Identification of block-oriented nonlinear systems starting from linear approximations: A survey M Schoukens, K Tiels Automatica 85, 272-292, 2017 | 246 | 2017 |
Parametric identification of parallel Hammerstein systems M Schoukens, R Pintelon, Y Rolain Instrumentation and Measurement, IEEE Transactions on 60 (12), 3931 - 3938, 2011 | 85 | 2011 |
Identification of Wiener–Hammerstein systems by a nonparametric separation of the best linear approximation M Schoukens, R Pintelon, Y Rolain Automatica 50 (2), 628-634, 2014 | 72 | 2014 |
Three Benchmarks Addressing Open Challenges in Nonlinear System Identification M Schoukens, JP Noël IFAC-PapersOnLine 50 (1), 446-451, 2017 | 66 | 2017 |
Nonparametric data-driven modeling of linear systems: estimating the frequency response and impulse response function J Schoukens, K Godfrey, M Schoukens IEEE Control Systems Magazine 38 (4), 49-88, 2018 | 60 | 2018 |
Cascaded tanks benchmark combining soft and hard nonlinearities M Schoukens, P Mattsson, T Wigren, JP Noel Workshop on Nonlinear System Identification Benchmarks, 2016 | 60 | 2016 |
Parametric identification of parallel Wiener–Hammerstein systems M Schoukens, A Marconato, R Pintelon, G Vandersteen, Y Rolain Automatica 51, 111-122, 2015 | 58 | 2015 |
Filter-based regularisation for impulse response modelling A Marconato, M Schoukens, J Schoukens IET Control Theory & Applications 11 (2), 194 – 204, 2017 | 55 | 2017 |
Nonlinear state-space identification using deep encoder networks G Beintema, R Toth, M Schoukens Learning for Dynamics and Control, 241-250, 2021 | 51 | 2021 |
Hysteretic benchmark with a dynamic nonlinearity JP Noël, M Schoukens Workshop on Nonlinear System Identification Benchmarks, 2016 | 51 | 2016 |
Parametric Identification of Parallel Wiener Systems M Schoukens, Y Rolain Instrumentation and Measurement, IEEE Transactions on 61 (10), 2825 - 2832, 2012 | 41 | 2012 |
F-16 aircraft benchmark based on ground vibration test data JP Noël, M Schoukens Workshop on Nonlinear System Identification Benchmarks, 2017 | 38 | 2017 |
Structure discrimination in block-oriented models using linear approximations: A theoretic framework J Schoukens, R Pintelon, Y Rolain, M Schoukens, K Tiels, L Vanbeylen, ... Automatica 53, 225-234, 2015 | 37 | 2015 |
Identification of Hammerstein-Wiener Systems M Schoukens, EW Bai, Y Rolain 16th IFAC Symposium on System Identification 16 (1), 274-279, 2012 | 30 | 2012 |
Deep subspace encoders for nonlinear system identification GI Beintema, M Schoukens, R Tóth Automatica 156, 111210, 2023 | 27 | 2023 |
Improved Initialization of State-Space Artificial Neural Networks M Schoukens 2021 European Control Conference (ECC), 1913-1918, 2021 | 26 | 2021 |
Structure Detection of Wiener–Hammerstein Systems With Process Noise E Zhang, M Schoukens, J Schoukens IEEE Transactions on Instrumentation and Measurement 66 (3), 569-576, 2017 | 26 | 2017 |
Initial estimates for Wiener–Hammerstein models using phase-coupled multisines K Tiels, M Schoukens, J Schoukens Automatica 60, 201-209, 2015 | 25 | 2015 |
Identification of parallel Wiener-Hammerstein systems with a decoupled static nonlinearity M Schoukens, K Tiels, M Ishteva, J Schoukens 19th World Congress The International Federation of Automatic Control, 505-510, 2014 | 25 | 2014 |
Cross-term Elimination in Parallel Wiener Systems Using a Linear Input Transformation M Schoukens, Y Rolain Instrumentation and Measurement, IEEE Transactions on 61 (3), 845 - 847, 2012 | 25 | 2012 |