A publication list with download links can be found below. Also check out my Google Scholar profile.


@Article{Zhang2017,
  author  = {Zhang, E. and Schoukens, M. and Schoukens, J.},
  title   = {{Structure Detection of Wiener-Hammerstein Systems With Process Noise}},
  journal = {IEEE Transactions on Instrumentation and Measurement},
  year    = {2017},
  volume  = {66},
  number  = {3},
  pages   = {569-576},
  url     = {http://ieeexplore.ieee.org/document/7828033/},
}

@TechReport{Wigren2017,
  author      = {Wigren, T. and Schoukens, M.},
  title       = {Coupled Electric Drives Data Set and Reference Models},
  institution = {Department of Information Technology, Uppsala University},
  year        = {2017},
  type        = {Technical Report},
  number      = {2017-024},
  address     = {Uppsala, Sweden},
  month       = nov,
  note        = {The data set can be downloaded from \url{http://www.it.uu.se/research/publications/reports/2017-024/CoupledElectricDrivesDataSetAndReferenceModels.zip}.},
  department  = {Division of Systems and Control},
  pages       = {11},
  url         = {http://www.it.uu.se/research/publications/reports/2017-024/},
}

@Article{Tiels2015,
  author  = {Tiels, K. and Schoukens, M. and Schoukens, J.},
  title   = {{Initial estimates for Wiener-Hammerstein models using phase-coupled multisines}},
  journal = {Automatica},
  year    = {2015},
  volume  = {60},
  pages   = {201-209},
  url     = {https://www.sciencedirect.com/science/article/pii/S0005109815003052},
}

@InProceedings{Tiels2014a,
  author    = {Tiels, K. and Schoukens, M. and Schoukens, J.},
  title     = {{Generation of Initial Estimates for Wiener-Hammerstein Models via Basis Function Expansions}},
  booktitle = {19th World Congress of the International Federation of Automatic Control},
  year      = {2014},
  pages     = {481-486},
  address   = {Cape Town, South Africa},
  month     = {August},
  url       = {https://www.sciencedirect.com/science/article/pii/S1474667016416605},
}

@InProceedings{SchoukensM2017d,
  author    = {Schoukens, M. and Noël, J.P.},
  title     = {Three Benchmarks Addressing Open Challenges in Nonlinear System Identification},
  booktitle = {20th World Congress of the International Federation of Automatic Control},
  year      = {2017},
  pages     = {446-451},
  address   = {Toulouse, France},
  month     = jul,
  url       = {https://www.sciencedirect.com/science/article/pii/S2405896317300915},
}

@InProceedings{SchoukensM2017c,
  author    = {Schoukens, M.},
  title     = {{Block-Oriented Identification using the Best Linear Approximation: Benefits and Drawbacks}},
  booktitle = {24th DMIS Minisymposium},
  year      = {2017},
  pages     = {74-77},
  address   = {Budapest, Hungary},
  month     = jan,
  url       = {https://zenodo.org/record/291905/files/schoukens.pdf},
}

@Article{SchoukensM2017b,
  author  = {Schoukens, M. and Tiels, K.},
  title   = {Identification of block-oriented nonlinear systems starting from linear approximations: A survey},
  journal = {Automatica},
  year    = {2017},
  volume  = {85},
  pages   = {272-292},
  url     = {https://www.sciencedirect.com/science/article/pii/S0005109817303990},
}

@TechReport{SchoukensM2018,
  author      = {Schoukens, M. and Pintelon, R. and Dobrowiecki, T. and Schoukens, J.},
  title       = {{Extending the Best Linear Approximation Framework to the Process Noise Case}},
  institution = {arXiv},
  year        = {2018},
  month       = apr,
  journal     = {arXiv preprint},
  pages       = {1-10},
  url         = {https://arxiv.org/abs/1804.07510},
  volume      = {under review},
}

@InProceedings{SchoukensM2016b,
  author    = {Schoukens, M. and Mattsson, P. and Wigren, T. and Noël, J.P.},
  title     = {{Cascaded tanks benchmark combining soft and hard nonlinearities}},
  booktitle = {Workshop on Nonlinear System Identification Benchmarks},
  year      = {2016},
  pages     = {20-23},
  address   = {Brussels, Belgium},
  month     = {April},
  url       = {http://nonlinearbenchmark.org/FILES/BENCHMARKS/CASCADEDTANKS/TanksBenchmark.pdf},
}

