Title :
Design of a hardware-based discrete wavelet transform architecture for phoneme recognition
Author :
Cutajar, M. ; Gatt, E. ; Grech, I. ; Casha, O. ; Micallef, J.
Author_Institution :
Dept. of Microelectron. & Nanoelectron., Univ. of Malta, Msida, Malta
Abstract :
This paper presents the design of a digital hardware implementation based on Discrete Wavelet Transforms (DWTs) for the task of feature extraction in a multi-speaker phoneme recognition system. This is the first research where the design of a hardware-based DWT design is directed towards a speech recognition application. In the proposed architecture, the lifting-scheme approach employing the orthogonal Daubechies wavelet of order 5 was considered. The designed system was synthesised on a Xilinx Virtex-II XC2V3000 FPGA, and evaluated with the TIMIT corpus. This hardware-based DWT architecture is then intended to be implemented on a dedicated chip, along with the hardware implementation of the classification stage of the proposed phoneme recognition system, in order to further improve the resultant performance.
Keywords :
discrete wavelet transforms; feature extraction; field programmable gate arrays; speaker recognition; DWT; TIMIT corpus; Xilinx Virtex-II XC2V3000 FPGA; feature extraction; hardware-based discrete wavelet transform architecture; lifting-scheme approach; multispeaker phoneme recognition system; orthogonal order 5 Daubechies wavelet; speech recognition application; Computer architecture; Discrete wavelet transforms; Hardware; Software; Speech; Speech recognition; discrete wavelet transforms; field programmable gate arrays; phoneme recognition; speaker-independent;
Conference_Titel :
Communications, Control and Signal Processing (ISCCSP), 2014 6th International Symposium on
Conference_Location :
Athens
DOI :
10.1109/ISCCSP.2014.6877935