Projects per year
Personal profile
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.
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Collaborations and top research areas from the last five years
Projects
- 1 Active
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200396 HTSM PPS ML4CONTROL
Oomen, T. A. E. (Project Manager) & Kon, J. (Project member)
1/01/20 → 5/02/26
Project: Third tier
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Automatic Basis Function Selection in Iterative Learning Control: A Sparsity-Promoting Approach Applied to an Industrial Printer
Ickenroth, T. S. (Corresponding author), van Haren, M., Kon, J. J., van Meer, M., van Hulst, J. & Oomen, T. A. E., 14 Mar 2025, (E-pub ahead of print) Automatic Basis Function Selection in Iterative Learning Control: A Sparsity-Promoting Approach Applied to an Industrial Printer. Institute of Electrical and Electronics Engineers, 6 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
File36 Downloads (Pure) -
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., Mar 2024, In: IFAC Journal of Systems and Control. 27, 100241.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile1 Citation (Scopus)214 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., May 2024, In: Mechatronics. 99, 10 p., 103170.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile2 Citations (Scopus)309 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, p. 3720-3725 6 p. 10383877Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open AccessFile1 Citation (Scopus)280 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, p. 1565-1570 6 p., 10550016.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile122 Downloads (Pure)
Prizes
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Best Student Paper Award at IFAC ALCOS
Kon, J. (Recipient), Heertjes, M. F. (Recipient) & Oomen, T. A. E. (Recipient), 2022
Prize: Other › Career, activity or publication related prizes (lifetime, best paper, poster etc.) › Scientific
Thesis
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Intermittent Actuation and Sampling in Learning Control
Kon, J. J. (Author), Strijbosch, N. W. A. (Supervisor 1), Koekebakker, S. H. (External coach) & Oomen, T. A. E. (Supervisor 2), 12 Jan 2021Student thesis: Master
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