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A novel structure of the Smith-Waterman Algorithm for efficient sequence alignment

机译:高效序列对准的史密斯水曼算法的新颖结构

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The emergence of bioinformatics has led to many new discoveries in living organisms. These discoveries would not have been possible without the developments made in the sequence alignment techniques. Many sequence alignment algorithms were developed to make the alignment process fast and accurate. However, the more precise algorithms take longer than their less precise counterparts. Researchers came with innovative approaches to combat the time consuming constraint. Their aim was to speed up the computational process by using more efficient implementations of the algorithms using state-of-the-art hardware platforms. Smith Waterman (SW) algorithm, being the most accurate in the alignment process, has been implemented on various high performance computing platforms for the same purpose. However, the intrinsic structure of the algorithm has got little attention. In this paper, we present a novel structure of the SW algorithm that takes less number of cycles at the cost of utilizing a minimal amount of extra hardware resources as compared to its existing form. The newly proposed architecture achieves up to 25% performance gain.
机译:生物信息学的出现导致了生物体中的许多新发现。如果没有在序列对准技术中的开发,则不会成为可能的发现。开发了许多序列对准算法,以快速准确地使对准过程。然而,更精确的算法比其更精确的对应物更加精确。研究人员具有创新的方法来打击耗时的约束。他们的目的是通过使用最先进的硬件平台使用更有效的算法实现来加速计算过程。史密斯水工(SW)算法是对准过程中最准确的,已经在各种高性能计算平台上实现了相同目的。然而,算法的内在结构几乎没有注意。在本文中,我们介绍了SW算法的新结构,其与其现有形式相比,以利用最小数量的额外硬件资源的成本支付较少的循环。新拟议的架构达到了25%的性能增益。

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