data to Complex Controlled Systems

Tom A.E. Oomen (Ontvanger), 2017

Prijs: NWOVidiWetenschappelijk

M.Sc. thesis awarded with the Corus Young Talent Graduation Award

Tom A.E. Oomen (Ontvanger), 2005

Prijs: AndersWerk, activiteit of publicatie gerelateerde prijzen (lifetime, best paper, poster etc.)Wetenschappelijk

honors and awards

Cursussen

Advanced motion control

1/09/15 → …

Cursus

Control Engineering

1/09/15 → …

Cursus

Learning control

1/09/19 → …

Cursus

Scriptie

A non-parametric approach to robust multivariable learning control

Auteur: Langen, J., 30 aug 2018

Begeleider: Oomen, T. (Afstudeerdocent 1) & de Rozario, R. (Begeleider)

Scriptie/masterproef: Master

Characterization and control of a deformable mirror for adaptive optics

Auteur: Wildschut, J., 15 sep 2015

Begeleider: Steinbuch, M. (Afstudeerdocent 1), Witvoet, G. (Afstudeerdocent 2), Oomen, T. (Afstudeerdocent 2) & Heertjes, M. (Afstudeerdocent 2)

Scriptie/masterproef: Master

Combining iterative learning control and repetitive control: application to an industrial wide format printing setup

Auteur: Roumen, G., 26 mei 2016

Begeleider: Blanken, L. (Afstudeerdocent 1), Heertjes, M. (Afstudeerdocent 2), Koekebakker, S. (Afstudeerdocent 2), Oomen, T. (Afstudeerdocent 2) & Steinbuch, M. (Afstudeerdocent 2)

Scriptie/masterproef: Master

Data-driven adjoint-based iterative learning control for multivariable systems

Auteur: Kleinendorst, S., 31 aug 2015

Begeleider: Bolder, J. (Afstudeerdocent 1) & Oomen, T. (Afstudeerdocent 2)

Scriptie/masterproef: Master

Design and modeling for multivariable iterative learning control: application to an industrial flatbed printer

Auteur: Willems, J., 29 aug 2016

Begeleider: Blanken, L. (Afstudeerdocent 1), Goswami, D. (Afstudeerdocent 2), Koekebakker, S. (Afstudeerdocent 2), Oomen, T. (Afstudeerdocent 2) & Steinbuch, M. (Afstudeerdocent 2)

Scriptie/masterproef: Master