Title :
A Genetic Algorithm Employing Correlative Roulette Selection for Optimization of FRM Digital Filters over CSD Multiplier Coefficient Space
Author :
Kilambi, Sai Mohan ; Nowrouzian, Behrouz
Author_Institution :
Dept. of Comput. & Electr. Eng., Alberta Univ., Edmonton, Alta.
Abstract :
It is well known that canonical signed digit (CSD) multiplier coefficients reduce the complexity and power consumption requirements in the hardware implementation of FIR digital filters. Optimization of the constituent CSD multiplier coefficients using genetic algorithms can further reduce this complexity by constantly evolving from generation to generation based on the minimization of an objective fitness function modeled on the magnitude response characteristics of the digital filter. This paper presents a new genetic algorithm based on correlative roulette selection (CRS) for the optimization of frequency response-masking (FRM) FIR digital filters over the CSD multiplier coefficient space. Based on genetic operations such as crossover and mutation, valid CSD multiplier coefficients are generated without any recourse to gene repair. An application example is given for the design of a FRM FIR lowpass digital filter employing CSD multiplier coefficients. The resulting FIR digital filter outperforms a corresponding infinite-precision digital filter obtained by using the Parks-McClellan technique
Keywords :
FIR filters; correlation methods; digital arithmetic; genetic algorithms; low-pass filters; FIR digital filters; FRM digital filters; canonical signed digit multiplier coefficients; correlative roulette selection; frequency response-masking optimization; genetic algorithm; lowpass digital filter; objective fitness function minimization; Character generation; Digital filters; Energy consumption; Finite impulse response filter; Frequency response; Genetic algorithms; Hardware; Minimization methods; Power engineering computing; Transfer functions; Canonical Signed Digit (CSD) Number System; Correlative Roulette Selection; Frequency Response Masking (FRM) technique; Genetic Algorithms;
Conference_Titel :
Circuits and Systems, 2006. APCCAS 2006. IEEE Asia Pacific Conference on
Conference_Location :
Singapore
Print_ISBN :
1-4244-0387-1
DOI :
10.1109/APCCAS.2006.342112