DocumentCode :
2272632
Title :
A master-slave SoC structure for HMM based speech recognition
Author :
Geng, Hui ; Shi, Yiyu ; Dong, Ming ; Liu, Runsheng
Author_Institution :
Dept. of ECE, Missouri Univ. of Sci. & Technol., Rolla, MO, USA
fYear :
2012
fDate :
23-25 April 2012
Firstpage :
1
Lastpage :
4
Abstract :
In this paper, we propose a master-slave SoC structure composed of an ARM7-TDMI and a co-processor for Mahalanobis distance calculation. The SoC was implemented on an Actel ProASIC series M7A3P1000 FPGA. Furthermore, we implement a HMM based speech recognition system based on this SoC. Compared with the conventional ASIC co-processor and slave SoC structure, the new master-slave structure reduces the number of SRAM access and improves the bus efficiency. Experiment results show that with 1.40s Chinese speech “feixi” and 24MHz clock, the processing time of the M-S SoC system is 1.85s, a 64.12% reduction compared with the software implement on ARM7-TDMI, and a 5.95% reduction compared with slave structure SoC.
Keywords :
coprocessors; hidden Markov models; speech recognition; system-on-chip; ARM7-TDMI; Actel ProASIC series M7A3P1000 FPGA; HMM based speech recognition system; Mahalanobis distance calculation; SRAM access; bus efficiency; coprocessor; master-slave SoC structure; master-slave structure; Field programmable gate arrays; Master-slave; Random access memory; Speech; Speech recognition; System-on-a-chip; ARM7-TDMI; Master; SoC; speech recognition;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
VLSI Design, Automation, and Test (VLSI-DAT), 2012 International Symposium on
Conference_Location :
Hsinchu
ISSN :
PENDING
Print_ISBN :
978-1-4577-2080-2
Type :
conf
DOI :
10.1109/VLSI-DAT.2012.6212657
Filename :
6212657
Link To Document :
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