CFP last date
22 April 2024
Reseach Article

Performance Analysis of FrFT based Adaptive Filters with LMS Algorithm

by K. Yashas Kumar, P. V. Muralidhar, D. V. L. N. Sastry
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 99 - Number 6
Year of Publication: 2014
Authors: K. Yashas Kumar, P. V. Muralidhar, D. V. L. N. Sastry
10.5120/17376-7862

K. Yashas Kumar, P. V. Muralidhar, D. V. L. N. Sastry . Performance Analysis of FrFT based Adaptive Filters with LMS Algorithm. International Journal of Computer Applications. 99, 6 ( August 2014), 15-19. DOI=10.5120/17376-7862

@article{ 10.5120/17376-7862,
author = { K. Yashas Kumar, P. V. Muralidhar, D. V. L. N. Sastry },
title = { Performance Analysis of FrFT based Adaptive Filters with LMS Algorithm },
journal = { International Journal of Computer Applications },
issue_date = { August 2014 },
volume = { 99 },
number = { 6 },
month = { August },
year = { 2014 },
issn = { 0975-8887 },
pages = { 15-19 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume99/number6/17376-7862/ },
doi = { 10.5120/17376-7862 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T22:27:28.846219+05:30
%A K. Yashas Kumar
%A P. V. Muralidhar
%A D. V. L. N. Sastry
%T Performance Analysis of FrFT based Adaptive Filters with LMS Algorithm
%J International Journal of Computer Applications
%@ 0975-8887
%V 99
%N 6
%P 15-19
%D 2014
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Fractional Fourier Transform function (FrFT) is a generalization of Fourier transforms (FT). Finite Impulse Response (FIR) filters are implemented based on Fractional Fourier transform domains, then modified filters characteristics some what tunable when compare with existing FT based FIR filters. So, in our proposals implementation is made on the FrFT FIR filters for different windows like Rectangle, Bartlett, Hamming, Hanning, and Kaiser, based on the adaptive algorithms ,and the performance of the proposed filters is made by SNR values of the different obtain filters for given noisy sinusoidal inputs.

References
  1. Saurabh Singh Rajput, Dr. S. S. Bhadauria-Implementation Of Fir Filter Using Efficient Window Function And its Application In Filtering A Speech Signal-International Journal of Electrical,Electronics and mechanical control.
  2. Sonika Gupta, Aman Panghal- Performance Analysis of FIR Filter Design by Using Rectangular, Hanning and Hamming Windows Methods- International Journal of Advanced Research in Computer Science and Software Engineering- Volume 2, Issue 6, June 2012- ISSN: 2277 128X
  3. TAO ZHANG- RESEARCH ON DESIGN FIR DIGITAL FILTER USING MATLAB AND WINDOW FUNCTION METHOD- Journal of Theoretical and Applied Information Technology- 10th February 2013. Vol. 48 No. 1
  4. R. W. Schafer,L. R. Rabiner,O. Herrmann-"FIR digital filter banks for speech analysis"-The Bell system Technical Journal-vol:54,no:3,march 1979.
  5. Mridula Malhotra, The Performance Evaluation of Window Functions and Application to FIR Filter Design-International Journal of Scientific & Engineering Research, Volume 2, Issue 12, December-2011 1 ISSN 2229-5518
  6. J. Parak, J. Havlik-ECG Signal Processing And Heart Rate Frequency Detection Methods
  7. P Bonizzi, O Meste, V Zarzoso-Spectral analysis of atrial signals directly from surface ECG exploiting compressed spectrum.
  8. LEIF SO RNMO, PABLO LAGUNA-ELECTROCARDIOGRAM (ECG) SIGNAL PROCESSING.
  9. R. Sassi, L. T. Mainardi, P. Maison-Blanche3 and S. Cerutti-ESTIMATION OF SPECTRAL PARAMETERS OF RESIDUAL ECG SIGNAL DURING ATRIAL FIBRILLATION USING AUTOREGRESSIVE MODELS.
  10. CN Nowak, G Fischer, L Wieser, B Tilg, HU Strohmenger-Frequency Spectrum of the Intracardiac and Body Surface ECG during Ventricular Fibrillation – a Computer Model Study
  11. Jong-Yih Lin _, Ching-Wen Liao "New IIR filter-based adaptive algorithm in active noise control applications: Commutation error-introduced LMS algorithm and associated convergence assessment by a deterministic approachI"- Automatica 44 (2008) 2916_2922-Elsevier Publications
  12. Ibtissam Constantin,Regis Lengelle-"performance Analysis of Kernal Adaptive Filters Based on LMS Algorithm"-procedia Computer science 20(2013) 39-45,sciencdirect.
  13. Michael A. Vaudrey, William T. Baumann, William R. Saunders-"Stability and operatingconstraints of adaptive LMS-based feedback control"-Automatics-Sciencdirect
  14. Wang An-dong, Liu Lan ,Wei Qin-"An Adaptive Morphologic Filter Applied to ECG De-noising and Extraction of R Peak at Real-time" 2012 AASRI Conference on Computational Intelligence and Bioinformatics,Elsevier
  15. Kaibo Hu*, Yaxuan Liu-"Adaptive Noise Cancellation Method for Fiber Optic Gyroscope"- 2012 International Workshop on Information and Electronics Engineering (IWIEE),Elsevier
  16. Namias. V-"The FrFT and Time Frequency representation"-J. Inst. Math. Applications,Vol:25,pp. 241-265,1980.
  17. Soo-Chang pei,Mon Hung Yeh,TzyyliangLuo-"Fractional Fourier Series Expansion for Finite signals and Dual Extension to Discrete-Time Fractional Fourier Transform"-IEEE Transactions on signal processing,vol:47,No:10,1999.
  18. Soo-Chang pei – "Two-Dimensional Affine generalized Fractional Fourier Transform"-IEEE Transactions on signal processing,vol: 49,No:4,April 2009
  19. I. SamilYetik,M. AlperKutay, Haldun . M. Ozaktas-"Image representation and compression with the Fractional Fourier Transform", Optics communications 197(2001),275-278,Elsevier publications.
  20. V. AshokNarayanan,K. M. M. Prabhu-"The FrFT:Theory,Implementation and error Analysis", Microprocessor and Microsystems 27(2003),511-521,Elsevier Publications.
  21. Ran Tao, Kiang-Yi meng,Yue Wang-"Image encryption with multi orders Fractional Fourier Transforms",IEEE transactions on Information Forensics and Security,vol:05, No:04,December 2010.
  22. P. V. Muralidhar,A. S. SrnivasaRao,Dr. S. K. Nayak-Spectral Interpretation of Sinusoidal wave using Fractional Fourier Transform based FIR window functions",vol:04,N0:6,PP:652-657,International Review on computers and software, November 2009.
Index Terms

Computer Science
Information Sciences

Keywords

Adaptive Filters FrFT LMS Algorithm SNR