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Parallel Smith-Waterman Algorithm for DNA sequences Comparison on different cluster architectures

机译:不同簇结构上DNA序列比较的并行Smith-Waterman算法

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DNA sequence alignment is one of the most important operations of bioinformatics. In 1981, Smith and Waterman developed a method for sequences local alignment. However, in practice, various heuristics are used due to the processing and memory requirements of Smith and Waterman's algorithm. Even though they are faster, heuristics do not ensure that the optimal alignment is found. For this reason, it is interesting to study how to apply the computer power of different parallel platforms to speed up the sequence alignment process without losing result accuracy. In this paper, a parallelization of Smith-Waterman algorithm is presented using a pipeline scheme due to the data dependencies inherent to the problem. Also, a comparative analysis is carried out regarding the behavior of this algorithm on different multiprocessor architectures: heterogeneous cluster and multicore cluster. Finally, the results obtained with the different tests performed are presented, as well as future research lines.
机译:DNA序列比对是生物信息学最重要的操作之一。 1981年,Smith和Waterman开发了一种用于序列局部比对的方法。但是,实际上,由于Smith和Waterman算法的处理和内存要求,使用了各种启发式方法。即使它们更快,启发式方法也不能确保找到最佳对齐方式。因此,研究如何利用不同并行平台的计算机功能来加速序列比对过程而又不损失结果准确性是很有趣的。在本文中,由于问题固有的数据依赖性,使用流水线方案提出了Smith-Waterman算法的并行化。此外,针对此算法在不同的多处理器体系结构:异构群集和多核群集上的行为进行了比较分析。最后,介绍了通过执行不同测试获得的结果,以及未来的研究方向。

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