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嵌入式命令词语音识别系统 被引量:2

Command Recognition System On Embedded Platform
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摘要 当今语音识别技术的一个重要应用就是嵌入式平台上的命令词识别系统,本文提出了一种新的组合解码和置信度的一遍解码方法,同时在算法高精度、运算低复杂度两方面做出了很大的努力,最终在PDA(Compaq iPAQ 3630)平台上实现了一个基于HMM的定点命令词语音识别系统。系统具有较强的鲁棒性和集外词拒识能力,而且系统也具有完整性、高精度、低运算复杂度,整体设计框架灵活,可以非常容易的移植到各种嵌入式平台。 Currently one of the most important applications of speech recognition is command control in embedded platform. In this paper, we present a new one-pass algorithm which integrates decoding and OOV-rejection. With efforts paid on accuracy and complexity we finally implemented a HMM-based command control system on a PDA (Compaq iPAQ 3630). The system is robust and can reject OOV words; in addition, the system has integrality, very high accuracy, low complexity and flexible design frame and is very easy to be ported to every kind of embedded platform.
出处 《信号处理》 CSCD 2004年第5期525-528,474,共5页 Journal of Signal Processing
关键词 命令 嵌入式平台 PDA 鲁棒性 算法 HMM 语音识别系统 运算复杂度 低复杂度 语音识别技术 command control embedded system robustness subspace distribution confidence measure
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参考文献7

  • 1E.Bocchieri and B.K-W.Mak, "SubSpace Distribution Clustering Hidden MarKov Model," IEEE Trans.Speech and Audio Processing, vol.9, no.3, pp.264-275, March 2001.
  • 2Y.CJong and Y-H.Kao, "Implementing a high accuracy speaker-independent continous speech recognizer on afixed-point dsp," In Proc.of IEEE Int. Conf. on Acoustics,Speech and Signal Processing, pp.3686 -3689, June 2000.
  • 3H.Ney and S.Ortmanns, "Process in Dynamic Programming Search for LVCSR," In ProceeMings of the IEEE,vol.88, no.8, pp.1224-1240, Aug 2000.
  • 4S.J.Young, N.H.Russell and J.H.S.Thomton, "Token Passing: A Simple Conceptual Model for Connected Speech Recognition Systems", Technical Report CUED /F-INFENG /TR38, Cambridge University Engineering Dept, 1989.
  • 5C.EChen, J.Bilmes and K.Kirchhoff, "Low-resource noise-robust feature post-processing on AURORA2.0,"ICSLF2002, pp.17-20, Sep 2002.
  • 6M.-W Koo, C.-H Lee and B.-H Juang "Speech recognition and utterance verification based on a generalized confidence score," IEEE Trans.speech and Audio Processing, vol.9, no.8, pp.821-832, Nov 2001.
  • 7X.Huang, A.Acero and H.hon "Spoken language Processing," Prentice Hall, 2001.

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