Title :
VLSI architecture for HMM-based speech recognition systems and its verification platform
Author :
Yoshizawa, Shingo ; Wada, Naoya ; Hayasaka, Noboru ; Miyanaga, Yoshikazu
Author_Institution :
Graduate Sch. of Eng., Hokkaido Univ., Sapporo, Japan
Abstract :
This work presents VLSI architecture in HMM-based speech recognition for high-speed operation and its verification platform to test various tasks on recognition systems. The proposed architecture effectively utilizes independent computations on the HMM structure. It can reduce processing time and/or extend the word vocabulary considerably. We designed a complete recognizer, including speech analysis and noise robustness parts, and developed a FPGA platform and a computer-aided design tool that generates source codes and testing data. The recognizer provides 35.7 μs/word in response time for word recognition tasks on a 0.18 μm CMOS technology and the FPGA platform enables real-time recognition experiments under various conditions.
Keywords :
CMOS logic circuits; VLSI; circuit CAD; field programmable gate arrays; hidden Markov models; integrated circuit design; integrated circuit noise; logic CAD; speech recognition equipment; 0.18 micron; 35.7 mus; CMOS technology; FPGA platform; HMM structure; HMM-based speech recognition systems; VLSI architecture; computer-aided design tool; independent computations; noise robustness; processing time; real-time recognition; response time; source codes; speech analysis; speech recognizer design; testing data; verification platform; word recognition tasks; word vocabulary; CMOS technology; Computer architecture; Field programmable gate arrays; Hidden Markov models; Noise generators; Speech analysis; Speech recognition; System testing; Very large scale integration; Vocabulary;
Conference_Titel :
Communications and Information Technology, 2004. ISCIT 2004. IEEE International Symposium on
Print_ISBN :
0-7803-8593-4
DOI :
10.1109/ISCIT.2004.1413805