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Hardware accelerator architecture for simultaneous short-read DNA sequences alignment with enhanced traceback phase

机译:硬件加速器架构,可同时进行短时DNA序列比对和增强的追溯阶段

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Dynamic programming algorithms are widely used to find the optimal sequence alignment between any two DNA sequences. This manuscript presents a new, flexible and scalable hardware accelerator architecture to speedup the implementation of the frequently used Smith-Waterman algorithm. When integrated with a general purpose processor, the developed accelerator significantly reduces the computation time and memory space requirements of alignment tasks. Such efficiency mainly comes from two innovative techniques that are proposed. First, the usage of the maximum score cell coordinates, gathered during the computation of the alignment scores in the matrix-fill phase, in order to significantly reduce the time and memory requirements of the traceback phase. Second, the exploitation of an additional level of parallelism in order to simultaneously align several query sequences with the same reference sequence, targeting the processing of short-read DNA sequences. The results obtained from the implementation of a complete alignment system based on the new accelerator architecture in a Virtex-4 FPGA showed that the proposed techniques are feasible and the developed accelerator is able to provide speedups as high as 16 for the considered test sequences. Moreover, it was also shown that the proposed approach allows the processing of larger DNA sequences in memory restricted environments.
机译:动态编程算法被广泛用于寻找任何两个DNA序列之间的最佳序列比对。该手稿提出了一种新的,灵活的和可扩展的硬件加速器体系结构,以加快执行常用的Smith-Waterman算法的速度。与通用处理器集成后,开发的加速器将大大减少对齐任务的计算时间和内存空间需求。这种效率主要来自提出的两种创新技术。首先,在矩阵填充阶段计算对齐分数时收集的最大分数单元坐标的使用,以显着减少回溯阶段的时间和内存需求。其次,利用额外的并行度,以同时将多个查询序列与相同的参考序列进行比对,从而针对短读DNA序列的处理。在Virtex-4 FPGA中基于新加速器体系结构的完整对准系统的实施结果表明,所提出的技术是可行的,并且开发的加速器能够为考虑的测试序列提供高达16的加速比。此外,还表明,所提出的方法允许在存储器受限的环境中处理较大的DNA序列。

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