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电信和无线电工程
SJR: 0.203 SNIP: 0.44 CiteScore™: 1

ISSN 打印: 0040-2508
ISSN 在线: 1943-6009

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电信和无线电工程

DOI: 10.1615/TelecomRadEng.v64.i7.40
pages 537-542

Algorithm for Convergence Criteria Simulation on LMS Adaptive Filters

Andres Frias-Velazquez
FIMEE, Universidad de Guanajuato, Tampico 912, Col. Bellavista, 36730 Salamanca Gto., México
Rene de Jesus Romero-Troncoso
FIMEE, Universidad de Guanajuato, Tampico 912, Col. Bellavista, 36730 Salamanca Gto., México

ABSTRACT

A standard algorithm for LMS-filter simulation, tested with several convergence criteria under system identification configuration is presented in this paper. Establishing a reliable convergence criterion is mandatory in order to properly design an LMS filter and so avoid instability problems that may arise if both quantization effects and interdependency relationship among learning curve behaviors are not taken into account. Simulations performed under Matlab show remarkable differences between convergence criteria proposed by several authors and one presented in a previous work derived from a complete learning curve analysis.


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