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基于一乘准则的LMR在声音转换中的应用
引用本文:邹翔,岳振军,贾永兴,闵刚.基于一乘准则的LMR在声音转换中的应用[J].军事通信技术,2008(1).
作者姓名:邹翔  岳振军  贾永兴  闵刚
作者单位:解放军理工大学通信工程学院研究生2队;解放军理工大学理学院基础电子学系;
摘    要:线性多变量回归中聚类数的选择对转换效果有很大影响,通过研究聚类数与类内均方差、类间均方差的关系确定最佳聚类数。针对传统二乘规则的 LMR 的转换语音在听觉上自然度较差的缺陷,提出了基于一乘规则的 LMR,采用遗传算法解决绝对值条件下转换矩阵的求解问题,实验仿真表明,基于一乘规则的 LMR 的转换语音在主观听觉上优于基于二乘规则的 LMR,ABX 测试识别率平均提高了12.5%,MOS 分提高了0.24。

关 键 词:声音转换  聚类数  最小一乘  遗传算法  

Application of LMR to Voice Conversion Based on Least Absolute Deviation Criteria
ZOU Xiang YUE Zhen-Jun JIA Yong-xing MIN Gang.Postgraduate Team ICE,PLAUST,Nanjing ,China.Application of LMR to Voice Conversion Based on Least Absolute Deviation Criteria[J].Journal of Military Communications Technology,2008(1).
Authors:ZOU Xiang YUE Zhen-Jun JIA Yong-xing MIN GangPostgraduate Team ICE  PLAUST  Nanjing  China
Institution:ZOU Xiang~1 YUE Zhen-Jun~2 JIA Yong-xing~2 MIN Gang~1.Postgraduate Team 2 ICE,PLAUST,Nanjing 210007,China,Department of Basic Electronics IS,Nanjing 211101
Abstract:The choice of the number of clustering has considerable influence on the effect of conversion:The optimal number of clustering was confirmed by means of the research on the rela- tionship between the number of clustering and the deviation of clustering or between clusterings. According to the limitation of naturalness of transformed speech using traditional LMR based on the Least Squares Deviation Criteria (LSDC),the LMR based on the Least Absolute Deviation Criteria (LADC) was proposed,and the mapping matr...
Keywords:voice conversion  number of clustering  least absolute deviation  genetic algorithm  
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