@InProceedings{SchoukensM2016a,
  author    = {Schoukens, M. and Noël, J.P.},
  title     = {{Wiener-Hammerstein benchmark with process noise}},
  booktitle = {Workshop on Nonlinear System Identification Benchmarks},
  year      = {2016},
  pages     = {15-19},
  address   = {Brussels, Belgium},
  month     = {April},
  url       = {http://www.nonlinearbenchmark.org/FILES/BENCHMARKS/WIENERHAMMERSTEINPROCESS/WienerHammBenchmark.pdf},
}

@PhdThesis{SchoukensM2015c,
  author       = {Schoukens, M.},
  title        = {{Identification of Parallel Block-Oriented Models starting from the Best Linear Approximation}},
  school       = {{Vrije Universiteit Brussel, Belgium}},
  year         = {2015},
  type         = {{Ph.D.} dissertation},
  address      = {Brussels, Belgium},
  month        = {March},
  organization = {{ELEC Dept.}},
  url          = {http://vubirelec.be/file/428/download?token=kB96--oq},
}

@Article{SchoukensM2015a,
  author  = {Schoukens, M. and Marconato, A. and Pintelon, R. and Vandersteen, G. and Rolain, Y.},
  title   = {{Parametric identification of parallel Wiener-Hammerstein systems}},
  journal = {Automatica},
  year    = {2015},
  volume  = {51},
  number  = {1},
  pages   = {111 - 122},
  url     = {https://www.sciencedirect.com/science/article/pii/S0005109814004865},
}

@Article{SchoukensM2014b,
  author  = {Schoukens, M. and Vandersteen, G. and Rolain, Y. and Ferranti, F.},
  title   = {{Fast Identification of Wiener-Hammerstein Systems using Discrete Optimization}},
  journal = {IET Electronics Letters},
  year    = {2014},
  volume  = {50},
  number  = {25},
  pages   = {1942-1944},
  url     = {http://ieeexplore.ieee.org/document/6975682/},
}

@InProceedings{SchoukensM2014a,
  author    = {Schoukens, M. and Tiels, K. and Ishteva, L. and Schoukens, J.},
  title     = {{Identification of parallel Wiener-Hammerstein systems with a decoupled static nonlinearity}},
  booktitle = {19th World Congress of the International Federation of Automatic Control},
  year      = {2014},
  pages     = {505-510},
  address   = {Cape Town, South Africa},
  month     = {Aug.},
  url       = {https://www.sciencedirect.com/science/article/pii/S1474667016416642},
}

@Article{SchoukensM2014,
  author  = {Schoukens, M. and Pintelon, R. and Rolain, Y.},
  title   = {{Identification of Wiener-Hammerstein systems by a nonparametric separation of the best linear approximation}},
  journal = {Automatica},
  year    = {2014},
  volume  = {50},
  number  = {2},
  pages   = {628-634},
  url     = {https://www.sciencedirect.com/science/article/pii/S0005109813005864},
}

@InProceedings{SchoukensM2013b,
  author    = {Schoukens, M. and Vandersteen, G. and Rolain, Y.},
  title     = {{An identification algorithm for parallel Wiener-Hammerstein systems}},
  booktitle = {52nd IEEE Conference on Decision and Control (CDC)},
  year      = {2013},
  pages     = {4907-4912},
  address   = {Florence, Italy},
  month     = {Dec.},
  url       = {http://ieeexplore.ieee.org/document/6760659/},
}

@InProceedings{SchoukensM2013a,
  author    = {Schoukens, M. and Lyzell, C. and Enqvist, M.},
  title     = {{Combining the best linear approximation and dimension reduction to identify the linear blocks of parallel Wiener systems}},
  booktitle = {11th IFAC International Workshop on Adaptation and Learning in Control and Signal Processing (ALCOSP)},
  year      = {2013},
  pages     = {372-377},
  address   = {Caen, France},
  month     = {July},
  url       = {http://www.sciencedirect.com/science/article/pii/S147466701632972X},
}

