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

The Scientific World Journal

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