Identification of Input Nonlinear Control Autoregressive Systems Using Fractional Signal Processing Approach
Joint Authors
Raja, Muhammad Asif Zahoor
Chaudhary, Naveed Ishtiaq
Khan, Junaid Ali
Aslam, Muhammad Saeed
Source
Issue
Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-06-17
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Medicine
Information Technology and Computer Science
Abstract EN
A novel algorithm is developed based on fractional signal processing approach for parameter estimation of input nonlinear control autoregressive (INCAR) models.
The design scheme consists of parameterization of INCAR systems to obtain linear-in-parameter models and to use fractional least mean square algorithm (FLMS) for adaptation of unknown parameter vectors.
The performance analyses of the proposed scheme are carried out with third-order Volterra least mean square (VLMS) and kernel least mean square (KLMS) algorithms based on convergence to the true values of INCAR systems.
It is found that the proposed FLMS algorithm provides most accurate and convergent results than those of VLMS and KLMS under different scenarios and by taking the low-to-high signal-to-noise ratio.
American Psychological Association (APA)
Chaudhary, Naveed Ishtiaq& Raja, Muhammad Asif Zahoor& Khan, Junaid Ali& Aslam, Muhammad Saeed. 2013. Identification of Input Nonlinear Control Autoregressive Systems Using Fractional Signal Processing Approach. The Scientific World Journal،Vol. 2013, no. 2013, pp.1-13.
https://search.emarefa.net/detail/BIM-1032951
Modern Language Association (MLA)
Chaudhary, Naveed Ishtiaq…[et al.]. Identification of Input Nonlinear Control Autoregressive Systems Using Fractional Signal Processing Approach. The Scientific World Journal No. 2013 (2013), pp.1-13.
https://search.emarefa.net/detail/BIM-1032951
American Medical Association (AMA)
Chaudhary, Naveed Ishtiaq& Raja, Muhammad Asif Zahoor& Khan, Junaid Ali& Aslam, Muhammad Saeed. Identification of Input Nonlinear Control Autoregressive Systems Using Fractional Signal Processing Approach. The Scientific World Journal. 2013. Vol. 2013, no. 2013, pp.1-13.
https://search.emarefa.net/detail/BIM-1032951
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1032951