An embedded system design for speech command recognition using improved AMDF-based pitch features

Shun Chieh Lin, Jhing Fa Wang, Jia Ching Wang, Chuan I. Tu

研究成果: 書貢獻/報告類型會議論文篇章同行評審

摘要

This paper presents an embedded system design for speech command recognition using improved AMDF (Average Magnitude Difference Function)-based pitch features. Compared with the autocorrelation method, AMDF has the advantage of low computation and high precision. This work presents three kinds of improvement for AMDF-based pitch extraction. One is the circular AMDF (CAMDF), one is the modified AMDF (MAMDF), and the other is modified and circular AMDF (MCAMDF). With the mixed segment containing voiced and unvoiced speech, the CAMDF-based method can give the pitch period of the voiced part and improve the performance on pitch extraction. Besides, dynamic programming and its modifications have been successfully adopted for speech command recognizer. The experimental results show that the proposed design obtained a noticeable achievement and would be utilized for various command-driven speech interactive applications such as intelligent toys, hand-free remote controlling, machine learning, and speech retrieval, etc.

原文???core.languages.en_GB???
主出版物標題Proceedings of the 2008 International Conference on Embedded Systems and Applications, ESA 2008
頁面88-92
頁數5
出版狀態已出版 - 2008
事件2008 International Conference on Embedded Systems and Applications, ESA 2008 - Las Vegas, NV, United States
持續時間: 14 7月 200817 7月 2008

出版系列

名字Proceedings of the 2008 International Conference on Embedded Systems and Applications, ESA 2008

???event.eventtypes.event.conference???

???event.eventtypes.event.conference???2008 International Conference on Embedded Systems and Applications, ESA 2008
國家/地區United States
城市Las Vegas, NV
期間14/07/0817/07/08

指紋

深入研究「An embedded system design for speech command recognition using improved AMDF-based pitch features」主題。共同形成了獨特的指紋。

引用此