作者
Shaahin Angizi, Jiao Sun, Wei Zhang, Deliang Fan
发表日期
2020/3/9
研讨会论文
2020 Design, Automation & Test in Europe Conference & Exhibition (DATE)
页码范围
1265-1270
出版商
IEEE
简介
In this paper, we propose a high-throughput and energy-efficient Processing-in-Memory accelerator (PIM-Aligner) to execute DNA short read alignment based on an optimized and hardware-friendly alignment algorithm. We first reconstruct the existing sequence alignment algorithm based on BWT and FM-index such that it can be fully implemented in PIM platforms. It supports exact alignment and also handles mismatches to reduce excessive backtracking. We then develop PIM-Aligner platform that transforms SOT-MRAM array to a potential computational memory to accelerate the reconstructed alignment-in-memory algorithm incurring a low cost on top of original SOT-MRAM chips (less than 10% of chip area). Accordingly, we present a local data partitioning, mapping, and pipeline technique to maximize the parallelism in multiple computational sub-array while doing the alignment task. The simulation results show …
引用总数
20202021202220232024211863
学术搜索中的文章
S Angizi, J Sun, W Zhang, D Fan - 2020 Design, Automation & Test in Europe Conference …, 2020