DNA sequence data compression method based on Memetic Algorithm

被引:0
|
作者
Tan, Li [1 ]
Sun, Ji-Feng [1 ]
Guo, Li-Hua [1 ]
机构
[1] School of Electronic and Information Engineering, South China University of Technology, Guangzhou 510641, China
关键词
DNA sequences;
D O I
10.3724/SP.J.1146.2013.00303
中图分类号
学科分类号
摘要
A DNA sequence compression method based on Collaborative Particle swarm optimization-based Memetic Algorithm (CPMA) is proposed. CPMA adopts the Comprehensive Learning Particle Swarm Optimization (CLPSO) as the global search and a Dynamic Adjustive Chaotic Search Operator (DACSO) as the local search respectively. In CPMA, it looks for the global optimal code book based on Extended Approximate Repeat Vector (EARV), by which the DNA sequence is compressed. Experimental results demonstrate better performance of HMPSO than the other optimization algorithms, and it is very close to the global optimization point in most of the test functions adopted by the paper. The compression performance of the method based on CPMA is markedly improved compared to many of the classical DNA sequence compression algorithms.
引用
收藏
页码:121 / 127
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