An efficient digital circuit for implementing Sequence Alignment algorithm in an extended processor

V. Kundeti, Yunsi Fei, S. Rajasekaran
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引用次数: 1

Abstract

The problem of sequence alignment (Edit Distance) between a pair of strings has been well studied in the field of computing algorithms. The classic dynamic programming-based algorithm, Needleman-Wunsch (O(n2)), has been widely used in practice, especially by biologists to find similarities between gene sequences. Any optimization in the implementation of this algorithm will have a significant practical impact on biological research. However, within the past several decades, not much has been done in improving the runtime of the algorithm in real implementations. Although algorithms based on systolic processor arrays and FPGAs were presented earlier to create custom hardware to aid in speed-up, their usage has been very limited due to their inherent synchronous design complexity and scalability issues. In view of this, we propose an efficient hardware implementation of the Sequence Alignment algorithm. We provide a simple and efficient asynchronous sequential design which can be readily implemented as an instruction in an extensible processor. Experimental results show that our circuit implementation can achieve a speed-up of 3.77X on average compared with the software counterpart, meanwhile reducing the area cost.
一种在扩展处理器上实现序列比对算法的高效数字电路
字符串对之间的序列对齐(编辑距离)问题在计算算法领域得到了很好的研究。基于动态规划的经典算法Needleman-Wunsch (O(n2))在实践中得到了广泛的应用,特别是被生物学家用于寻找基因序列之间的相似性。该算法实现中的任何优化都将对生物学研究产生重大的实际影响。然而,在过去的几十年里,在实际实现中改进算法的运行时间方面做得并不多。尽管先前提出了基于收缩处理器阵列和fpga的算法来创建自定义硬件以帮助加速,但由于其固有的同步设计复杂性和可扩展性问题,它们的使用非常有限。鉴于此,我们提出了一种高效的序列比对算法的硬件实现。我们提供了一种简单有效的异步顺序设计,它可以很容易地作为可扩展处理器中的指令实现。实验结果表明,与软件相比,我们的电路实现可以实现3.77倍的平均加速,同时降低了面积成本。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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