跳到主要导航 跳到搜索 跳到主要内容

Order adaptation of the fractional Fourier transform using the intraframe pitch change rate for speech recognition

  • Hui Yin*
  • , Climent Nadeu
  • , Volker Hohmann
  • , Xiang Xie
  • , Jingming Kuang
  • *此作品的通讯作者
  • Beijing Institute of Technology
  • Polytechnic University of Catalonia
  • University of Oldenburg

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

We propose an acoustic feature for speech recognition based on the combination of MFCC and fractional Fourier transform (FrFT). The transform orders for FrFT are adaptively set according to the intraframe pitch change rate. This method is motivated by the fact that the speech is not stationary even in a short period of time, and the idea is shown using an AM-FM speech model and some spectrograms of an artificial periodic signal. Experiments were conducted on the intervocalic English consonants provided by Interspeech 2008 Consonant Challenge and a Mandarin connected digits corpus. The performance of the proposed method is compared with the MFCC baseline system. Experimental results show that the proposed features get a slightly better recognition rate than MFCCs presumably because they can better track the dynamic characteristics of the speech harmonics.

源语言英语
主期刊名Proceedings - 2008 6th International Symposium on Chinese Spoken Language Processing, ISCSLP 2008
193-196
页数4
DOI
出版状态已出版 - 2008
活动2008 6th International Symposium on Chinese Spoken Language Processing, ISCSLP 2008 - Kunming, 中国
期限: 16 12月 200819 12月 2008

出版系列

姓名Proceedings - 2008 6th International Symposium on Chinese Spoken Language Processing, ISCSLP 2008

会议

会议2008 6th International Symposium on Chinese Spoken Language Processing, ISCSLP 2008
国家/地区中国
Kunming
时期16/12/0819/12/08

学术指纹

探究 'Order adaptation of the fractional Fourier transform using the intraframe pitch change rate for speech recognition' 的科研主题。它们共同构成独一无二的学术指纹。

引用此