作者
Zhongpan Wu, Karim Hammad, Ebrahim Ghafar-Zadeh, Sebastian Magierowski
发表日期
2020/2
期刊
IEEE Transactions on Biomedical Circuits and Systems
卷号
14
期号
1
页码范围
65-74
出版商
IEEE
简介
DNA measurement machines are undergoing an orders-of-magnitude size and power reduction. As a result, the analysis of genetic molecules is increasingly appropriate for mobile platforms. However, sequencing these measurements (converting to the molecule's A-C-G-T text equivalent) requires intense computing resources, a problem for potential realizations as mobile devices. This paper proposes a step towards addressing this issue, the design and implementation of a low-power real-time FPGA hardware accelerator for the basecalling task of nanopore-based DNA measurements. Key basecalling computations are identified and ported to a custom FPGA which operates in tandem with a CPU across a high-speed serial link and a simple API. A measured speed-up over CPU-only basecalling in excess of 100X is realized with an energy efficiency improvement of three orders of magnitude.
引用总数
学术搜索中的文章
Z Wu, K Hammad, E Ghafar-Zadeh, S Magierowski - IEEE Transactions on Biomedical Circuits and Systems, 2019