2024

  • W. Sopot, P. Wachel, G. Mzyk, Nonlinear system modelling in the presence of adversarial attacs, 5th Polish Conference on Artificial Intelligence, (accepted) 2024.
  • G. Mzyk, Identification of Time-Varying Non-Linear Systems with Adaptive Bootstrap-Based Tracking, Mechanical Systems and Signal Processing (submitted to), Elsevier, 2024.
  • S. Niewiadomski, G. Mzyk, Optimization of Procurement Strategy Supported by Simulated Annealing and Genetic Algorithm, 19th International Conference on Dependability of Computer Systems, Cham: Springer International Publishing (accepted), 2024.
  • G. Maik, G. Mzyk, Randomly Initiated Cyclostationary Excitations for Dimensionality Reduction in Wiener System Identification, 19th International Conference on Dependability of Computer Systems, Cham: Springer International Publishing, (accepted) 2024.

    2023

  • G. Mzyk, G. Maik, Nonparametric Identification of Wiener System with a Subclass of Wide-Sense Cyclostationary Excitations, International Journal of Adaptive Control and Signal Processing, vol. 38, No. 1, pp. 323–341, Wiley, 2024.
  • G. Maik, G. Mzyk, P. Wachel, Exponential Excitations for Effective Identification of Wiener System, International Journal of Control, Taylor and Francis, 2023.
  • P. Mielcarek, G. Mzyk, Recursive Algorithm for Interaction Prediction in Hammerstein System Identification with Simulation Studies, International Journal of Modelling, Identification and Control, vol. 43, No. 2, pp. 134-144, 2023.
  • S. Niewiadomski, G. Mzyk, ML Support For Conformity Checks in CMDB-Like Databases, 22nd International Conference of Artificial Intelligence and Soft Computing, Cham: Springer Nature Switzerland, pp. 366-376, 2023.
  • G. Mzyk, Tracking Optimization in Nonparametric Identification of Time-Varying Nonlinear Systems, 21st Polish Control Conference, pp. 128-136, Springer, 2023.
  • G. Maik, P. Wachel, G. Mzyk, Cyclostationarity in a loop? System identification in closed-loop with periodic reference, ERNSI Workshop, Stockholm, Sweden, 2023.

    2022

  • P. Joshi, G. Mzyk, Nonparametric tracking for time-varying nonlinearities using the kernel method, 17th International Conference on Dependability of Computer Systems, Cham: Springer International Publishing, pp. 79-87. 2022.

    2021

  • G. Mzyk, Efficient Computation of the Best Controls in Complex Systems Under Global Constraints, Advances in Intelligent Systems and Computing 1389, pp. 306-315, Springer, Cham, Switzerland, 2021.

    2020

  • G. Mzyk, Z. Hasiewicz, P. Mielcarek, Kernel Identification of Non-Linear Systems with General Structure, MDPI Algorithms, vol. 13, 328; doi:10.3390/a1312032, 2020.
  • G. Mzyk, P. Wachel, Wiener System Identification by Input Injection Method, International Journal of Adaptive Control and Signal Processing, vol. 34, No. 8, pp. 1-15, Wiley, 2020.
  • B. Kozdraś, G. Mzyk, P. Mielcarek, Identification of the Heating Process in Differential Scanning Calorimeter with the Use of Hammerstein Model, International Carpathian Control Conference, Slovakia, 2020.

    2019

  • G. Mzyk, M. Biegański, P. Mielcarek, Multi-Level Identification of Hammerstein-Wiener Systems, ALCOS, IFAC-PapersOnLine, 52(29), pp. 174-179, Winchester, United Kingdom, 2019.
  • G. Mzyk, Nonparametric system identification Matlab toolbox, 16th International Conference on Informatics in Control, Automation and Robotics ICINCO, pp. 691-698, Prague, Czech Republic, 2019.
  • Z. Hasiewicz, G. Mzyk, Two-Level Recursive Identification of Hammerstein System by Interaction Prediction Method, International Conference on Reliability and Statistics in Transportation and Communication, pp. 119-129, Springer, Cham.

