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基于分频段ABAP谱减法的鸟叫声分类研究

张妍琰 刘建芳 郭力争

信阳师范学院学报(自然科学版)Issue(1):127-132,6.
信阳师范学院学报(自然科学版)Issue(1):127-132,6.DOI:10.3969/j.issn.1003-0972.2015.01.031

基于分频段ABAP谱减法的鸟叫声分类研究

Study of the Bird Sound Classification Based on ABAP Multi-band Spectral Subtraction

张妍琰 1刘建芳 2郭力争1

作者信息

  • 1. 河南城建学院计算机科学与工程学院,河南平顶山467036
  • 2. 平顶山学院软件学院,河南平顶山467000
  • 折叠

摘要

Abstract

To the bird sounds mixed with noises ,the estimation of noise is done by using the adaptive Bartlett aver-aging periodogram (ABAP), and noise reduction is made by using multi-band spectral subtraction, then the dynamic feature of Mel-frequency spectrum coefficients by two-dimensional discrete cosine transform (TDMFCC)was extracted. The comparison experiments of 30 bird sounds classification in different environments under different SNRs were con-structed based on the combination of SVM classifier and different features , namely MFCC, TDMFCC and MFCC, TDMFCC through ABAP multi-band spectral subtraction respectively .The results showed that the method of TDMFCC through ABAP multi-band spectral subtraction combined SVM can achieve better classification effect , which is very suitable for the bird sound classification in noisy environments .

关键词

鸟叫声分类/自适应Bartlett平均周期图/分频段谱减法

Key words

bird sound classification/adaptive bartlett averaging periodogram/multi-band spectral subtraction

分类

信息技术与安全科学

引用本文复制引用

张妍琰,刘建芳,郭力争..基于分频段ABAP谱减法的鸟叫声分类研究[J].信阳师范学院学报(自然科学版),2015,(1):127-132,6.

基金项目

河南省科技计划重点科技攻关项目 ()

信阳师范学院学报(自然科学版)

OA北大核心CSTPCD

1003-0972

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