Title :
New natural selection process and chromosome encoding for the design of multiplierless lattice QMF using genetic algorithm
Author :
Yu, Ya Jun ; Yong Ching Lim
Author_Institution :
Dept. of Electr. & Comput. Eng., Nat. Univ. of Singapore, Singapore
fDate :
6/23/1905 12:00:00 AM
Abstract :
A new natural selection process and chromosome encoding for the design of signed power-of-two (SPT) coefficient lattice structure quadrature mirror filter (QMF) bank using a genetic algorithm (GA) is presented. In the design of filters using genetic algorithms, in general, genetic operations may render the SPT representation of a value noncanonical. In this paper, a new encoding scheme is introduced to encode the SPT values. In this new scheme, the canonical property of the SPT values is preserved under genetic operations. Additionally, a new feature which drastically improves the performance of the GA is introduced. The new feature is: the probability of mutation for each codon of a chromosome is weighted by the reciprocal of its effect. Owing to the new feature, the performance of our new GA outperforms conventional GA
Keywords :
genetic algorithms; lattice filters; quadrature mirror filters; SPT representation; canonical property; chromosome encoding; genetic algorithm; lattice structure; multiplierless filter; mutation; natural selection process; quadrature mirror filter; reciprocal; signed power-of-two coefficient; Algorithm design and analysis; Biological cells; Encoding; Filter bank; Genetic algorithms; Genetic mutations; Image reconstruction; Lattices; Mirrors; Signal processing;
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.2001.957447