    2018

  • G. Mzyk, Hybrid identification of L-N-L and N-L-N systems, American Control Conference, pp. 5626-5631, Wisconsin, Milwaukee, USA, 2018.
  • M. Biegański, G. Mzyk, Multistage Hammerstein–Wiener system identification with the help of binary excitation, Lecture Notes in Networks and Systems, No. 36, pp. 476-484, Springer, Cham, 2018.
  • G. Mzyk, Efficient identification of Hammerstein systems by two-level optimization with decomposition, 23rd International Conference on Methods and Models in Automation and Robotics, MMAR, pp. 89-92, Międzyzdroje, Poland, 2018.

    2017

  • G. Mzyk, P. Wachel, Kernel-based identification of Wiener-Hammerstein system, Automatica, No. 83, pp. 275-281, Elsevier, 2017.
  • B. Kozdraś, G. Mzyk Identification of complex systems with the use of interconnected Hammerstein models, Procedia Engineering, vol. 178, pp. 384 – 393, Elsevier, 2017.
  • G. Mzyk, M. Biegański, B. Kozdraś, Multistage identification of an N-L-N Hammerstein-Wiener system, Proceedings of 22th IEEE International Conference MMAR, pp. 343-346, Międzyzdroje, Poland, 2017.
  • Z. Hasiewicz, P. Wachel, G. Mzyk, B. Kozdraś, Multistage identification of Wiener-Hammerstein system, Proceedings of KKA 2017 - The 19th Polish Control Conference, Advances in Intelligent Systems and Computing, vol. 577, pp. 527-535, Springer, 2017.

    2016

  • P. Wachel, G. Mzyk, Direct identification of the linear block in Wiener system, International Journal of Adaptive Control and Signal Processing, vol. 30, No. 1, pp. 93-105, Wiley, 2016.
  • B. Kozdras, G. Mzyk, Parameter Identification of interconnected nonlinear dynamic systems, Conference materials - RelStat-16, Riga, Latvia. Procedia Engineering, Elsevier, 2016.

    2015

  • P. Wachel, G. Mzyk, Internal signal recovering in Wiener system under nonparametric prior knowledge, 17th IFAC Symposium on System Identification, SYSID, Beijing, China, 2015.
  • G. Mzyk, Kernel estimation of Wiener-Hammerstein system nonlinearity, 12th Workshop on Stochastic Models, Statistics and Their Applications, Wrocław, 2015.

    2014


    G. Mzyk, Combined Parametric-Nonparametric Identification of Block-Oriented Systems,
    Lecture Notes in Control and Information Sciences, vol. 454, Springer, 2014. Springer - link
  • G. Mzyk, Inverse filtering in semi-parametric identification of cascade nonlinear systems, XVIII Krajowa Konferencja Automatyki, Wrocław, 2014.

    2013

  • G. Mzyk, Instrumental Variables for Nonlinearity Recovering in Block-Oriented Systems Driven by Correlated Signals, International Journal of Systems Science, 2013. Taylor & Francis - link
  • G. Mzyk, Nonparametric Instrumental Variables for Identification of Block-Oriented Systems, International Journal of Applied Mathematics and Computer Science, vol. 23, No. 3, pp. 521-537, 2013.
  • Z. Hasiewicz, G. Mzyk, P. Śliwiński, P. Wachel, Model selection of Hammerstein system nonlinearity under heavy noise, Proceedings of the 11th IFAC International Workshop on Adaptation and Learning in Control and Signal Processing, pp. 378-383, Caen, France, 2013.

