DocumentCode :
1985272
Title :
Perturbation analysis for word-length optimization
Author :
Constantinides, George A.
Author_Institution :
Dept. of Electr. & Electron. Eng., Imperial Coll., London, UK
fYear :
2003
fDate :
9-11 April 2003
Firstpage :
81
Lastpage :
90
Abstract :
This paper introduces a design tool and its associated procedures for determining the sensitivity of outputs in a digital signal processing design to small errors introduced by rounding or truncation of internal variables. The proposed approach can be applied to both linear and nonlinear designs. By analyzing the resulting sensitivity values, the proposed procedure is able to determine an appropriate distinct word-length for each internal variable. Also in this paper, the power optimizing capabilities of word-length optimization are studied for the first time. Application of the proposed procedure to adaptive filters realized in a Xilinx Virtex FPGA (field programmable gate array) has resulted in area reductions of up to 80% combined with power reductions of up to 98% and speed-up of up to 36% over common alternative design strategies.
Keywords :
adaptive filters; digital signal processing chips; field programmable gate arrays; least mean squares methods; logic design; nonlinear systems; optimisation; perturbation techniques; LMS; Xilinx Virtex FPGA; adaptive filter; digital signal processing; error prediction; field programmable gate array; least mean-square; nonlinear system; perturbation analysis; power reduction; word-length optimization; Adaptive filters; Algorithm design and analysis; Design optimization; Digital signal processing; Field programmable gate arrays; Least squares approximation; Process design; Signal design; Signal processing; Signal processing algorithms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Field-Programmable Custom Computing Machines, 2003. FCCM 2003. 11th Annual IEEE Symposium on
Print_ISBN :
0-7695-1979-2
Type :
conf
DOI :
10.1109/FPGA.2003.1227244
Filename :
1227244
Link To Document :
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