计算机与现代化2024,Issue(7) :7-12.DOI:10.3969/j.issn.1006-2475.2024.07.002

一种面向生物基因多序列比对算法的任务调度方法

A Task Scheduling Method for Biological Gene Multi Sequence Alignment Algorithm

杨波 王宏杰 徐胜超 毛明扬 蒋金陵 蒋大锐
计算机与现代化2024,Issue(7) :7-12.DOI:10.3969/j.issn.1006-2475.2024.07.002

一种面向生物基因多序列比对算法的任务调度方法

A Task Scheduling Method for Biological Gene Multi Sequence Alignment Algorithm

杨波 1王宏杰 1徐胜超 1毛明扬 1蒋金陵 1蒋大锐1
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作者信息

  • 1. 广州华商学院数据科学学院,广东 广州 511300
  • 折叠

摘要

针对现阶段生物基因多序列比对算法在面对大规模数据时存在比对效率慢的问题,提出一种面向生物基因多序列比对算法的任务调度方法,以提高生物基因多序列比对的效率.通过Trie树方法对生物基因多序列数据展开分割处理,从而提高后续基因多序列比对过程中数据查找和匹配的效率;构建基因多序列BWT索引,利用BWT索引方法完成生物基因多序列比对;以多序列比对方法为基础,采用CPU与GPU异构并行系统完成多序列比对的任务调度.实验结果表明,所提的面向生物基因多序列比对算法的任务调度方法效率更高、性能更好,且更适合于实际应用.

Abstract

Aiming at the problem of slow alignment efficiency in current biological gene multi sequence alignment algorithms when facing large-scale data,a task scheduling method for biological gene multi sequence alignment algorithms is proposed to improve the efficiency of biological gene multi sequence alignment.Firstly,the Trie tree method is used to segment biological gene multi sequence data,thereby optimizing the efficiency of data search and matching in the subsequent gene multi sequence alignment process;Secondly a gene multi sequence BWT index is constructed and the BWT index method is used to complete bio-logical gene multi sequence alignment;Finally,based on the multi sequence alignment method,a heterogeneous parallel system of CPU and GPU is used to complete the task scheduling of multi sequence alignment.The experimental results show that the pro-posed task scheduling method for biological gene multi sequence alignment algorithm is more efficient,performs better,and is more suitable for practical applications.

关键词

生物基因/任务调度/多序列比对/CPU与GPU/BWT索引方法

Key words

biological genes/task scheduling/multiple sequence alignment/CPU and GPU/BWT indexing method

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基金项目

国家自然科学基金面上项目(61972444)

广州华商学院校内科研导师制项目(2023HSDS34)

出版年

2024
计算机与现代化
江西省计算机学会 江西省计算技术研究所

计算机与现代化

CSTPCD
影响因子:0.472
ISSN:1006-2475
参考文献量6
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