Multi–level Identification of Hammerstein–Wiener (N–L–N) System in Active Experiment

Marcin Biegański

Abstract

The paper addresses the problem of Hammerstein–Wiener (N–L–N) system identification. The proposed strategy embraces two-experiment approach to the system identification, in which system is excited with random process in passive experiment and with binary process in active experiment. The proposed approach uses both parametric (least squares) and nonparametric (kernel estimates) identification tools. It consists of four consecutive stages, where linear dynamic and nonlinear static parts of the system are identified separately. Output nonlinearity estimation is executed under active experiment. The consistency of the estimate is analyzed and simple simulation example is presented.

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Paper Citation


in Harvard Style

Biegański M. (2018). Multi–level Identification of Hammerstein–Wiener (N–L–N) System in Active Experiment.In Proceedings of the 15th International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO, ISBN 978-989-758-321-6, pages 355-361. DOI: 10.5220/0006863703550361


in Bibtex Style

@conference{icinco18,
author={Marcin Biegański},
title={Multi–level Identification of Hammerstein–Wiener (N–L–N) System in Active Experiment},
booktitle={Proceedings of the 15th International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO,},
year={2018},
pages={355-361},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006863703550361},
isbn={978-989-758-321-6},
}


in EndNote Style

TY - CONF

JO - Proceedings of the 15th International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO,
TI - Multi–level Identification of Hammerstein–Wiener (N–L–N) System in Active Experiment
SN - 978-989-758-321-6
AU - Biegański M.
PY - 2018
SP - 355
EP - 361
DO - 10.5220/0006863703550361