Title :
Nonlinear system identification using memetic algorithms
Author :
Łukasz Maliński;Jarosław Figwer
Author_Institution :
Institute of Automatic Control, The Silesian University of Technology, Akademicka 16, 44-100 Gliwice, Poland
Abstract :
In the paper a unified approach to parametric nonlinear input-output dynamic system identification based on a memetic optimisation algorithm is presented. Efficiency of the presented approach is illustrated by a simulated identification of block-oriented nonlinear input-output dynamic systems. A focus on model identification for the case of very small as well as large number of input-output measurements is given.
Keywords :
"Nonlinear dynamical systems","Heuristic algorithms","Sociology","Statistics","Memetics","Optimization","Linear programming"
Conference_Titel :
Methods and Models in Automation and Robotics (MMAR), 2015 20th International Conference on
DOI :
10.1109/MMAR.2015.7284030