University Lecturer
Koen Tiels
Department / Institute
Mechanical Engineering
Group
RESEARCH PROFILE
Koen Tiels is an Assistant Professor in the Control Systems Technology (CST) group where he focusses on identification of nonlinear dynamical systems. His research interests are in system identification and machine learning.
ACADEMIC BACKGROUND
Koen Tiels obtained his master's degree in Electromechanical engineering at the Vrije Universiteit Brussel (VUB) in 2010 and earned his PhD at the same university in 2015. He was a post-doctoral researcher at the VUB from 2015 till 2018 and at Uppsala University from 2018 till 2020. In February 2020, he joined the Control Systems Technology (CST) group in the department of Mechanical Engineering at the Eindhoven University of Technology (TU/e) as an Assistant Professor.
Recent Publications
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Abhishek Chandra,Mitrofan Curti,Koen Tiels,Elena A. Lomonova,Daniel M. Tartakovsky
Physics-informed neural networks for modelling anisotropic and bi-anisotropic electromagnetic constitutive laws through indirect data
(2023) -
Abhishek Chandra,Mitrofan Curti,Koen Tiels,Elena A. Lomonova,Daniel M. Tartakovsky
Data-driven sparse discovery of hysteresis models for piezoelectric actuators
20th Biennial IEEE Conference on Electromagnetic Field Computation, CEFC 2022 (2022) -
Nic Dirkx,Koen Tiels,Tom A.E. Oomen
Frequency response function identification from incomplete data: A wavelet-based approach
IFAC-PapersOnLine (2022) -
Nard Strijbosch,Koen Tiels,Tom Oomen
Hysteresis Feedforward Compensation
IEEE Control Systems Letters (2022) -
Koen Tiels,Nard Strijbosch,Tom Oomen
Compensation of hysteresis phenomena in a walking piezo actuator via hybrid-MEM-element identification
30th Workshop of the European Research Network on System Identification, ERNSI 2022 (2022)
Current Educational Activities
Ancillary Activities
No ancillary activities