@InProceedings{SchoukensM2012d,
  author    = {Schoukens, M. and Rolain, Y.},
  title     = {{Parallel Wiener identification starting from linearized models}},
  booktitle = {IEEE International Instrumentation and Measurement Technology Conference (I2MTC)},
  year      = {2012},
  pages     = {1411-1415},
  month     = {May},
  url       = {http://ieeexplore.ieee.org/document/6229199/},
}

@Article{SchoukensM2012b,
  author  = {Schoukens, M. and Rolain, Y.},
  title   = {{Parametric Identification of Parallel Wiener Systems}},
  journal = {IEEE Transactions on Instrumentation and Measurement},
  year    = {2012},
  volume  = {61},
  number  = {10},
  pages   = {2825-2832},
  url     = {http://ieeexplore.ieee.org/document/6193431/},
}

@Article{SchoukensM2012a,
  author  = {Schoukens, M. and Rolain, Y.},
  title   = {{Cross-term elimination in parallel Wiener systems using a linear input transformation}},
  journal = {IEEE Transactions on Instrumentation and Measurement},
  year    = {2012},
  volume  = {61},
  number  = {3},
  pages   = {845-847},
  url     = {http://ieeexplore.ieee.org/document/6126025/},
}

@InProceedings{SchoukensM2012,
  author    = {Schoukens, M. and Bai, E.W. and Rolain, Y.},
  title     = {{Identification of Hammerstein-Wiener Systems}},
  booktitle = {16th IFAC Symposium on System Identification},
  year      = {2012},
  pages     = {274-279},
  address   = {Brussels, Belgium},
  month     = {Jul.},
  url       = {http://www.sciencedirect.com/science/article/pii/S1474667015379635},
}

@InProceedings{SchoukensM2011a,
  author    = {Schoukens, M. and Rolain, Y.},
  title     = {{Parametric MIMO parallel Wiener Identification}},
  booktitle = {50th IEEE Conference on Decision and Control and European Control Conference (CDC-ECC)},
  year      = {2011},
  pages     = {5100-5105},
  address   = {Orlando, Florida, USA},
  month     = {Dec. 12-15},
  url       = {http://ieeexplore.ieee.org/document/6160230/},
}

@Article{SchoukensM2011,
  author  = {Schoukens, M. and Pintelon, R. and Rolain, Y.},
  title   = {{Parametric Identification of Parallel Hammerstein Systems}},
  journal = {IEEE Transactions on Instrumentation and Measurement},
  year    = {2011},
  volume  = {60},
  number  = {12},
  pages   = {3931-3938},
  url     = {http://ieeexplore.ieee.org/document/5756231/},
}

@InProceedings{SchoukensM2010,
  author    = {Schoukens, M. and Rolain, Y. and Pintelon, R. and Schoukens, J.},
  title     = {{Semi-parametric identification of parallel Hammerstein systems}},
  booktitle = {UKACC International Conference on CONTROL},
  year      = {2010},
  pages     = {937-942},
  address   = {{Coventry, UK}},
  month     = {Sept. 07-10},
  url       = {http://ieeexplore.ieee.org/document/6490865/},
}

@Article{Schoukens2015,
  author  = {Schoukens, J. and Pintelon, R. and Rolain, Y. and Schoukens, M. and Tiels, K. and Vanbeylen, L. and {Van Mulders}, A. and Vandersteen, G.},
  title   = {{Structure discrimination in block-oriented models using linear approximations: A theoretic framework}},
  journal = {Automatica},
  year    = {2015},
  volume  = {53},
  pages   = {225-234},
  url     = {https://www.sciencedirect.com/science/article/pii/S0005109814006244},
}

@InProceedings{Schoukens2014,
  author    = {Schoukens, J. and Tiels, K. and Schoukens, M.},
  title     = {{Generating initial estimates for Wiener-Hammerstein systems using phase coupled multisines}},
  booktitle = {19th World Congress of the International Federation of Automatic Control},
  year      = {2014},
  pages     = {499-504},
  address   = {Cape Town, South Africa},
  month     = {August},
  url       = {http://www.sciencedirect.com/science/article/pii/S1474667016416630},
}

