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Research Output 2010 2019

Sampled-data adaptive observer for state-affine systems with uncertain output equation

Ahmed-Ali, T., Tiels, K., Schoukens, M. & Giri, F., 1 May 2019, In : Automatica. 103, p. 96-105 10 p.

Research output: Contribution to journalArticleAcademicpeer-review

Sampling
Observability
Nonlinear systems
Trajectories
2018

Combining experiments for linear dynamic network identification in the presence of nonlinearities

Schoukens, M., Noël, J. P. & van den Hof, P. M. J., 13 Nov 2018, In : Journal of Physics: Conference Series. 1065, 21, 5 p., 212026

Research output: Contribution to journalConference articleAcademicpeer-review

Open Access
File
nonlinearity
estimates
approximation
2 Citations (Scopus)

Comparison of least squares and exponential sine sweep methods for Parallel Hammerstein Models estimation

Rebillat, M. & Schoukens, M., 1 May 2018, In : Mechanical Systems and Signal Processing. 104, p. 851-865 15 p.

Research output: Contribution to journalArticleAcademicpeer-review

Impulse response
Nonlinear systems
Signal to noise ratio
Costs

Detecting nonlinear modules in a dynamic network: a step-by-step procedure

Schoukens, M. & Van den Hof, P. M. J., 1 Jan 2018, In : IFAC-PapersOnLine. 51, 15, p. 593-597 5 p.

Research output: Contribution to journalConference articleAcademicpeer-review

Open Access
File
Large scale systems
Dynamical systems

From nonlinear identification to Linear Parameter Varying models: Benchmark Examples

Schoukens, M. & Tóth, R., 8 Oct 2018, In : IFAC-PapersOnLine. 51, 15, p. 419-424 6 p.

Research output: Contribution to journalConference articleAcademicpeer-review

Open Access
Identification (control systems)
Nonlinear systems
Scheduling
Factorization

Linear parameter varying representation of a class of MIMO nonlinear systems

Schoukens, M. & Tóth, R., 1 Jan 2018, In : IFAC-PapersOnLine. 51, 26, p. 94-99 6 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
Nonlinear systems
Scheduling
Factorization
Nonlinear feedback
Identification (control systems)

Locating nonlinearity in mechanical systems: a dynamic network perspective

Noël, J. P., Schoukens, M. & Van Den Hof, P. M. J., 7 Jun 2018, Nonlinear Dynamics, Volume 1: Proceedings of the 36th IMAC, A Conference and Exposition on Structural Dynamics 2018. Kerschen, G. (ed.). Springer, p. 363-367 (Conference Proceedings of the Society for Experimental Mechanics Series)

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademic

Open Access
File
Network dynamics
Nonlinearity
2 Citations (Scopus)

Modeling the nonlinear cortical response in EEG evoked by wrist joint manipulation

Vlaar, M. P., Birpoutsoukis, G., Lataire, J., Schoukens, M., Schouten, A. C., Schoukens, J. & van der Helm, F. C. T., Jan 2018, In : IEEE Transactions on Neural Systems and Rehabilitation Engineering. 26, 1, p. 205-215

Research output: Contribution to journalArticleAcademicpeer-review

Nonlinearities of an aircraft piccolo tube: Identification and modeling

Dossogne, T., Trillet, P., Schoukens, M., Bernay, B., Noël, J. P. & Kerschen, G., 31 Jul 2018, Model Validation and Uncertainty Quantification - Proceedings of the 36th IMAC, A Conference and Exposition on Structural Dynamics 2018: Proceedings of the 36th IMAC, A Conference and Exposition on Structural Dynamics 2018. Barthorpe, R. (ed.). Cham: Springer, Vol. 3, p. 57-59 3 p. (Conference Proceedings of the Society for Experimental Mechanics Series )

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Aircraft
Control nonlinearities
Parameter estimation
Thermal expansion
Identification (control systems)
2 Citations (Scopus)

Nonparametric data-driven modeling of linear systems: estimating the frequency response and impulse response function

