DocumentCode
3109718
Title
Development of Assamese Phonetic Engine: Some issues
Author
Dev Sarma, Biswajit ; Sarma, M. ; Sarma, M. ; Prasanna, S.R.M.
Author_Institution
Dept. of Electron. & Electr. Eng., Indian Inst. of Technol., Guwahati, Guwahati, India
fYear
2013
fDate
13-15 Dec. 2013
Firstpage
1
Lastpage
6
Abstract
The phonetic engine is a system that performs speech signal to symbol transformation. This work describes some issues in the development of an Assamese Phonetic Engine (PE). International phonetic alphabet (IPA) is used as the phonetic unit to transcribe the speech database collected in three different modes, namely, reading, lecture and conversation modes. Only reading mode data is used for training and Hidden markov model (HMM) is used to model each phonetic unit without imposing any language or contextual constraint. The trained HMMs are used to derive a sequence of phonetic units from a test speech signal. Accuracy of 47.31%, 45.30% and 36.13% is achieved in reading, lecture and conversation mode, respectively. Confusion among the phonetic units specific to Assamese are discussed. Issues related to different recording modes, language and native speaker dependencies are discussed. The speech data is also collected in Hindi from three different sets of speakers to study speaker, language and native dependancies. Accuracy of 40.5%, 36.10% and 29.61% is achieved in native speaker dependent, native speaker independent and non-native speaker independent cases, respectively.
Keywords
hidden Markov models; natural language processing; speech synthesis; Assamese phonetic engine; HMM; Hindi; IPA; PE; hidden Markov model; international phonetic alphabet; native speaker dependent cases; native speaker independent cases; nonnative speaker independent cases; phonetic units; speech signal-to-symbol transformation; test speech signal; Acoustics; Engines; Hidden Markov models; Speech; Speech recognition; Testing; Training; Phonetic Engine (PE); Phonetic Unit; confusion; language dependancy; native speaker dependancy;
fLanguage
English
Publisher
ieee
Conference_Titel
India Conference (INDICON), 2013 Annual IEEE
Conference_Location
Mumbai
Print_ISBN
978-1-4799-2274-1
Type
conf
DOI
10.1109/INDCON.2013.6725966
Filename
6725966
Link To Document