DocumentCode :
1843880
Title :
Target-filtering model based articulatory movement prediction for articulatory control of HMM-based speech synthesis
Author :
Ming-Qi Cai ; Zhen-Hua Ling ; Li-Rong Dai
Author_Institution :
iFLYTEK Speech Lab., Univ. of Sci. & Technol. of China, Hefei, China
Volume :
1
fYear :
2012
fDate :
21-25 Oct. 2012
Firstpage :
605
Lastpage :
608
Abstract :
This paper presents a target-filtering model to predict the movements of articulators for articulatory control of hidden Markov model (HMM) based speech synthesis. This model is a bidirectional filtering process on the time-aligned articulation target sequence. The bidirectional filtering could achieve both anticipatory coarticulation and regressive coarticulation. As all the parameters of the model have definite physical meaning, we can control the generation of the articulatory features flexibly with the guidance of articulatory phonetics. And the articulatory features produced by the target-filtering model can be adopted for a multiple regression HMM (MRHMM)-based parametric speech synthesis system. So we can control the pronunciation of vowels by articulatory features instead of the set of context features. Experimental results show that we can control the pronunciation among /Θ/, /ε/, /æ/ effectively just by modifying the articulation targets.
Keywords :
filtering theory; hidden Markov models; speech processing; speech synthesis; MRHMM; anticipatory coarticulation; articulatory control; articulatory movement prediction; articulatory phonetics; bidirectional filtering process; hidden Markov model; multiple regression HMM-based parametric speech synthesis system; regressive coarticulation; target-filtering model; time-aligned articulation target sequence; vowel pronunciation control; articulatory features; speech synthesis; target-filtering model;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing (ICSP), 2012 IEEE 11th International Conference on
Conference_Location :
Beijing
ISSN :
2164-5221
Print_ISBN :
978-1-4673-2196-9
Type :
conf
DOI :
10.1109/ICoSP.2012.6491560
Filename :
6491560
Link To Document :
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