Schoukens, J., Godfrey, K. & Schoukens, M., Jul 2018, In : Control Systems, IEEE. 38, 4, p. 49-88

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File

On the simulation of polynomial NARMAX models

Khandelwal, D., Schoukens, M. & Toth, R., 2018, 2018 IEEE Conference on Decision and Control (CDC) . PIscataway: Institute of Electrical and Electronics Engineers, p. 1445-1450 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Stochastic models
Statistical Models
Identification (control systems)
Polynomials

Sampled-data based state and parameter estimation for state-affine systems with uncertain output equation

Ahmed-Ali, T., Tiels, K., Schoukens, M. & Giri, F., 8 Oct 2018, In : IFAC-PapersOnLine. 51, 15, p. 491-496 6 p.

Research output: Contribution to journalConference articleAcademicpeer-review

Open Access
State estimation
Parameter estimation
Sampling
Observability
Nonlinear systems
2017

Block-oriented identification using the best linear approximation: benefits and drawbacks

Schoukens, M., 30 Jan 2017, Proceedings of the 24th PhD Mini-Symposium of the Department of Measurement and Information Systems, Budapest University of Technology and Economics. Budapest, p. 74-77 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Model structures
Nonlinear systems
Identification (control systems)

Coupled electric drives data set and reference models

Wigren, T. & Schoukens, M., Nov 2017, Uppsala University Sweden. 11 p. (Technical Report Uppsala Universitet; vol. 2017, no. 024)

Research output: Book/ReportReportAcademic

Open Access
File
Electric drives
Model structures
Identification (control systems)
1 Citation (Scopus)

Discrete time approximation of continuous time nonlinear state space models

Schoukens, J., Relan, R. & Schoukens, M., 1 Jul 2017, 20th IFAC World Congress. Toulouse, France, 9-14 July 2017. Proceedings. Dochain, D., Henrion, D. & Peaucelle, D. (eds.). IFAC, p. 8339-8346 8 p. (IFAC-PapersOnLine; vol. 50, no. 1)

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Nonlinear systems
Identification (control systems)
Closed loop systems
Signal processing
Costs
2 Citations (Scopus)

Evolutionary identification of block-structured systems

Schoukens, M. & Worden, K., 2017, Dynamics of Coupled Structures, Vol. 4. Proceedings of the 35th IMAC, a Conference and Exposition on Structural Dynamics 2017. Allen, M. S., Mayes, R. & Rixen, D. J. (eds.). Cham: Springer, p. 359-366 8 p. (Conference Proceedings of the Society for Experimental Mechanics Series)

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademic

Experimental identification of an aircraft piccolo tube exhibiting nonsmooth nonlinearities

Dossogne, T., Schoukens, M., Bernay, B., Noël, J. M. M. G. & Kerschen, G., Jun 2017, Proceedings of the 9th European Nonlinear Oscillations Conference (ENOC). Stépán, G. & Csernák, G. (eds.). Budapest, 2 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademic

Vibration analysis
Thermal expansion
Titanium
Pipe
Aircraft

F-16 aircraft benchmark based on ground vibration test data

Noël, J-P. & Schoukens, M., Apr 2017, Workshop on Nonlinear System Identification Benchmarks. Brussels, Belgium, p. 19-23

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademic

Open Access
File
Aircraft
Military bases
Nonlinear distortion
Structural dynamics
Mountings
11 Citations (Scopus)

Filter-based regularisation for impulse response modelling

Marconato, A., Schoukens, M. & Schoukens, J., 20 Jan 2017, In : IET Control Theory and Applications. 11, 2, p. 194-204 11 p.

