DocumentCode :
54537
Title :
Nonlinear LFR Block-Oriented Model: Potential Benefits and Improved, User-Friendly Identification Method
Author :
Vanbeylen, Laurent
Author_Institution :
ELEC Dept., Vrije Univ. Brussel, Brussels, Belgium
Volume :
62
Issue :
12
fYear :
2013
fDate :
Dec. 2013
Firstpage :
3374
Lastpage :
3383
Abstract :
Nowadays, there is a high need for accurate, parsimonious nonlinear dynamic models. Block-oriented nonlinear model structures are known to be excellent candidates for this task. The nonlinear linear fractional representation model, composed of a static nonlinearity (SNL) and a multiple-input-multiple-output (MIMO) linear time-invariant (LTI) part, is highly flexible since it creates an arbitrary MIMO-LTI interconnection between the model´s input and output and the SNL´s input and output. First of all, it can cope with the nonlinear feedback (which is very important in oscillators and mechanical applications). Secondly, it incorporates certain classical block-oriented models as special cases. Finally, it does not postulate the SNL´s location prior to the identification. Starting from two classical frequency response measurements of the system, the method generates the best possible MIMO-LTI configuration and estimates the SNL in an automated, user-friendly, and efficient (noniterative) way. The method will be illustrated on simulation examples and experimental data.
Keywords :
MIMO systems; frequency response; identification technology; nonlinear dynamical systems; frequency response measurements; identification method; multiple-input-multiple-output linear time-invariant part; nonlinear LFR block-oriented model; nonlinear dynamic models; nonlinear linear fractional representation model; static nonlinearity; Frequency-domain analysis; MIMO; Mathematical model; Nonlinear distortion; Nonlinear dynamical systems; State-space methods; System identification; Frequency response testing; mathematical model; nonlinear distortion; nonlinear dynamic systems; state-space methods; system identification;
fLanguage :
English
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9456
Type :
jour
DOI :
10.1109/TIM.2013.2272868
Filename :
6566063
Link To Document :
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