Implementation of a Novel Phoneme Recognition System using TMS320C6713 DSP

被引:3
|
作者
Manikandan, J. [1 ]
Venkataramani, B. [1 ]
Bhaskar, M. [1 ]
Ashish, K. [1 ]
Raghul, R. [2 ]
Mathangi, V. [2 ]
机构
[1] Trichy NITT, Natl Inst Technol, Dept Elect & Commun Engn ECE, Tiruchirappalli 620015, Tamil Nadu, India
[2] Trichy NITT, Natl Inst Technol, ICE, Tiruchirappalli 620015, Tamil Nadu, India
关键词
Phoneme Recognition; Zero-crossings; Magnitude Sum function; LPC; DSP;
D O I
10.1109/VLSI.Design.2010.11
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
A number of techniques have been proposed in the literature for phoneme based speech recognition system In this paper, a technique for automatic phoneme recognition using zero-crossings (ZC) and magnitude sum function (MSF) is proposed The number of zero-crossings and Magnitude sum function per frame are extracted and a Minimum Distance Classifier is proposed to recognize the phonemes in each frame with these features In order to increase the recognition accuracy of phonemes, a finite state machine is also proposed The performance of the proposed phoneme recognition system is evaluated using TTS database and compared with the system using Linear Predictive Coefficients (LPC) feature inputs Phoneme recognition accuracies of 7093% and 5525% are obtained for the system using LPC and the one using ZC along with MSF respectively However, using the finite state machine proposed in this paper, 100% recognition accuracy is obtained for both the techniques The computational costs required for recognizing various sentences using both of the feature extraction techniques are evaluated It is observed that the proposed technique requires about 93 times lower computational cost than the one using LPC The proposed technique is adopted for the implementation of the phoneme recognition system on Texas Instruments TM5320C6713 floating point processor The different ways to reduce the recognition time for the target device is explored and reported in this paper The technique proposed here is also applicable for speech inputs from other database
引用
收藏
页码:27 / +
页数:3
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