Research output: Contribution to journalArticleAcademicpeer-review

Impulse Response
Covariance matrix
Impulse response
Cost functions
Linear systems
19 Citations (Scopus)

Identification of block-oriented nonlinear systems starting from linear approximations: a survey

Schoukens, M. & Tiels, K., Nov 2017, In : Automatica. 85, p. 272-292

Research output: Contribution to journalArticleAcademicpeer-review

4 Citations (Scopus)

Obtaining the preinverse of a power amplifier using iterative learning control

Schoukens, M., Hammenecker, J. & Cooman, A., 1 Nov 2017, In : IEEE Transactions on Microwave Theory and Techniques. 65, 11, p. 4266-4273 8 p., 7913708

Research output: Contribution to journalArticleAcademicpeer-review

power amplifiers
Power amplifiers
learning
system identification
power efficiency
5 Citations (Scopus)

Structure detection of Wiener-Hammerstein systems with process noise

Zhang, E., Schoukens, M. & Schoukens, J., 1 Mar 2017, In : IEEE Transactions on Instrumentation and Measurement. 66, 3, p. 569-576 8 p., 7828033

Research output: Contribution to journalArticleAcademicpeer-review

nonlinearity
Identification (control systems)
disturbances
saturation
output
7 Citations (Scopus)

Three benchmarks addressing open challenges in nonlinear system identification

Schoukens, M. & Noël, J. P., 1 Jul 2017, In : IFAC-PapersOnLine. 50, 1, p. 446-451 6 p.

Research output: Contribution to journalConference articleAcademicpeer-review

Open Access
Nonlinear systems
Identification (control systems)
1 Citation (Scopus)

Tuning the hyperparameters of the filter-based regularization method for impulse response estimation

Marconato, A. & Schoukens, M., 2017, In : IFAC-PapersOnLine. p. 12841-12846

Research output: Contribution to journalConference articleAcademicpeer-review

Open Access
2016

Cascaded tanks benchmark combining soft and hard nonlinearities

Schoukens, M., Mattsson, P., Wigren, T. & Noël, J. M. M. G., Apr 2016, Workshop on Nonlinear System Identification Benchmarks : April 25-27, 2016, Brussels, Belgium. Brussels, Belgium, p. 20-23

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademic

Nonlinear systems
1 Citation (Scopus)

Filter interpretation of regularized impulse response modeling

Marconato, A., Schoukens, M. & Schoukens, J., 2016, 2016 European Control Conference (ECC), June 29-July 1, 2016, Aalborg, Denmark. Piscataway: Institute of Electrical and Electronics Engineers, p. 1655-1660 6 p. 7810528

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Impulse Response
Covariance matrix
Impulse response
Cost functions
Linear systems

Hysteretic benchmark with a dynamic nonlinearity

Noël, J. P. & Schoukens, M., Apr 2016, Workshop on Nonlinear System Identification Benchmark: April 11-13, 2016, Liege, Belgium. Brussels, Belgium, p. 7-14 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademic

Control nonlinearities
Hysteresis
Nonlinear systems
Electromagnetism
Ecology

Wiener-Hammerstein benchmark with process noise

Schoukens, M. & Noël, J. M. M. G., Apr 2016, Workshop on Nonlinear System Identification Benchmarks : April 25-27, 2016, Brussels, Belgium. Brussels, Belgium, p. 15-19 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademic

Additive noise
Networks (circuits)
2015
7 Citations (Scopus)

Decoupling static nonlinearities in a parallel Wiener-Hammerstein system: a first-order approach

Dreesen, P., Schoukens, M., Tiels, K. & Schoukens, J., 1 Jan 2015, I²MTC 2015 IEEE International Instrumentation and Measurement Technology Conference : proceedings : The "Measurable" of Tomorrow : Providing a Better Perspective on Complex Systems : Palazzo dei Congresi, May 11-14, 2015, Pisa Italy . Ferrero, A. (ed.). Piscataway: Institute of Electrical and Electronics Engineers, 6 p. 7151404

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Linear transformations
Jacobian matrices
Polynomials
Signal analysis
Tensors
8 Citations (Scopus)

Initial estimates for Wiener-Hammerstein models using phase-coupled multisines

Tiels, K., Schoukens, M. & Schoukens, J., 1 Jan 2015, In : Automatica. 60, p. 201-209 9 p.

