DocumentCode
3188325
Title
Fast Dynamic Speech Recognition via Discrete Tchebichef Transform
Author
Ernawan, Ferda ; Noersasongko, Edi ; Abu, Nur Azman
Author_Institution
Fac. of Inf. & Commun. Technol., Univ. Dian Nuswantoro (UDINUS), Semarang, Indonesia
fYear
2011
fDate
12-14 Dec. 2011
Firstpage
250
Lastpage
255
Abstract
Traditionally, speech recognition requires large computational windows. This paper proposes an approach based on 256 discrete orthonormal Tchebichef polynomials for efficient speech recognition. The method uses a simplified set of recurrence relation matrix to compute within each window. Unlike the Fast Fourier Transform (FFT), discrete orthonormal Tchebichef transform (DTT) provides simpler matrix setting which involves real coefficient number only. The comparison among 256 DTT, 1024 DTT and 1024 FFT has been done to recognize five vowels and five consonants. The experimental results show the practical advantage of 256 Discrete Tchebichef Transform in term of spectral frequency and time taken of speech recognition performance. 256 DTT produces frequency formants relatively identical similar output with 1024 DTT and 1024 FFT in term of speech recognition. The 256 DTT has a potential to be a competitive candidate for computationally efficient dynamic speech recognition.
Keywords
discrete transforms; fast Fourier transforms; matrix algebra; speech recognition; 256 discrete orthonormal Tchebichef polynomial; computational window; fast Fourier transform; fast dynamic speech recognition; frequency formant; matrix setting; real coefficient number; recurrence relation matrix; spectral frequency; Mathematical model; Polynomials; Resonant frequency; Speech; Speech recognition; Time frequency analysis; Transforms; discrete Tchebichef transform; fast Fourier transforms; speech recognition;
fLanguage
English
Publisher
ieee
Conference_Titel
Informatics and Computational Intelligence (ICI), 2011 First International Conference on
Conference_Location
Bandung
Print_ISBN
978-1-4673-0091-9
Type
conf
DOI
10.1109/ICI.2011.48
Filename
6141680
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