Speech Emotion Recognition Based on Wavelet Transform and Improved HMM

被引:0
|
作者
Han Zhiyan [1 ]
Wang Jian [1 ]
机构
[1] Bohai Univ, Coll Engn, Jinzhou 121000, Peoples R China
关键词
Speech Signal; Emotion Recognition; Wavelet Transform; HMM; FORMANT TRACKING;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We proposed a novel speech emotion recognition method by use of Wavelet Transform and Hidden Markov Model (HMM) to classify five discrete emotional states: anger, fear, joy, sadness and surprise. The system is comprised of three main parts, a preprocessing part, a feature extracting part and a recognition part. In the feature extracting part, due to Fourier Transform uses fixed sized windows, we consider using Wavelet Transform to extract the emotion features. In the recognition part, we use improved HMM as the emotion recognizer. We test this method in the Chinese corpus of emotional speech synthesis database. The test result shows that the method is effective and high speed.
引用
收藏
页码:3156 / 3159
页数:4
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