Research output: Contribution to journalArticleAcademicpeer-review

Poles and zeros
Transfer functions
Nonlinear systems
16 Citations (Scopus)

Parametric identification of parallel Wiener-Hammerstein systems

Schoukens, M., Marconato, A., Pintelon, R., Vandersteen, G. & Rolain, Y., 1 Jan 2015, In : Automatica. 51, p. 111-122 12 p.

Research output: Contribution to journalArticleAcademicpeer-review

14 Citations (Scopus)

Structure discrimination in block-oriented models using linear approximations: A theoretic framework

Schoukens, J., Pintelon, R., Rolain, Y., Schoukens, M., Tiels, K., Vanbeylen, L., Van Mulders, A. & Vandersteen, G., 1 Jan 2015, In : Automatica. 53, p. 225-234 10 p.

Research output: Contribution to journalArticleAcademicpeer-review

Nonlinear systems
Poles and zeros
2014
5 Citations (Scopus)

Comparison of several data-driven non-linear system identification methods on a simplified glucoregulatory system example

Marconato, A., Schoukens, M., Tiels, K., Widanage, W. D., Abu-Rmileh, A. & Schoukens, J., 1 Jan 2014, In : IET Control Theory and Applications. 8, 17, p. 1921-1930 10 p.

Research output: Contribution to journalArticleAcademicpeer-review

Nonlinear System Identification
Glucose
Data-driven
Nonlinear Model
Nonlinear systems
8 Citations (Scopus)

Fast identification of Wiener-Hammerstein systems using discrete optimisation

Schoukens, M., Vandersteen, G., Rolain, Y. & Ferranti, F., 1 Jan 2014, In : Electronics Letters. 50, 25, p. 1942-1944 3 p.

Research output: Contribution to journalArticleAcademicpeer-review

Genetic algorithms
Costs
3 Citations (Scopus)

Generating initial estimates for Wiener-Hammerstein systems using phase coupled multisines

Schoukens, J., Tiels, K. & Schoukens, M., 1 Jan 2014, 19th IFAC World Congress IFAC 2014, Proceedings. 3 ed. IFAC Secretariat, Vol. 47, p. 499-504 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Poles and zeros
Transfer functions
Linear systems
Identification (control systems)
Nonlinear systems
2 Citations (Scopus)

Generation of initial estimates for Wiener-Hammerstein models via basis function expansions

Tiels, K., Schoukens, M. & Schoukens, J., 1 Jan 2014, 19th IFAC World Congress IFAC 2014, Proceedings. 3 ed. IFAC Secretariat, Vol. 47, p. 481-486 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Transfer functions
Nonlinear systems
Poles
Dynamical systems
Polynomials
8 Citations (Scopus)

Identification of parallel Wiener-Hammerstein systems with a decoupled static nonlinearity

Schoukens, M., Tiels, K., Ishteva, M. & Schoukens, J., 1 Jan 2014, 19th IFAC World Congress IFAC 2014, Proceedings. IFAC Secretariat, Vol. 19, p. 505-510 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Tensors
Nonlinear systems
Identification (control systems)
Decomposition
34 Citations (Scopus)

Identification of Wiener-Hammerstein systems by a nonparametric separation of the best linear approximation

Schoukens, M., Pintelon, R. & Rolain, Y., 1 Feb 2014, In : Automatica. 50, 2, p. 628-634 7 p.