@InProceedings{Noel2017,
  author    = {Noël, J.P. and Schoukens, M.},
  title     = {F-16 aircraft benchmark based on ground vibration test data},
  booktitle = {Workshop on Nonlinear System Identification Benchmarks},
  year      = {2017},
  pages     = {19-23},
  address   = {Brussels, Belgium},
  month     = {April},
  url       = {http://www.nonlinearbenchmark.org/FILES/BENCHMARKS/F16/F16Benchmark.pdf},
}

@InProceedings{Noel2016,
  author    = {Noël, J.P. and Schoukens, M.},
  title     = {{Hysteretic benchmark with a dynamic nonlinearity}},
  booktitle = {Workshop on Nonlinear System Identification Benchmarks},
  year      = {2016},
  pages     = {7-14},
  address   = {Brussels, Belgium},
  month     = {April},
  url       = {http://www.nonlinearbenchmark.org/FILES/BENCHMARKS/BOUCWEN/BoucWenBenchmark.pdf},
}

@Article{Marconato2017,
  author  = {A. Marconato and M. Schoukens and J. Schoukens},
  title   = {Filter-based regularisation for impulse response modelling},
  journal = {IET Control Theory \& Applications},
  year    = {2017},
  volume  = {11},
  number  = {2},
  pages   = {194-204},
  month   = {January},
  url     = {http://ieeexplore.ieee.org/document/7811342/},
}

@InProceedings{Marconato2016,
  author    = {A. Marconato and M. Schoukens and J. Schoukens},
  title     = {Filter Interpretation of Regularized Impulse Response Modeling},
  booktitle = {2016 European Control Conference (ECC)},
  year      = {2016},
  pages     = {1655-1660},
  address   = {Aalborg, Denmark},
  month     = {June},
  url       = {http://ieeexplore.ieee.org/document/7810528/},
}

@Article{Marconato2014,
  author  = {Marconato, A. and Schoukens, M. and Tiels, K. and Widanage, W. and Abu-Rmileh, A. and Schoukens, J.},
  title   = {Comparison of several data-driven non-linear system identification methods on a simplified glucoregulatory system example},
  journal = {IET Control Theory and Applications},
  year    = {2014},
  volume  = {8},
  number  = {17},
  pages   = {1921-1930},
  url     = {http://ieeexplore.ieee.org/document/6969752/},
}

@InProceedings{Marconato2013,
  author    = {Marconato, A. and Schoukens, M. and Rolain, Y. and Schoukens, J.},
  title     = {Study of the effective number of parameters in nonlinear identification benchmarks},
  booktitle = {52nd IEEE Conference on Decision and Control},
  year      = {2013},
  pages     = {4308-4313},
  address   = {Florence, Italy},
  month     = {Dec.},
  url       = {http://ieeexplore.ieee.org/document/6760552/},
}

@InProceedings{Dreesen2015,
  author    = {Dreesen, P. and Schoukens, M. and Tiels, K. and Schoukens, J.},
  title     = {{Decoupling Static Nonlinearities in a Parallel Wiener-Hammerstein System: A First-order Approach}},
  booktitle = {IEEE International Instrumentation and Measurement Technology Conference (I2MTC)},
  year      = {2015},
  pages     = {987-992},
  address   = {Pisa, Italy},
  month     = {May},
  url       = {http://ieeexplore.ieee.org/document/7151404/},
}

@InBook{Rolain2013,
  chapter   = {Vector network analysis for nonlinear systems},
  pages     = {309-344},
  title     = {Modern RF and Microwave Measurement Techniques},
  publisher = {Cambridge University Press},
  year      = {2013},
  author    = {Rolain, Y. and Vandersteen, G. and Schoukens, M.},
  editor    = {Ferrero, A. and Sayed, M. and Teppati, V.},
  series    = {The Cambridge RF and Microwave Engineering Series},
  url       = {https://www.cambridge.org/core/books/modern-rf-and-microwave-measurement-techniques/vector-network-analysis-for-nonlinear-systems/E295373D02B2EE00AB26E30D3B25B257},
}

@Article{Rebillat2018,
  author  = {Rebillat, M. and Schoukens, M.},
  title   = {Comparison of least squares and exponential sine sweep methods for Parallel Hammerstein Models estimation},
  journal = {Mechanical Systems and Signal Processing},
  year    = {2018},
  volume  = {104},
  pages   = {851-865},
  url     = {http://www.sciencedirect.com/science/article/pii/S0888327017305976},
}

