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一种基于GMM和多项式拟合的语音编码改进算法

An Improved Speech Coding Algorithm Based on GMM and Polynomial Fitting
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摘要 提出一种基于高斯混合模型和多项式拟合的语音编码改进算法.在GMM模型对短时语音谱包络进行参数化的基础上,将一定数量的语音帧划分为一个片段,利用谱特征的相关性对片段内的GMM参数进行多项式拟合联合编码,从而使得参数进一步减少.仿真结果表明,本文算法码率对比基于GMM的语音编码器有显著降低. A vocoder is proposed basing on polynomial fitting and Gaussian Mixture Model(pframes are collected into a segment after using GMM model to parameterize the short-time speech spectrum envelope. The polynomial trajectory is used to fit the parameters of GMM in a segment according to the correlation between neighboring frames, thus reducing the number of parameters. The results show that the bit contrast with the vocoder based on GMM.
出处 《南京师范大学学报(工程技术版)》 CAS 2017年第2期63-69,共7页 Journal of Nanjing Normal University(Engineering and Technology Edition)
基金 江苏省科技支撑计划(BE2014139) 江苏省自然科学基金(BK2010546)
关键词 语音编码 GMM 多项式拟合 范特蒙矩阵 speech coding, GMM, polynomial fitting, Vandermonde matrix
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