DocumentCode :
593908
Title :
Modified 2-D Cepstrum Using Soft-Computing
Author :
Chaurasiya, Himanshu
Author_Institution :
Electron. & Commun. Dept., Amity Univ., Noida, India
fYear :
2012
fDate :
25-28 Aug. 2012
Firstpage :
265
Lastpage :
269
Abstract :
We proposed a method which can solve the low speech recognition rate problem under noisy environment. in our system, the method is GAS-based Speech Recognition using Two Dimensional cepstrum. Two dimensional cepstrum (TDC) can simultaneously represent several kinds of information contained in the speech waveform: static and dynamic features, as well as global and fine frequency structures. from analysis, an utterance only some TDC coefficients will be selected to form a feature vector. Hence, it has the advantages of soft computation and less storage space. However, it is quite sensitive to background noise. in order to solve this problem, we propose the GAS-based M-TDC method in our system to improve the performance of TDC under noisy condition. from the experiments with five noise types, we found that the GAS-based M-TDC have better recognition results than the TDC under the noisy environments.
Keywords :
cepstral analysis; genetic algorithms; noise; speech recognition; GAS-based M-TDC method; GAS-based speech recognition; TDC coefficients; background noise; dynamic features; feature vector; fine frequency structures; genetic algorithms; global frequency structures; modified 2D cepstrum; modified two-dimensional cepstrum; soft computation; soft-computing; speech recognition rate problem; speech waveform; static features; storage space; utterance; Filter banks; IIR filters; Indexes; Noise; Noise measurement; Speech; Speech recognition; Genetic algorithms (GAS); Mel-Frequency Cepstrum (MFC); Robust speech feature; Two Dimensional Cepstrum (TDC); temporal filter;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Genetic and Evolutionary Computing (ICGEC), 2012 Sixth International Conference on
Conference_Location :
Kitakushu
Print_ISBN :
978-1-4673-2138-9
Type :
conf
DOI :
10.1109/ICGEC.2012.110
Filename :
6457062
Link To Document :
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