DocumentCode :
3269731
Title :
Rapid optimization of FRM digital filters over CSD multiplier coefficient space using a diversity controlled genetic algorithm
Author :
Kilambi, Sai M. ; Nowrouzian, Behrouz
Author_Institution :
Univ. of Alberta, Edmonton
fYear :
2007
fDate :
5-8 Aug. 2007
Firstpage :
1185
Lastpage :
1188
Abstract :
In a preceding paper, it was shown that the canonical signed-digit (CSD) representation of the multiplier coefficients in frequency response-masking (FRM) FIR digital filters leads to a substantial reduction in the hardware complexity of the FIR digital filter. However, a direct approximation of the infinite-precision multiplier coefficients to their CSD counterparts may cause the FIR digital filter to cease to satisfy the given filter design specifications. This paper presents a novel technique based on diversity controlled (DC) genetic algorithm (GA) for the discrete optimization of FRM FIR digital filters over the CSD multiplier coefficient space. The salient feature of the DCGA technique is that it permits external control over population diversity and parent selection pressure, giving rise to a rapid convergence to an optimal solution. It is shown that the application of the proposed DCGA technique to the optimization of a benchmark low-pass FRM digital filter over CSD multiplier coefficient space leads to an order of magnitude speed-up factor as compared to that associated with a conventional GA. Moreover, the optimized CSD FRM digital filter outperforms the corresponding infinite-precision digital filter obtained by the classical Parks-Mclellan approach.
Keywords :
FIR filters; circuit optimisation; frequency response; genetic algorithms; low-pass filters; multiplying circuits; CSD multiplier coefficient space; FRM FIR digital filter; canonical signed-digit; discrete optimization; diversity controlled genetic algorithm; filter design; frequency response-masking; infinite-precision multiplier coefficient; low-pass filter; Computational complexity; Digital control; Digital filters; Finite impulse response filter; Frequency diversity; Genetic algorithms; Hardware; Optimal control; Pressure control; Transfer functions; Diversity Controlled Genetic Algorithms; FRM Digital Filters;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Circuits and Systems, 2007. MWSCAS 2007. 50th Midwest Symposium on
Conference_Location :
Montreal, Que.
ISSN :
1548-3746
Print_ISBN :
978-1-4244-1175-7
Electronic_ISBN :
1548-3746
Type :
conf
DOI :
10.1109/MWSCAS.2007.4488766
Filename :
4488766
Link To Document :
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