Projecten per jaar
Persoonlijk profiel
Quote
"We need to develop logic engines that can autonomously interact with our applications and to improve their control actions to achieve the desired behavior, by fusing data-driven learning and model-based control engineering."
Research profile
Roland Tóth is Full Professor in the Control Systems Group in the Department of Electrical Engineering at Eindhoven University of Technology (TU/e). His research interest is in identification and control of physical/chemical systems based on the concept of Linear Parameter-Varying (LPV) models. These models can be imagined as an intermediate step between the well understood framework of Linear Time-Invariant (LTI) systems and the vast universe of nonlinear and time-varying phenomena we experience in practice. One of his main objectives is to bring LPV systems to practical use, through research projects varying from theoretical investigations of hardcore issues of the LPV system theory to practical identification and control of industrial applications.
In addition, Tóth works on the fusion of system identification, control and machine learning methods to develop automated data-driven modeling and controller design approaches for linear/nonlinear systems. The methods are designed to automatically construct dynamical models that capture user-specified aspects of system behavior. In terms of control, policies/algorithms are automatically synthesized by these methods to realize a desired behavior of a system by manipulating its actuators.
Tóth is a Senior Editor of the IEEE Transactions on Control Systems Technology.
Academic background
Roland Tóth obtained his BSc in Electrical Engineering and MSc degree in Information Technology cum laude from the University of Pannonia (Hungary) in 2004. In 2008, he completed his PhD in Control Engineering at the Delft University of Technology (TU Delft), also cum laude. From 2008 to 2010, Tóth worked as a postdoctoral researcher at TU Delft while also working on a research project for Philips Apptech. In 2010, he joined the University of California (USA) as a postdoc, before returning to the Netherlands in 2011 to become Assistant Professor at TU Delft. Tóth joined Eindhoven University of Technology as Assistant Professor in 2012 and was promoted to Associate Professor in 2018 and Full Professor in 2024.
Affiliated with
- DISC (National Graduate School for Systems and Control)
Partners in (semi-)industry :
- ASML
- ASMPT
- ESA
- Avular
Expertise gerelateerd aan duurzame ontwikkelingsdoelstellingen van de VN
In 2015 stemden de VN-lidstaten in met 17 wereldwijde duurzame ontwikkelingsdoelstellingen (Sustainable Development Goals, SDG's) om armoede te beëindigen, de planeet te beschermen en voor iedereen welvaart te garanderen. Het werk van deze persoon draagt bij aan de volgende duurzame ontwikkelingsdoelstelling(en):
Externe posities
Senior Researcher , Institute for Computer Science and Control
1 sep. 2020 → …
Vingerafdruk
- 1 Soortgelijke profielen
Samenwerkingen en hoofdonderzoeksgebieden uit de afgelopen vijf jaar
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CELLSYSTEMICS - Human Measurement Models 2.0
Nawijn, H. (Project communicatie medewerker), Hendrix, W. H. A. (Project communicatie medewerker), Schoukens, M. (Project Manager), van Oort, I. (Projectmedewerker), Öztürk Şener, D. (Projectmedewerker) & Tóth, R. (Project communicatie medewerker)
1/04/22 → 31/03/26
Project: Third tier
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DAMOCLES: Data-Augmented Modeling Of Constitutive Laws for Engineering Systems
Nawijn, H. (Project communicatie medewerker), Hendrix, W. H. A. (Project communicatie medewerker), Schoukens, M. (Project communicatie medewerker), Jaensson, N. O. (Project communicatie medewerker), Tóth, R. (Project Manager) & Moradi, S. (Projectmedewerker)
1/09/21 → 31/12/25
Project: First tier
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Learning in Motion (CS)
Tóth, R. (Project Manager) & Spin, L. M. (Projectmedewerker)
1/01/21 → 30/06/27
Project: Third tier
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TKI-HTSM PPS-toeslag Advanced piezo-electric water stage for next generation lithography and metrology application - ASML project 2: Control architecture and design for a piezo-electric wafer stage
Nawijn, H. (Project communicatie medewerker), van der Hagen, D. (Project communicatie medewerker), Tóth, R. (Project Manager), Van den Hof, P. M. J. (Projectmedewerker), Bosman Barros, C. (Projectmedewerker) & Butler, H. (Projectmedewerker)
1/01/18 → 30/11/25
Project: Third tier
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ERC Grant R. Toth (APROCS)
Tóth, R. (Project Manager), Tóth, R. (Projectmedewerker), Schoukens, M. (Projectmedewerker), Bloemers, T. A. H. (Projectmedewerker), Koelewijn, P. J. W. (Projectmedewerker), Nawijn, H. (Project communicatie medewerker), Iacob, L. C. (Projectmedewerker) & van der Hagen, D. (Project communicatie medewerker)
1/09/17 → 31/03/23
Project: Onderzoek direct
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State-space LPV model identification using kernelized machine learning
Rizvi, S. Z., Velni, J. M., Abbasi, F., Tóth, R. & Meskin, N., 1 feb. 2018, In: Automatica. 88, blz. 38-47 10 blz.Onderzoeksoutput: Bijdrage aan tijdschrift › Tijdschriftartikel › Academic › peer review
46 Citaten (Scopus)3 Downloads (Pure) -
Towards efficient identification of linear parameter-varying state-space models
Cox, P. B., 20 mrt. 2018, Eindhoven: Technische Universiteit Eindhoven. 341 blz.Onderzoeksoutput: Scriptie › Dissertatie 1 (Onderzoek TU/e / Promotie TU/e)
Open AccessBestand2024 Downloads (Pure) -
Direct learning of LPV controllers from data
Formentin, S., Piga, D., Tóth, R. & Savaresi, S. M., 1 mrt. 2016, In: Automatica. 65, blz. 98-110Onderzoeksoutput: Bijdrage aan tijdschrift › Tijdschriftartikel › Academic › peer review
Open AccessBestand63 Citaten (Scopus)544 Downloads (Pure) -
A review on data-driven linear parameter-varying modeling approaches: A high-purity distillation column case study
Bachnas, A. A., Toth, R., Mesbah, A. & Ludlage, J. H. A., 2014, In: Journal of Process Control. 24, 4, blz. 272-285 14 blz.Onderzoeksoutput: Bijdrage aan tijdschrift › Tijdschriftartikel › Academic › peer review
105 Citaten (Scopus)12 Downloads (Pure) -
Modeling and identification of linear parameter-varying systems
Toth, R., 2010, Berlin: Springer. 325 blz. (Lecture notes in control and information sciences; vol. 403)Onderzoeksoutput: Boek/rapport › Boek › Academic
237 Citaten (Scopus)
Prijzen
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Automated Linear Parameter-Varying Modeling and Control Synthesis for Nonlinear Complex Systems
Toth, R. (Ontvanger), 2016
Prijs: ERC › Starting › Wetenschappelijk
Cursussen
Knipsels
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Eindhoven strengthens its tech position: TU researchers receive millions in subsidies
Gómez Rivas, J., van de Wouw, N. & Tóth, R.
6/12/24
1 item van Media-aandacht
Pers / media: Vakinhoudelijk commentaar
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Advancing control engineering methods to meet current and future challenges
16/02/23
1 item van Media-aandacht
Pers / media: Vakinhoudelijk commentaar
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Eindhoven University of Technology: Helping Non-Experts Create Mathematical Models Through Natural Selection
5/03/20
1 item van Media-aandacht
Pers / media: Vakinhoudelijk commentaar