Title :
Selection of reduction parameters of Rational Krylov methods for complex MIMO LTI models using evolutionary algorithm
Author :
Rydel, Marek ; Stanislawski, Wlodzimierz
Author_Institution :
Dept. of Electr., Control & Comput. Eng., Opole Univ. of Technol., Opole, Poland
Abstract :
This paper presents the determination of optimal reduction parameters for complex models of the Rational Krylov methods with using Evolutionary Algorithm. The presented algorithms facilitate a precise reduction of linear time invariant, multi-input and multi-output models. The elaborated algorithms are particularly significant for MIMO models, for which the individual channels differ significantly from each other. The prepared algorithms have been applied for the reduction of the subsystems models of a BP-1150 steam boiler.
Keywords :
MIMO systems; evolutionary computation; linear systems; parameter estimation; BP-1150 steam boiler; complex MIMO LTI models; evolutionary algorithm; linear time invariant models; multiple input multiple output models; rational Krylov methods; reduction parameter selection; Approximation error; Computational modeling; Evolutionary computation; Mathematical model; Reduced order systems; Vectors;
Conference_Titel :
Methods and Models in Automation and Robotics (MMAR), 2014 19th International Conference On
Conference_Location :
Miedzyzdroje
Print_ISBN :
978-1-4799-5082-9
DOI :
10.1109/MMAR.2014.6957442