Research output: Contribution to journalArticleAcademicpeer-review

Phase shift
6 Citations (Scopus)

System identification in a real world

Schoukens, J., Marconato, A., Pintelon, R., Rolain, Y., Schoukens, M., Tiels, K., Vanbeylen, L., Vandersteen, G. & Van Mulders, A., 1 Jan 2014, 2014 IEEE 13th International Workshop on Advanced Motion Control, AMC 2014. Institute of Electrical and Electronics Engineers, p. 1-9 9 p. 6823250

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

System Identification
Nonlinear Model
Identification (control systems)
Nonlinear Distortion
Nonlinear distortion
2013
12 Citations (Scopus)

An identification algorithm for parallel Wiener-Hammerstein systems

Schoukens, M., Vandersteen, G. & Rolain, Y., 1 Jan 2013, 2013 IEEE 52nd Annual Conference on Decision and Control, CDC 2013. Institute of Electrical and Electronics Engineers, p. 4907-4912 6 p. 6760659

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Hammerstein Model
Wiener Model
Linear Time
Branch
Linear Estimator
2 Citations (Scopus)

Combining the best linear approximation and dimension reduction to identify the linear blocks of parallel Wiener systems

Schoukens, M., Lyzell, C. & Enqvist, M., 22 Oct 2013, 11th IFAC International Workshop on Adaptation and Learning in Control and Signal Processing, ALCOSP 2013. Amsterdam: Elsevier, p. 372-377 6 p. (IFAC Proceedings Volumes; vol. 46, no. 11)

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Nonlinear systems
11 Citations (Scopus)

Study of the effective number of parameters in nonlinear identification benchmarks

Marconato, A., Schoukens, M., Rolain, Y. & Schoukens, J. F. M., 1 Jan 2013, 2013 IEEE 52nd Annual Conference on Decision and Control, CDC 2013. Institute of Electrical and Electronics Engineers, p. 4308-4313 6 p. 6760552

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Nonlinear Identification
Model Complexity
Benchmark
Reduced Rank
Nonlinear Model

Vector network analysis for nonlinear systems

Rolain, Y., Vandersteen, G. & Schoukens, M., 2013, Modern RF and Microwave Measurement Techniques. Teppati, V., Ferrero, A. & Sayed, M. (eds.). Cambridge University Press, p. 309-344 36 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Electric network analysis
Nonlinear systems
Electric network analyzers
Education
Microwaves
2012
10 Citations (Scopus)

Cross-term elimination in parallel wiener systems using a linear input transformation

Schoukens, M. & Rolain, Y., 1 Mar 2012, In : IEEE Transactions on Instrumentation and Measurement. 61, 3, p. 845-847 3 p., 6126025

Research output: Contribution to journalArticleAcademicpeer-review

elimination
polynomials
Polynomials
Tensors
tensors
10 Citations (Scopus)

Identification of hammerstein-wiener systems

Schoukens, M., Bai, E. W. & Rolain, Y., 9 Oct 2012, SYSID 2012 - 16th IFAC Symposium on System Identification. PART 1 ed. Vol. 16, p. 274-279 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Parallel Wiener identification starting from linearized models

Schoukens, M. & Rolain, Y., 30 Jul 2012, 2012 IEEE I2MTC - International Instrumentation and Measurement Technology Conference, Proceedings. IEEE Press, p. 1411-1415 5 p. 6229199

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Identification (control systems)
21 Citations (Scopus)

Parametric identification of parallel wiener systems

Schoukens, M. & Rolain, Y., 8 May 2012, In : IEEE Transactions on Instrumentation and Measurement. 61, 10, p. 2825-2832 8 p., 6193431

Research output: Contribution to journalArticleAcademicpeer-review

Rational functions
Frequency response
nonlinearity
rational functions
estimates
12 Citations (Scopus)

Synchronizing modulated NVNA measurements on a dense spectral grid

Rolain, Y., Schoukens, M., Pintelon, R. & Vandersteen, G., 29 Oct 2012, 79th ARFTG Microwave Measurement Conference: Non-Linear Measurement Systems, ARFTG 2012. 6291178

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

2011
42 Citations (Scopus)

Parametric identification of parallel Hammerstein systems

Schoukens, M., Pintelon, R. & Rolain, Y., 1 Dec 2011, In : IEEE Transactions on Instrumentation and Measurement. 60, 12, p. 3931-3938 8 p., 5756231

Research output: Contribution to journalArticleAcademicpeer-review

Rational functions
nonlinearity
Frequency response
Dynamical systems
estimates