DocumentCode
3345772
Title
A FPGA-based Viterbi algorithm implementation for speech recognition systems
Author
Vargas, Fabian Luis ; Fagundes, Rubem Dutra Ribeiro ; Junior, Daniel Burros
Author_Institution
Departamento de Engenharia Eletrica, Pontificia Univ. Catolica do Rio Grande do Sul, Porto Alegre, Brazil
Volume
2
fYear
2001
fDate
2001
Firstpage
1217
Abstract
This work proposes a speech recognition system based on a hardware/software co-design implementation approach. The main advantage in this approach is an expressive processing time reduction in speech recognition, because part of the system is implemented by dedicated hardware. This work also discuss another way to implement "hidden Markov models" (HMM), a probabilistic model extensively used in speech recognition systems. In this new approach, the Viterbi algorithm, used to compute the HMM likelihood score, will be "built in" together with the HMM structure designed in hardware, and implementing probabilistic state machines that will run as parallel processes one for each word in the vocabulary handled by the system. So far, we have a dramatic speed up performance, getting measures around 500 times faster than a classic implementation with the correctness comparable with others isolated word recognition systems
Keywords
field programmable gate arrays; hardware-software codesign; hidden Markov models; probability; speech recognition; FPGA-based Viterbi algorithm; HMM likelihood score; HMM structure; Viterbi algorithm; hardware/software co-design; hidden Markov models; isolated word recognition systems; probabilistic model; probabilistic state machines; processing time reduction; speech recognition system; vocabulary; Hidden Markov models; Low pass filters; Pattern matching; Sampling methods; Signal analysis; Signal processing; Speech analysis; Speech processing; Speech recognition; Viterbi algorithm;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location
Salt Lake City, UT
ISSN
1520-6149
Print_ISBN
0-7803-7041-4
Type
conf
DOI
10.1109/ICASSP.2001.941143
Filename
941143
Link To Document