DocumentCode
2301313
Title
Model order selection criterion with application to physical systems
Author
Doraiswami, Rajamani ; Cheded, Lahouari ; Khalid, Haris M.
Author_Institution
Dept. of Electr. & Comput. Eng., Univ. of New Brunswick, Fredericton, NB, Canada
fYear
2010
fDate
21-24 Aug. 2010
Firstpage
393
Lastpage
398
Abstract
In this paper, it is shown that poles of the discrete-time equivalent of continuous system will lie in the right-half of the complex plane if the sampling rate is chosen to be more than twice the Nyquist rate. This new criterion allows for a quick and reliable separation between the system´s poles and any extraneous poles emanating from a variety of artifacts such as high frequency noise and nonlinearities in the system. The system is identified for different model orders and only those for which the poles lie in the right-half plane are chosen. Then using a conventional scheme such as Akaike Information Criterion (AIC), the correct order is chosen from the selected model set. The proposed model order selection criterion has been evaluated on a physical system.
Keywords
Nyquist criterion; continuous systems; discrete time systems; poles and zeros; Akaike information criterion; Nyquist rate; continuous system; discrete-time equivalent; model order selection criterion; physical system; poles; sampling rate; Bandwidth; Mathematical model; Modeling; Noise; Noise measurement; Poles and zeros; Akaike information criterion; Identification; model-based control design; model-based fault diagnosis; model-order selection;
fLanguage
English
Publisher
ieee
Conference_Titel
Automation Science and Engineering (CASE), 2010 IEEE Conference on
Conference_Location
Toronto, ON
Print_ISBN
978-1-4244-5447-1
Type
conf
DOI
10.1109/COASE.2010.5583976
Filename
5583976
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