1. An Unstructured Flexible Nonlinear Model for the Cascaded Water-tanks Benchmark*. Issue 1 (July 2017) Authors: Relan, Rishi; Tiels, Koen; Marconato, Anna; Schoukens, Johan Journal: IFAC-PapersOnLine Issue: Volume 50:Issue 1(2017) Page Start: 452 Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
2. Comparison of several data‐driven non‐linear system identification methods on a simplified glucoregulatory system example. Issue 17 (1st November 2014) Authors: Marconato, Anna; Schoukens, Maarten; Tiels, Koen; Widanage, Widanalage Dhammika; Abu‐Rmileh, Amjad; Schoukens, Johan Journal: IET control theory & applications Issue: Volume 8:Issue 17(2014) Page Start: 1921 Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
3. Data driven discrete-time parsimonious identification of a nonlinear state-space model for a weakly nonlinear system with short data record. (1st May 2018) Authors: Relan, Rishi; Tiels, Koen; Marconato, Anna; Dreesen, Philippe; Schoukens, Johan Journal: Mechanical systems and signal processing Issue: Volume 104(2018) Page Start: 929 Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
4. Dealing with Transients due to Multiple Experiments in Nonlinear System Identification*. Issue 13 (2016) Authors: Relan, Rishi; Tiels, Koen; Schoukens, Johan Journal: IFAC-PapersOnLine Issue: Volume 49:Issue 13(2016) Page Start: 181 Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
5. Decoupling multivariate functions using a non-parametric Filtered CPD approach⁎This work was supported by the Flemish fund for scientific research FWO under license number G0068.18N. Issue 7 (2021) Authors: Decuyper, Jan; Tiels, Koen; Weiland, Siep; Schoukens, Johan Journal: IFAC-PapersOnLine Issue: Volume 54:Issue 7(2021) Page Start: 451 Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
6. Decoupling multivariate functions using a nonparametric filtered tensor decomposition. (1st November 2022) Authors: Decuyper, Jan; Tiels, Koen; Weiland, Siep; Runacres, Mark C.; Schoukens, Johan Journal: Mechanical systems and signal processing Issue: Volume 179(2022) Page Start: Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
7. Deep Learning and System Identification. Issue 2 (2020) Authors: Ljung, Lennart; Andersson, Carl; Tiels, Koen; Schön, Thomas B. Journal: IFAC-PapersOnLine Issue: Volume 53:Issue 2(2020) Page Start: 1175 Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
8. Deep Learning and System Identification⁎This research was financially supported by the Swedish Foundation for Strategic Research (SSF) via the project ASSEMBLE (contract number: RIT15-0012) and by the Swedish Research Council via the projects Learning flexible models for nonlinear dynamics (contract number: 2017-03807) and NewLEADS - New Directions in Learning Dynamical Systems (contract number: 621-2016-06079). Ljung's work was supported by Vinnova's Competence Center LinkSic. Issue 2 (2020) Authors: Ljung, Lennart; Andersson, Carl; Tiels, Koen; Schön, Thomas B. Journal: IFAC-PapersOnLine Issue: Volume 53:Issue 2(2020) Page Start: 1175 Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
9. Estimation of Best Linear Approximation from Varying Operating Conditions for the Identification of a Li-ion Battery Model*. Issue 1 (July 2017) Authors: Relan, Rishi; Tiels, Koen; Timmermans, Jean-Marc; Schoukens, Johan Journal: IFAC-PapersOnLine Issue: Volume 50:Issue 1(2017) Page Start: 4739 Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗
10. Frequency Response Function Identification from Incomplete Data: A Wavelet-based Approach. Issue 37 (2022) Authors: Dirkx, Nic; Tiels, Koen; Oomen, Tom Journal: IFAC-PapersOnLine Issue: Volume 55:Issue 37(2022) Page Start: 439 Record Type: Journal Article View Content: Available online (eLD content is only available in our Reading Rooms) ↗