Projecten per jaar
Persoonlijk profiel
Academic background
Johan Kon received his BSc Mechanical Engineering (cum laude) and MSc Systems and Control (cum laude) degree from Eindhoven University of Technology, Eindhoven, The Netherlands. BSc en MSc (cum laude). As part of his studies, he did an internship on model-free reinforcement learning at Sapienza University of Rome, and graduated in collaboration with Canon Production Printing on learning control.
Research profile
In my research, I focus on learning from data for feedforward control of dynamic systems. Within feedforward control, both high performance as well as task flexibility are required. While model-based approaches are robust against varying tasks, their performance is limited by unmodelled dynamics that does not match the model. Learning control methods, such as iterative learning control, often lead to superior performance, but are only applicable to a single reference. My research focuses on learning and compensating the unmodelled effects through complementing model-based approaches with universal function approximators from the field of machine learning. Interpretability, data-efficiency, and safety are key topics within this research. The research is supported by and validated on industrial motion systems at ASML and Philips.
Vingerafdruk
- 1 Soortgelijke profielen
Samenwerkingen en hoofdonderzoeksgebieden uit de afgelopen vijf jaar
Projecten
- 1 Actief
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200396 HTSM PPS ML4CONTROL
Oomen, T. A. E. (Project Manager) & Kon, J. (Projectmedewerker)
1/01/20 → 5/02/26
Project: Third tier
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Control-relevant neural networks for feedforward control with preview: Applied to an industrial flatbed printer
Aarnoudse, L. I. M. (Corresponding author), Kon, J. J., Ohnishi, W., Poot, M. M., Tacx, P. J. M. M., Strijbosch, N. W. A. & Oomen, T. A. E., mrt. 2024, In: IFAC Journal of Systems and Control. 27, 100241.Onderzoeksoutput: Bijdrage aan tijdschrift › Tijdschriftartikel › Academic › peer review
Open AccessBestand161 Downloads (Pure) -
Cross-Coupled Iterative Learning Control: A Computationally Efficient Approach Applied to an Industrial Flatbed Printer
Aarnoudse, L. I. M. (Corresponding author), Kon, J. J., Classens, K. H. J., van Meer, M., Poot, M. M., Tacx, P. J. M. M., Strijbosch, N. W. A. & Oomen, T. A. E., mei 2024, In: Mechatronics. 99, 10 blz., 103170.Onderzoeksoutput: Bijdrage aan tijdschrift › Tijdschriftartikel › Academic › peer review
Open AccessBestand291 Downloads (Pure) -
Direct Learning for Parameter-Varying Feedforward Control: A Neural-Network Approach
Kon, J. J., van de Wijdeven, J. J. M., Bruijnen, D. J. H., Tóth, R., Heertjes, M. F. & Oomen, T. A. E., 19 jan. 2024, 2023 62nd IEEE Conference on Decision and Control, CDC 2023. Institute of Electrical and Electronics Engineers, blz. 3720-3725 6 blz. 10383877Onderzoeksoutput: Hoofdstuk in Boek/Rapport/Congresprocedure › Conferentiebijdrage › Academic › peer review
Open AccessBestand1 Citaat (Scopus)171 Downloads (Pure) -
Guaranteeing Stability in Structured Input-Output Models: With Application to System Identification
Kon, J. J., Tóth, R., van de Wijdeven, J. J. M., Heertjes, M. F. & Oomen, T., 2024, In: IEEE Control Systems Letters. 8, blz. 1565-1570 6 blz., 10550016.Onderzoeksoutput: Bijdrage aan tijdschrift › Tijdschriftartikel › Academic › peer review
Open AccessBestand65 Downloads (Pure) -
Nonlinear Repetitive Control for Mitigating Noise Amplification
Aarnoudse, L. I. M., Pavlov, A., Kon, J. J. & Oomen, T. A. E., 19 jan. 2024, 2023 62nd IEEE Conference on Decision and Control, CDC 2023. Institute of Electrical and Electronics Engineers, blz. 2891-2896 6 blz. 10383495Onderzoeksoutput: Hoofdstuk in Boek/Rapport/Congresprocedure › Conferentiebijdrage › Academic › peer review
Open AccessBestand1 Citaat (Scopus)123 Downloads (Pure)
Prijzen
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Best Student Paper Award at IFAC ALCOS
Kon, J. (Ontvanger), Heertjes, M. F. (Ontvanger) & Oomen, T. A. E. (Ontvanger), 2022
Prijs: Anders › Werk, activiteit of publicatie gerelateerde prijzen (lifetime, best paper, poster etc.) › Wetenschappelijk
Cursussen
Scriptie
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Intermittent Actuation and Sampling in Learning Control
Kon, J. J. (Auteur), Strijbosch, N. W. A. (Afstudeerdocent 1), Koekebakker, S. H. (Externe coach) & Oomen, T. A. E. (Afstudeerdocent 2), 12 jan. 2021Scriptie/Masterproef: Master
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