    2012

  • Z. Hasiewicz, G. Mzyk, P. Śliwiński, P. Wachel, Mixed parametric-nonparametric identification of Hammerstein and Wiener systems - a survey , Proceedings of the 16th IFAC Symposium on System Identification, SYSID, Brussels, Belgium, 2012. sysid2012.pdf
  • G. Mzyk, Nonparametric Recovering of Nonlinearity in Wiener-Hammerstein Systems , Proceedings of the 9th International Conference on Informatics in Control, Automation and Robotics, ICINCO, Rome, Italy, 2012. icinco2012.pdf
  • G. Mzyk, Identification of Interconnected Systems by Instrumental Variables Method , Proceedings of the 7th International Conference on Electrical and Control Technologies, pp. 13-16, ECT, Kaunas, Lithuania, 2012. ect2012.pdf ect2012slides.pdf
  • G. Mzyk, Fast Model Order Selection of the Nonlinearity in Hammertstein Systems , Proceedings of the 13th International Carpathian Control Conference, pp. 507-510, Kosice, Slovakia, 2012. iccc2012 .pdf

    2010

  • G. Mzyk, Parametric versus nonparametric approach to Wiener systems identification, in: Block-oriented nonlinear system identification, Chapter 8, pp. 111-125, ed. F. Giri and E. W. Bai, Series: Lecture Notes in Control and Information Sciences, vol. 404, Springer, 2010. Chapter8.pdf
  • G. Mzyk, Wiener-Hammerstein system identification with non-Gaussian input, IFAC International Workshop on Adaptation and Learning in Control and Signal Processing, Antalya, Turkey, 2010. turkey2010.pdf
  • Z. Hasiewicz, G. Mzyk, P. Śliwiński, Quasi-parametric recovery of Hammerstein system nonlinearity by smart model selection, Lecture Notes on Artificial Intelligence and Soft Computing, ICAISC Zakopane, 2010. icaisc2010.pdf

    2009

  • G. Mzyk, Nonlinearity recovering in Hammerstein system from short measurement sequence, IEEE Signal Processing Letters, vol. 16, No. 9, pp. 762-765, September 2009..
    SPL2009.pdf
  • W. Greblicki, G. Mzyk, Semiparametric approach to Hammerstein system identification, Proceedings of the 15th IFAC Symposium on System Identification, pp. 1680-1685, Saint-Malo, France, July 6-8, 2009.0054.pdf
  • Z. Hasiewicz, G. Mzyk, Hammerstein system identification by non-parametric instrumental variables, International Journal of Control, vol. 82, No. 3, pp. 440-455, March 2009.
    IntJContr2009.pdf

    2008

  • Z. Hasiewicz, P. Śliwiński, G. Mzyk, Nonlinear system identification under various prior knowledge, IFAC World Congress, Seoul, Korea, 2008. seul2008.pdf
  • Z. Hasiewicz, G. Mzyk, P. Śliwiński, Semiparametric approach to system identification: a meeting at the crossroads, XVI Krajowa Konferencja Automatyki, Szczyrk 2008. szczyrk2008.pdf

    2007

  • G. Mzyk, A censored sample mean approach to nonparametric identification of nonlinearities in Wiener systems, IEEE Transactions on Circuits and Systems II, vol. 54, No. 10, pp. 897-901, October 2007.
    cs03.pdf
  • G. Mzyk, Generalized kernel regression estimate for Hammerstein system identification, International Journal of Applied Mathematics and Computer Science, vol. 17, No. 2, pp. 101-109, 2007.
    amcsrev06.pdf
  • G. Mzyk, Improved non-parametric kernel estimate in Hammerstein system identification, Proceedings of the 5th International Conference Apli-Mat, Slovak Academy of Sciences, Bratislava, 2007. sk2007.pdf
  • G. Mzyk, Improved nonparametric estimation of nonlinearities in Hammerstein systems, 10th IEEE International Conference MMAR, Szczecin 2007. mmar2007a.pdf
  • Z. Hasiewicz, G. Mzyk, Parameter identification of nonlinearities in Hammerstein systems with the help of nonparametric regression methods, 10th IEEE International Conference MMAR, Szczecin 2007. mmar2007b.pdf