@InProceedings{Schoukens2017,
  author    = {Schoukens, J. and Relan, R. and Schoukens, M.},
  title     = {Discrete Time Approximation of Continuous Time Nonlinear State Space Models},
  booktitle = {20th World Congress of the International Federation of Automatic Control},
  year      = {2017},
  pages     = {8339-8346},
  address   = {Toulouse, France},
  month     = jul,
  url       = {https://www.sciencedirect.com/science/article/pii/S2405896317321456},
}

@InProceedings{Marconato2017a,
  author    = {Marconato, A. and Schoukens, M.},
  title     = {Tuning the hyperparameters of the filter-based regularization method for impulse response estimation},
  booktitle = {20th World Congress of the International Federation of Automatic Control},
  year      = {2017},
  pages     = {12841-12846},
  address   = {Toulouse, France},
  month     = jul,
  url       = {https://www.sciencedirect.com/science/article/pii/S2405896317325636},
}

@Article{Vlaar2018,
  author  = {Vlaar, M.P. and Birpoutsoukis, G. and Lataire, J. and Schoukens, M. and Schouten, A.C. and Schoukens, J. and {van der Helm}, F.C.T.},
  title   = {Modeling the Nonlinear Cortical Response in EEG Evoked by Wrist Joint Manipulation},
  journal = {IEEE Transactions on Neural Systems and Rehabilitation Engineering},
  year    = {2018},
  volume  = {26},
  number  = {1},
  pages   = {205-215},
  url     = {http://ieeexplore.ieee.org/abstract/document/8036235/},
}

@InProceedings{Dossogne2017,
  author    = {Dossogne, T. and Schoukens, M. and Bernay,B. and Noël, J.P. and Kerschen, G.},
  title     = {Experimental Identification of an Aircraft Piccolo Tube Exhibiting Nonsmooth Nonlinearities},
  booktitle = {9th European Nonlinear Dynamics Conference},
  year      = {2017},
  pages     = {2},
  address   = {Budapest, Hungary},
  month     = jun,
  url       = {http://congressline.hu/enoc2017/abstracts/457.pdf},
}

@Article{SchoukensM2017e,
  author  = {Schoukens, M. and Hammenecker, J. and Cooman, A.},
  title   = {Obtaining the Preinverse of a Power Amplifier Using Iterative Learning Control},
  journal = {IEEE Transactions on Microwave Theory and Techniques},
  year    = {2017},
  volume  = {65},
  number  = {11},
  pages   = {4266-4273},
  url     = {http://ieeexplore.ieee.org/abstract/document/7913708/},
}

@InProceedings{SchoukensM2017f,
  author    = {Schoukens, M. and Worden, K.},
  title     = {Evolutionary Identification of Block-Structured Systems},
  booktitle = {Proceedings of the International Modal Analysis Conference (IMAC)},
  year      = {2017},
  pages     = {359-366},
  url       = {https://link.springer.com/chapter/10.1007/978-3-319-54930-9_31},
}

@Article{Schoukens2018a,
  author  = {Schoukens, J. and Godfrey, K. and Schoukens, M.},
  title   = {Nonparametric Data-Driven Modeling of Linear Systems: Estimating the Frequency Response and Impulse Response Function},
  journal = {IEEE Control Systems Magazine},
  year    = {2018},
  volume  = {38},
  number  = {4},
  pages   = {49-88},
  month   = aug,
  url     = {https://ieeexplore.ieee.org/document/8412623/},
}

@InProceedings{SchoukensM2018a,
  author    = {Schoukens, M. and Tòth, R.},
  title     = {From Nonlinear Identication to Linear Parameter Varying Models: Benchmark Examples},
  booktitle = {18th IFAC Symposium on System Identification},
  year      = {2018},
  pages     = {1-6},
  address   = {Stockholm, Sweden},
  month     = jun,
  url       = {https://maarten.schoukens.eu/FILES/PAPERS/SYSID2018b.pdf},
}

