An FPGA Implementation of A Portable DNA Sequencing Device Based on RISC-V

2022 20th IEEE Interregional NEWCAS Conference (NEWCAS)(2022)

引用 4|浏览6
暂无评分
摘要
Miniature and mobile DNA sequencers are steadily growing in popularity as effective tools for genetics research. As basecalling algorithms continue to evolve, basecalling poses a serious challenge for small computing devices despite its increasing accuracy. Although general-purpose computing chips such as CPUs and GPUs can achieve fast results, they are not energy efficient enough for mobile applications. This paper presents an innovative solution, a basecalling hardware architecture based on RISC-V ISA, and after validation with our custom FPGA verification platform, it demonstrates a 1.95x energy efficiency ratio compared to x86. There is also a 38% improvement in energy efficiency ratio compared to ARM. In addition, this study also completes the verification work for subsequent ASIC designs.
更多
查看译文
关键词
DNA,Sequencing,RISC-V,ISA,energy-efficiency,Oxford nanopore,basecalling,Viterbi,FPGA,ASIC
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要