DocumentCode :
18867
Title :
Single-Stage and Cascade Design of High Order Multiplierless Linear Phase FIR Filters Using Genetic Algorithm
Author :
Wen Bin Ye ; Ya Jun Yu
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore
Volume :
60
Issue :
11
fYear :
2013
fDate :
Nov. 2013
Firstpage :
2987
Lastpage :
2997
Abstract :
In this work, a novel genetic algorithm (GA) is proposed for the design of multiplierless linear phase finite impulse response (FIR) filters. The filters under consideration are of high order and wide coefficient wordlength. Both the single-stage and cascade form are considered. In a practical filter design problem, when the filter specification is stringent, requiring high filter order and wide coefficient wordlength, GAs often fail to find feasible solutions, because the discrete search space thus constructed is huge and the majority of the solution candidates therein can not meet the specification. In the proposed GA, the discrete search space is partitioned into smaller ones. Each small space is constructed surrounding a base discrete coefficient set which is obtained by a proposed greedy algorithm. The partition of the search space increases the chances for the GA to find feasible solutions, but does not sacrifice the coverage of the search. The proposed GA applies to the design of single-stage filters. When a cascade form filter is designed, for each single-stage filter meeting the filter specification generated during the course of GA, an integer polynomial factorization is applied. Design examples show that the proposed GA significantly outperforms existing algorithms dealing with the similar problems in terms of design time, and the hardware cost is saved in most cases.
Keywords :
FIR filters; genetic algorithms; higher order statistics; linear phase filters; polynomial approximation; base discrete coefficient set; cascade design; discrete search space; finite impulse response filters; genetic algorithm; high order coefficient wordlength; high order multiplierless linear phase FIR filters; integer polynomial factorization; practical filter design problem; single stage design; single stage filters; wide coefficient wordlength; Adders; Algorithm design and analysis; Biological cells; Finite impulse response filters; Genetic algorithms; Passband; Sociology; Cascade form; finite impulse response (FIR); genetic algorithm; low hardware cost;
fLanguage :
English
Journal_Title :
Circuits and Systems I: Regular Papers, IEEE Transactions on
Publisher :
ieee
ISSN :
1549-8328
Type :
jour
DOI :
10.1109/TCSI.2013.2256211
Filename :
6605635
Link To Document :
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