    2006

  • Workshop on dynamical systems modeling and time series analysis, Udine, Italy, 2006.
  • Z. Hasiewicz, G. Mzyk, Nonparametric approach to identification of block-oriented systems , International Conference on Electrical and Control Technologies, Lithuania, Kaunas, 2006. ect2006.pdf
  • G. Mzyk, Median-based identification of nonlinear systems, Proceedings of the 4th International Conference Apli-Mat, Slovak Academy of Sciences, Bratislava, 2006. sk2006.pdf

    2005

    B. Łysakowska, G. Mzyk,
    Komputerowa symulacja układów automatycznej regulacji
    w środowisku MATLAB/Simulink

    Komputerowa_symulacja_UAR.pdf
  • G. Mzyk, Nieparametryczne metody identyfikacji przy różnym stopniu informacji wstępnej, rozdział do Księgi Jubileuszowej Instytutu Cybernetyki Technicznej, WNT Wrocław 2005. jubict.pdf
  • Z. Hasiewicz, G. Mzyk, Nieparametryczne metody estymacji w identyfikacji parametrów systemów nieliniowych, XV Krajowa Konferencja Automatyki, Warszawa 2005. kka05.pdf

    2004

  • Z. Hasiewicz, G. Mzyk, Combined parametric-nonparametric identification of Hammerstein systems, IEEE Transactions on Automatic Control, vol.49, No. 8, pp. 1370-1375, August 2004.
    tac2004.pdf
  • G. Mzyk, Nonparametric identification of Wiener systems - a median based approach, 10th IEEE International Conference MMAR, Międzyzdroje 2004. mmar1_04.pdf
  • G. Mzyk, Kernel instrumental variables for Hammerstein system identification, 10th IEEE International Conference MMAR, Międzyzdroje 2004. mmar2_04.pdf

    2003

  • Z. Hasiewicz, G. Mzyk, Two-stage identification of Hammerstein systems, 9th IEEE International Conference MMAR, Międzyzdroje 2003. mmar1_03.pdf
  • G. Mzyk, Application of empirical median for nonlinear systems identification, 9th IEEE International Conference MMAR, Międzyzdroje 2003. mmar2_03.pdf
  • G. Mzyk, Kernel-based instrumental variables for nonlinear systems identification, 9th IEEE International Conference MMAR, Międzyzdroje 2003. mmar3_03.pdf

    2002

  • Z. Hasiewicz, G. Mzyk, Parametryczno-nieparametryczna identyfikacja systemów nieliniowych o strukturze blokowej, XIV Krajowa Konferencja Automatyki, Zielona Góra 2002. kka2002.pdf
  • G. Mzyk, Parametryczna identyfikacja systemów o złożonej strukturze (Rozprawa doktorska) pd.pdf
  • G. Mzyk, Instrumental variables in Wiener system identification, 8th IEEE International Conference MMAR, Szczecin 2002. mmar2002.pdf

    2001

  • G. Mzyk, Zastosowanie metody zmiennych instrumentalnych do identyfikacji systemów Hammersteina-Wienera, Miesięcznik: Pomiary Automatyka Kontrola, Nr 7/8 2001.
    pak2001.pdf
  • G. Mzyk, Identification of nonlinear systems with correlated input, 7th IEEE International Conference MMAR, Międzyzdroje 2001. mmar2001.pdf
  • G. Mzyk, Two stage identification of a class of NARMAX systems, 2nd International Conference on Signals and Electronic Systems, Łódź 2001. icses2001.pdf

    2000

  • G. Mzyk, Application of instrumental variable method to identification of Hammerstein-Wiener systems, 6th International Conference MMAR, Międzyzdroje 2000. mmar2000.pdf
  • G. Mzyk, Hammerstein system identification by a semi-parametric method, International Conference on Signals and Electronic Systems, Ustroń 2000. icses2000.pdf

    1999

  • G. Mzyk, Zastosowanie metody zmiennych pomocniczych do identyfikacji systemów o złożonej strukturze, XIII Krajowa Konferencja Automatyki, Opole 1999. kka1999.pdf