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Research on design theory of LMS adaptive filter

Gao Jian-hui

Open publisher page 1 citations

Abstract

This paper introduces the basic theory of adaptive filter idea,specifically,the adaptive filter the rationale,algorithm and design methods.First it introduced the principle of adaptive filter,then has made the detailed elaboration to the FIR structure filter.Adaptive algorithm is the core of the whole system.it focuses on the LMS algorithm design methods,design procedures have been analyzed.Finally,the MATLAB simulation of LMS algorithm is presented.Based on performance evaluation criteria and experimental results show that the filtering effect of the adaptive filter is superior.

About this research paper

What this paper is about

This paper introduces the basic theory of adaptive filter idea,specifically,the adaptive filter the rationale,algorithm and design methods.First it introduced the principle of adaptive filter,then has made the detailed elaboration to the FIR structure filter.Adaptive algorithm is the core of the whole system.it focuses on the LMS algorithm design methods,design procedures have been analyzed.Finally,the MATLAB simulation of LMS algorithm is presented.Based on performance evaluation criteria and experimental results show that the filtering effect of the adaptive filter is superior.

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OpenAlex reports 1 citations for this work. Citation counts describe recorded attention and do not establish research quality.

Key contribution

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Method / approach

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Available abstract

This paper introduces the basic theory of adaptive filter idea,specifically,the adaptive filter the rationale,algorithm and design methods.First it introduced the principle of adaptive filter,then has made the detailed elaboration to the FIR structure filter.Adaptive algorithm is the core of the whole system.it focuses on the LMS algorithm design methods,design procedures have been analyzed.Finally,the MATLAB simulation of LMS algorithm is presented.Based on performance evaluation criteria and experimental results show that the filtering effect of the adaptive filter is superior.

Key concepts: Adaptive filter, Computer science, Multidelay block frequency domain adaptive filter, Kernel adaptive filter, Filter design, Filter (signal processing), Control theory (sociology), MATLAB

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