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The Codebook Design Based on Ant Colony Clustering Algorithm and its Application in AMR-WB

机译:基于蚁群聚类算法的密码本设计及其在AMR-WB中的应用

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Codebook design plays a crucial role in the performance of speech signal processing systems based on vector quantization, such as speech codec, speech recognition and so on. LBG algorithm is one of the most effective methods to generate codebooks and is commonly used in multidimensional signal processing. But it has the problem of initialize codebook design. The paper proposed adopting ant colony clustering algorithm to design codebook. But the clustering number of ant colony clustering algorithm is automatically formed, it may not be exactly equal to the codebook size. So the paper put forward solving measures on the basis of nearest neighbor criterion or decomposition method. The codebook design procedures with ant colony clustering algorithm is given in the paper detailedly. Using the proposed method, the paper designed vector quantizer' codebooks of adaptive multi-rate wideband (AMR-WB) speech codec. Simulation results showed that the decoding speech qualities of AMR-WB speech codec were not almost degraded adopting newly designed codebooks. The transparent quantization effect of vector quantization was obtained.
机译:码本设计在基于矢量量化的语音信号处理系统(例如语音编解码器,语音识别等)的性能中起着至关重要的作用。 LBG算法是生成码本的最有效方法之一,通常在多维信号处理中使用。但是它具有初始化码本设计的问题。提出采用蚁群聚类算法设计密码本。但是蚁群聚类算法的聚类数目是自动形成的,它可能不完全等于码本的大小。因此,本文根据最近邻准则或分解方法提出了解决措施。详细给出了采用蚁群聚类算法的码本设计程序。本文利用提出的方法设计了自适应多速率宽带语音编解码器的矢量量化器码本。仿真结果表明,采用新设计的码本,AMR-WB语音编解码器的解码语音质量几乎没有降低。获得了矢量量化的透明量化效果。

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