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母语与非母语语音识别声学建模
引用本文:曾定,刘加.母语与非母语语音识别声学建模[J].计算机工程,2010,36(8):170-172.
作者姓名:曾定  刘加
作者单位:清华大学电子工程系清华信息科学与技术国家实验室(筹)北京,100084
基金项目:国家自然科学基金委员会与微软亚洲研究院联合基金资助项目(60776800);;国家“863”计划基金资助项目(2006AA010101,2007AA04Z223,2008AA02Z414)
摘    要:为了兼容母语与非母语说话人之间的发音变化,提出一种新的声学模型建模方法。分析中国人受母语影响产生的英语发音变化,利用中国人英语发音数据库自适应得到语音模型,采用声学模型融合技术构建融合2种发音规律的识别模型。实验结果证明,中国人英语发音的语音识别率提高了13.4%,但标准英语的语音识别率仅下降1.1%。

关 键 词:语音识别  非母语  模型融合
修稿时间: 

Native and Non-native Speech Recognition Acoustic Modeling
ZENG Ding,LIU Jia.Native and Non-native Speech Recognition Acoustic Modeling[J].Computer Engineering,2010,36(8):170-172.
Authors:ZENG Ding  LIU Jia
Affiliation:(Tsinghua National Laboratory for Information Science and Technology, Department of Electronic Engineering, Tsinghua University, Beijing 100084)
Abstract:In order to tolerance the pronunciation changes between native speakers and non-native speakers, this paper proposes a new modeling method for acoustic model. By analyzing English pronunciation changes caused by Chinese, it uses non-native English pronunciation database to gain the corresponding speech model with adaptive method, and uses acoustic model merging technology to construct a recognition model merged two pronunciation rules. Experimental results show that recognition rate of non-native English increases by 13.4% and recognition rate on native English decreases by 1.1%.
Keywords:speech recognition  non-native  model merging
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