Title :
A programmable application-specific VLSI architecture for speech recognition
Author :
Wang, Jia-Ching ; Wang, Jhing-Fa ; Suen, An-Nan ; Weng, Yu-Sheng
Author_Institution :
Dept. of Electr. Eng., Nat. Cheng Kung Univ., Tainan, Taiwan
fDate :
6/23/1905 12:00:00 AM
Abstract :
In this paper, we present an efficient VLSI architecture for the stand-alone application of a speech recognition system. With the analysis of the computation complexity, mel frequency cepstrum extraction and Bayesian neural network operations are the most time consuming computation tasks in the recognition algorithm. The specific recognition core to deal with them is proposed based on a much improved algorithm. The construction of the special logarithm look-up table saves on computation time and drastically reduces the memory size. Moreover, the cost efficient programmable architecture is designed for other non computation-intensive operations. The best aspects of both programmable and application specific architectures including the performance, design complexity, and flexibility are incorporated in the proposed VLSI speech recognizer
Keywords :
Bayes methods; CMOS digital integrated circuits; VLSI; application specific integrated circuits; belief networks; cepstral analysis; digital signal processing chips; feature extraction; neural nets; pipeline processing; programmable circuits; speech recognition; speech recognition equipment; table lookup; ASIC design; Bayesian neural network operations; DSP chip; VLSI speech recognizer; application-specific VLSI architecture; computation complexity; efficient VLSI architecture; logarithm lookup table; mel frequency cepstrurn extraction; programmable VLSI architecture; recognition algorithm; recognition core design; speech recognition system; stand-alone application; time-multiplexed architecture; Algorithm design and analysis; Bayesian methods; Cepstral analysis; Cepstrum; Computer architecture; Computer networks; Frequency; Neural networks; Speech recognition; Very large scale integration;
Conference_Titel :
Electronics, Circuits and Systems, 2001. ICECS 2001. The 8th IEEE International Conference on
Print_ISBN :
0-7803-7057-0
DOI :
10.1109/ICECS.2001.957782