Simulation and Comparative Analysis of LMS and RLS Algorithms Using Real Time Speech Input Signal

Article ID

2A1A5

Simulation and Comparative Analysis of LMS and RLS Algorithms Using Real Time Speech Input Signal

Prof. Komal R. Borisagar
Prof. Komal R. Borisagar
Dr. G.R.Kulkarni
Dr. G.R.Kulkarni
DOI

Abstract

In practical application, the statistical characteristics of signal and noise are usually unknown or can’t have been learned so that we hardly design fix coefficient digital filter. In allusion to this problem, the theory of the adaptive filter and adaptive noise cancellation are researched deeply. According to the Least Mean Squares (LMS) and the Recursive Least Squares (RLS) algorithms realize the design and simulation of adaptive algorithms in noise canceling, and compare and analyze the result then prove the advantage and disadvantage of two algorithms .The adaptive filter with MATLAB are simulated and the results prove its performance is better than the use of a fixed filter designed by conventional methods.

Simulation and Comparative Analysis of LMS and RLS Algorithms Using Real Time Speech Input Signal

In practical application, the statistical characteristics of signal and noise are usually unknown or can’t have been learned so that we hardly design fix coefficient digital filter. In allusion to this problem, the theory of the adaptive filter and adaptive noise cancellation are researched deeply. According to the Least Mean Squares (LMS) and the Recursive Least Squares (RLS) algorithms realize the design and simulation of adaptive algorithms in noise canceling, and compare and analyze the result then prove the advantage and disadvantage of two algorithms .The adaptive filter with MATLAB are simulated and the results prove its performance is better than the use of a fixed filter designed by conventional methods.

Prof. Komal R. Borisagar
Prof. Komal R. Borisagar
Dr. G.R.Kulkarni
Dr. G.R.Kulkarni

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Prof. Komal R. 1970. “. Unknown Journal GJRE Volume 10 (GJRE Volume 10 Issue 5): .

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Simulation and Comparative Analysis of LMS and RLS Algorithms Using Real Time Speech Input Signal

Prof. Komal R. Borisagar
Prof. Komal R. Borisagar
Dr. G.R.Kulkarni
Dr. G.R.Kulkarni

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