Family Competition Pheromone Genetic Algorithm for Comparative Genome Assembly

来源 :Journal of Electronic Science and Technology | 被引量 : 0次 | 上传用户:kingworsebest
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Genome assembly is a prerequisite step for analyzing next generation sequencing data and also far from being solved. Many assembly tools have been proposed and used extensively. Majority of them aim to assemble sequencing reads into contigs; however, we focus on the assembly of contigs into scaffolds in this paper. This is called scaffolding, which estimates the relative order of the contigs as well as the size of the gaps between these contigs. Pheromone trail-based genetic algorithm(PGA) was previously proposed and had decent performance according to their paper. From our previous study, we found that family competition mechanism in genetic algorithm is able to further improve the results. Therefore, we propose family competition pheromone genetic algorithm(FCPGA) and demonstrate the improvement over PGA. Genome assembly is a prerequisite step for analyzing next generation sequencing data and also far from being being solved. Many assembly tools have been proposed and used extensively. Majority of them aim to assemble sequencing reads into contigs; however, we focus on the assembly of contigs into scaffolds in this paper. This is called scaffolding, which estimates the relative order of the contigs as well as the size of the gaps between these contigs. Pheromone trail-based genetic algorithm (PGA) was previously proposed and had decent performance according to their paper From our previous study, we found that family competition mechanism in genetic algorithm is able to further improve the results. Thus, we propose family competition pheromone genetic algorithm (FCPGA) and demonstrate the improvement over PGA.
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