中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
A HMM-based Mandarin Chinese Singing Voice Synthesis System

文献类型:期刊论文

刊名IEEE/CAA Journal of Automatica Sinica
出版日期2016
卷号3
关键词Singing voice synthesis melisma discrete cosine transform (DCT)
ISSN号2095-7106
其他题名A HMM-based Mandarin Chinese Singing Voice Synthesis System
英文摘要We propose a mandarin Chinese singing voice synthesis system, in which hidden Markov model (HMM)-based speech synthesis technique is used. A mandarin Chinese singing voice corpus is recorded and musical contextual features are well designed for training. F0 and spectrum of singing voice are simultaneously modeled with context-dependent HMMs. There is a new problem, F0 of singing voice is always sparse because of large amount of context, i.e., tempo and pitch of note, key, time signature and etc. So the features hardly ever appeared in the training data cannot be well obtained. To address this problem, difference between F0 of singing voice and that of musical score (DF0) is modeled by a single Viterbi training. To overcome the over-smoothing of the generated F0 contour, syllable level F0 model based on discrete cosine transforms (DCT) is applied, F0 contour is generated by integrating two-level statistical models. The experimental results demonstrate that the proposed system outperforms the baseline system in both objective and subjective evaluations. The proposed system can generate a more natural F0 contour. Furthermore, the syllable level F0 model can make singing voice more expressive.
语种英语
CSCD记录号CSCD:5712755
源URL[http://ir.hfcas.ac.cn:8080/handle/334002/60167]  
专题中国科学院合肥物质科学研究院
推荐引用方式
GB/T 7714
. A HMM-based Mandarin Chinese Singing Voice Synthesis System[J]. IEEE/CAA Journal of Automatica Sinica,2016,3.
APA (2016).A HMM-based Mandarin Chinese Singing Voice Synthesis System.IEEE/CAA Journal of Automatica Sinica,3.
MLA "A HMM-based Mandarin Chinese Singing Voice Synthesis System".IEEE/CAA Journal of Automatica Sinica 3(2016).

入库方式: OAI收割

来源:合肥物质科学研究院

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