@InProceedings{SchoukensM2018b,
  author    = {Schoukens, M. and {Van den Hof}, P.M.J},
  title     = {Detecting Nonlinear Modules in a Dynamic Network: A Step-by-Step Procedure},
  booktitle = {18th IFAC Symposium on System Identification},
  year      = {2018},
  pages     = {593-597},
  address   = {Stockholm, Sweden},
  month     = jun,
  url       = {https://maarten.schoukens.eu/FILES/PAPERS/SYSID2018c.pdf},
}

@InProceedings{AhmedAli2018a,
  author    = {Ahmed-Ali, T. and Tiels, K. and Schoukens, M. and Giri, F.},
  title     = {Sampled-Data Based State and Parameter Estimation for State-Affine Systems with Uncertain Output Equation},
  booktitle = {18th IFAC Symposium on System Identification},
  year      = {2018},
  pages     = {491-496},
  address   = {Stockholm, Sweden},
  month     = jun,
  url       = {https://maarten.schoukens.eu/FILES/PAPERS/SYSID2018a.pdf},
}

@InProceedings{Rolain2012,
  author    = {Rolain, Y. and Schoukens, M. and Pintelon, R. and Vandersteen, G.},
  title     = {Synchronizing modulated NVNA measurements on a dense spectral grid},
  booktitle = {79th ARFTG Microwave Measurement Conference},
  year      = {2012},
  pages     = {1-3},
  address   = {Montreal, Canada},
  month     = jun,
  url       = {http://ieeexplore.ieee.org/abstract/document/6291178/},
}

@InProceedings{SchoukensM2018c,
  author    = {Schoukens, M. and Tòth, R.},
  title     = {Linear Parameter Varying Representation of a class of MIMO Nonlinear Systems},
  booktitle = {2nd IFAC Workshop on Linear Parameter Varying Systems},
  year      = {2018},
  pages     = {419-424},
  address   = {Florianopolis, Brazil},
  month     = sep,
}

@InProceedings{SchoukensM2018d,
  author    = {Schoukens, M. and Noël, J. and {Van den Hof}, {P.M.J.}},
  title     = {Combining Experiments for Linear Dynamic Network Identification in the Presence of Nonlinearities},
  booktitle = {XXII World Congress of the International Measurement Confederation (IMEKO)},
  year      = {2018},
  pages     = {1-4},
  address   = {Belfast, UK},
  month     = sep,
}

@InProceedings{Noel2018,
  author    = {Noël, J.P. and Schoukens, M. and {Van den Hof}, {P.M.J.}.},
  title     = {Locating Nonlinearity in Mechanical Systems - A Dynamic Network Perspective},
  booktitle = {XXXVI International Modal Analysis Conference (IMAC)},
  year      = {2018},
  pages     = {1-6},
  address   = {Orlando, Florida, USA},
  month     = feb,
  url       = {https://orbi.uliege.be/bitstream/2268/218934/1/298_noe.pdf},
}

@InProceedings{Dossogne2018,
  author    = {Dossogne, T. and Trillet, P. and Schoukens, M. and Bernay, B. and Noël, J.P. and Kerschen, G.},
  title     = {Nonlinearities of an Aircraft Piccolo Tube: Identication and Modeling},
  booktitle = {XXXVI International Modal Analysis Conference (IMAC)},
  year      = {2018},
  pages     = {1-3},
  address   = {Orlando, Florida, USA},
  month     = feb,
  url       = {https://orbi.uliege.be/bitstream/2268/218939/1/212_dos.pdf},
}

@InProceedings{Khandelwal2018,
  author    = {Khandelwal, D. and Schoukens, M. and Tòth, R.},
  title     = {On the Simulation of Polynomial NARMAX Models},
  booktitle = {57th IEEE Conference on Decision and Control},
  year      = {2018},
  pages     = {1-7},
  address   = {Miami Beach, FL, USA},
  month     = dec,
}

@InProceedings{Schoukens2014b,
  author    = {J. Schoukens and A. Marconato and R. Pintelon and Y. Rolain and M. Schoukens and K. Tiels and L. Vanbeylen and G. Vandersteen and A. Van Mulders},
  title     = {System identification in a real world},
  booktitle = {2014 IEEE 13th International Workshop on Advanced Motion Control (AMC)},
  year      = {2014},
  pages     = {1-9},
  month     = {March},
  url       = {https://ieeexplore.ieee.org/document/6823250/},
}