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基于时频能量分布的咳嗽声音识别算法

[A cough sound recognition algorithm based on time-frequency energy distribution].

作者信息

Liu Yongsheng, Li Zirong, Du Minghui

机构信息

Department of Electronic Engineer, South-China University of Technology, Guangzhou 510641, China.

出版信息

Sheng Wu Yi Xue Gong Cheng Xue Za Zhi. 2009 Oct;26(5):953-8.

Abstract

The cough sound is a very important symptom of well over 100 kinds of diseases. Cough sound analysis can provide much information which is useful for diagnosing. Detecting the frequencies and intensity of cough can evaluate the efficiency of therapy quantitatively. In this paper, we put forward an algorithm for cough sound recognition. We first decompose signals with wavelet transform and calculate the normalized energy at each time-frequency point. Then we obtain the normalized energy distribution statistically. After that, we pick out the time-frequency points maximizing a certain discriminant measure of normalized energy distribution between cough sound and non-cough sound, and then we use the normalized energy belonging to these time-frequency points as the inputs of Linear discriminant analysis/Generalized singular value decomposition (LDA/GSVD) classifier. The experimental results show that the classification accuracies achieved by using the algorithm is about 85%, and the computation complexity is low.

摘要

咳嗽声是100多种疾病的一个非常重要的症状。咳嗽声分析能够提供许多有助于诊断的信息。检测咳嗽的频率和强度可以定量评估治疗效果。在本文中,我们提出了一种咳嗽声识别算法。我们首先用小波变换对信号进行分解,并计算每个时频点的归一化能量。然后,我们统计得到归一化能量分布。之后,我们挑选出使咳嗽声和非咳嗽声之间归一化能量分布的某个判别度量最大化的时频点,然后将属于这些时频点的归一化能量用作线性判别分析/广义奇异值分解(LDA/GSVD)分类器的输入。实验结果表明,使用该算法实现的分类准确率约为85%,且计算复杂度较低。

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