Codebook design using genetic algorithm and its application to speaker identification

Zhang L.; Zheng B.; Yang Z.

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Codebook design using genetic algorithm and its application to speaker identification

机译：基于遗传算法的码本设计及其在说话人识别中的应用

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摘要

A new codebook design algorithm for text-independent speaker identification based on the discrete hidden Markov model (HMM) is proposed. The optimisation criterion of the new training procedure is to make each codevector in the codebook to represent the same number of training vectors approximately rather than to minimise the quantisation error. This idea is implemented with a genetic algorithm. The new codebook is evaluated experimentally. It is shown that, for a small codebook, the speaker identification performance using the new codebook is better than that obtained using the Linde-Buzo-Grey codebook for HMM-based speaker identification.

机译：提出了一种基于离散隐马尔可夫模型（HMM）的独立于文本的说话人识别码本设计算法。新训练过程的优化标准是使码本中的每个码向量近似代表相同数量的训练向量，而不是使量化误差最小。这个想法是通过遗传算法实现的。新的密码本经过实验评估。结果表明，对于一个小的密码本，使用新密码本的说话人识别性能要好于使用Linde-Buzo-Grey密码本进行基于HMM的说话人识别。

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来源
《Electronics Letters》 |2005年第10期|p.619-620|共2页
作者
Zhang L.; Zheng B.; Yang Z.;
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作者单位

Dept. of Inf. Eng., Nanjing Univ. of Posts & Telecoms., China;

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原文格式 PDF
正文语种 eng
中图分类无线电电子学、电信技术;
关键词
genetic algorithms; hidden Markov models; speaker recognition; speech processing; vector quantisation; Linde-Buzo-Grey codebook; codebook design algorithm; codevector; discrete hidden Markov model; genetic algorithm; optimisation criterion; quantisation error; speak;

机译：遗传算法;隐马尔可夫模型;说话人识别;语音处理;矢量量化;Linde-Buzo-Grey码本;码本设计算法;代码矢量;离散隐马尔可夫模型;遗传算法;优化准则;量化误差;说话;

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专利

1. Efficient Genetic Algorithm of Codebook Design for Text-Independent Speaker Recognition [J] . Chih-Chien Thomas CHEN, Chin-Ta CHEN, Shung-Yung LUNG IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences . 2002,第11期

机译：文本无关的说话人识别的有效码本设计遗传算法
2. Fuzzy Training Algorithm for Wavelet Codebook Based Text-Independent Speaker Identification [J] . Shung-Yung LUNG IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences . 2005,第6期

机译：基于小波码本的文本无关说话人识别的模糊训练算法
3. A MS-GS VQ codebook design for wireless image communication using genetic algorithms [J] . Daijin Kim, Sunha Ahn IEEE transactions on evolutionary computation . 1999,第1期

机译：使用遗传算法的无线图像通信的MS-GS VQ码本设计
4. Codebook Design Method for Speaker Identification based on Genetic Algorithm [C] . Rabiul Islam, Fayzur Rahman, Ruhul Amin, International Conference on Computer and Information Technology . 2008

机译：基于遗传算法的扬声器识别码本设计方法
5. Simulation optimization methods that combine multiple comparisons and genetic algorithms with applications in design for computer and supersaturated experiments. [D] . Bernshteyn, Mikhail Alexander. 2001

机译：结合了多个比较和遗传算法的仿真优化方法，以及在计算机和过饱和实验设计中的应用。
6. Accelerating Families of Fuzzy K-Means Algorithms for Vector Quantization Codebook Design [O] . Edson Mata, Silvio Bandeira, Paulo de Mattos Neto, 2014

机译：矢量量化码本设计的模糊K均值算法的加速族
7. Design and implementation of band rejected antennas using adaptive surface meshing and genetic algorithms methods. Simulation and measurement of microstrip antennas with the ability of harmonic rejection for wireless and mobile applications including the antenna design optimisation using genetic algorithms. [O] . Binmelha Mohammed Saeed 2013

机译：使用自适应表面网格划分和遗传算法方法设计和实现带阻天线。具有无线谐波抑制能力的微带天线的仿真和测量，适用于无线和移动应用，包括使用遗传算法的天线设计优化。
8. Genetically Optimised Feedforward Neural Networks for Speaker Identification [R] . Price, R. , Willmore, J. , Roberts, W. 1999

机译：用于说话人识别的遗传优化前馈神经网络

Codebook design using genetic algorithm and its application to speaker identification

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