A low-power, fixed-point, front-end feature extraction for a distributed speech recognition system

被引:0
作者
Delaney, B [1 ]
Jayant, N [1 ]
Hans, M [1 ]
Simunic, T [1 ]
Acquaviva, A [1 ]
机构
[1] Georgia Inst Technol, Sch Elect & Comp Engn, Multimedia Commun Lab, Atlanta, GA 30332 USA
来源
2002 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I-IV, PROCEEDINGS | 2002年
关键词
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
This work describes the optimization of a signal processing front-end for a distributed speech recognition system with the goal of reducing power consumption. Two categories of source code optimizations were used, architectural and algorithmic. Architectural optimizations reduce the power consumption for a particular system, in this case, the HP Labs Smartbadge IV prototype portable system. Algorithmic optimizations are more general and involve changes in the algorithmic implementation of the source code to run faster and consume less power. A cycle accurate energy simulation shows a reduction in power usage by 83.5% with these optimizations. The optimized source code runs 34 times faster than the original code, therefore it can run at lower processor clock speeds and voltages for further reductions in power consumption. This technique, known as dynamic voltage scaling, was implemented on the Smartbadge IV hardware for an overall reduction in power usage of 89.2%.
引用
收藏
页码:793 / 796
页数:4
相关论文
共 11 条
[1]  
*ARM INC, 1998, 34 ARM INC
[2]  
CRENSHAW JW, 2000, MATH TOOLKIT REAL TI
[3]  
DELANEY B, 2001, HPL2001252
[4]  
DELLER, 1987, DISCRETE TIME PROCES
[5]  
Frerking M., 1994, DIGIT SIGNAL PROCESS
[6]   A framework for estimating and minimizing energy dissipation of embedded HW/SW systems [J].
Li, YB ;
Henkel, J .
1998 DESIGN AUTOMATION CONFERENCE, PROCEEDINGS, 1998, :188-193
[7]  
MAGUIRE GQ, 1998, 6 INT WORKSH HARDW S
[8]   Applications of speech recognition in the area of telecommunications [J].
Rabiner, LR .
1997 IEEE WORKSHOP ON AUTOMATIC SPEECH RECOGNITION AND UNDERSTANDING, PROCEEDINGS, 1997, :501-510
[9]  
SIMUNIC T, 2001, IEEE T VLSI MAY, P18
[10]  
Vetterling W. T, 2002, NUMERICAL RECIPES C