Vector quantization of excitation gains in speech coding

被引:5
|
作者
Krishna, K
Murty, VLN
Ramakrishnan, KR [1 ]
机构
[1] Indian Inst Sci, Dept Elect Engn, Bangalore 560012, Karnataka, India
[2] Hitachi Semicond A Inc, San Jose, CA 95134 USA
[3] IBM India Res Lab, New Delhi 110016, India
关键词
speech coding; vector quantization; CELP; generalized Lloyd's algorithm; genetic algorithm;
D O I
10.1016/S0165-1684(00)00200-0
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we consider vector quantization of excitation gains in code-excited linear predictive (CELP) speech coder using the average error in reconstruction of the excitation signal as the distortion measure and use the same measure to design the codebooks. We have derived a generalized Lloyd's algorithm (GLA) to design a codebook for quantization so that the average of the above criterion over the training vectors is minimized. We have also derived an algorithm, referred to as the Genetic GLA (GGLA), that can be shown to converge to the global optimum of the associated functional with probability one. The performance of ACELP using the codebooks obtained by the proposed algorithms is compared with that of the conjugate-structured ACELP-based ITU-T G.729 coder. Qualitative and quantitative comparisons show that their qualities are comparable. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:203 / 209
页数:7
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