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Personal profile
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.
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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A Time-Frequency Local Polynomial Approach to FRM Estimation from Incomplete Data
Dirkx, N. J., Tiels, K. & Oomen, T., Jul 2023, (Accepted/In press) IFAC 22st Triennial World Congress.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
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A wavelet-based approach to FRF identification from incomplete data
Dirkx, N., Tiels, K. & Oomen, T., 22 Mar 2023, In: IEEE Transactions on Instrumentation and Measurement. 72, 15 p., 6501715.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile12 Downloads (Pure) -
Discovery of sparse hysteresis models for piezoelectric materials
Chandra, A., Daniels, B., Curti, M., Tiels, K., Lomonova, E. A. & Tartakovsky, D. M., 22 May 2023, In: Applied Physics Letters. 122, 21, 7 p., 214101 .Research output: Contribution to journal › Article › Academic › peer-review
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Identifying Lebesgue-sampled Continuous-time Impulse Response Models: A Kernel-based Approach
González, R., Tiels, K. & Oomen, T. A. E., 6 Apr 2023, (Accepted/In press). 6 p.Research output: Contribution to conference › Paper › Academic
Open AccessFile10 Downloads (Pure) -
Non-parametric Continuous-time System Identification with Lebesgue-sampled Output Measurements
González, R., Tiels, K. & Oomen, T., 21 Mar 2023. 1 p.Research output: Contribution to conference › Abstract › Academic
Open AccessFile7 Downloads (Pure)