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基于免疫匹配追踪的语音稀疏分解算法

周燕 刘韬 尚丽

计算机工程2012,Vol.38Issue(21):161-163,167,4.
计算机工程2012,Vol.38Issue(21):161-163,167,4.DOI:10.3969/j.issn.1000-3428.2012.21.043

基于免疫匹配追踪的语音稀疏分解算法

Speech Sparse Decomposition Algorithm Based on Immune Matching Pursuit

周燕 1刘韬 2尚丽1

作者信息

  • 1. 苏州市职业大学电子信息工程系,江苏苏州215104
  • 2. 苏州大学电子信息学院,江苏苏州215006
  • 折叠

摘要

Abstract

Aiming at the problem that since the standard Matching Pursuit(MP) algorithm tends to cause enormous calculation quantity when searching for the optimal atoms, this paper proposes a scheme of Matching Pursuit algorithm based on Immune Algorithm(IA-MP). This algorithm adopts immune cloning optimization mechanism to search for the optimal atoms, using the population scale of antibodies to control the size of redundant dictionary, and choosing real cross and nonsymmetrical mutation to ensure the completeness of dictionary. Simulation results show that, compared with the standard MP and Genetic Algorithm-Matching Pursuit(GA-MP) algorithms, IA-MP algorithms can obviously reduce the matching pursuit calculation quantity, and the performance of this algorithm is more stable, in addition, this algorithm has high signal reconstruction accuracy.

关键词

匹配追踪/免疫算法/稀疏分解/冗余字典/重构信号/语音信号

Key words

Matching Pursuit(MP)/ Immune Algorithm(IA)/ sparse decomposition/ redundant dictionary/ reconstructing signal/ speech signal

分类

信息技术与安全科学

引用本文复制引用

周燕,刘韬,尚丽..基于免疫匹配追踪的语音稀疏分解算法[J].计算机工程,2012,38(21):161-163,167,4.

基金项目

国家自然科学基金资助项目(60970058) (60970058)

江苏省青蓝工程基金资助项目 ()

福建省自然科学基金资助项目(2010J01263) (2010J01263)

苏州市职业大学创新团队基金资助项目(3100125) (3100125)

苏州市职业大学创新基金资助项目(2011SZDCC06) (2011SZDCC06)

计算机工程

OACSCDCSTPCD

1000-3428

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