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
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;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location :
Salt Lake City, UT
Print_ISBN :
0-7803-7041-4
DOI :
10.1109/ICASSP.2001.941143