A DNA Read Alignment Accelerator Based on Computational RAM

Recent years have witnessed an increasing interest in the processing-in-memory (PIM) paradigm in computing due to its promise to improve the performance through the reduction of energy-hungry and long-latency memory accesses. Joined with the explosion of data to be processed, produced in genomics-pa...

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Veröffentlicht in:IEEE journal on exploratory solid-state computational devices and circuits 2020-06, Vol.6 (1), p.80-88
Hauptverfasser: Chowdhury, Zamshed I., Zabihi, Masoud, Khatamifard, S. Karen, Zhao, Zhengyang, Resch, Salonik, Razaviyayn, Meisam, Wang, Jian-Ping, Sapatnekar, Sachin S., Karpuzcu, Ulya R.
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Sprache:eng
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Zusammenfassung:Recent years have witnessed an increasing interest in the processing-in-memory (PIM) paradigm in computing due to its promise to improve the performance through the reduction of energy-hungry and long-latency memory accesses. Joined with the explosion of data to be processed, produced in genomics-particularly genome sequencing-PIM has become a potential promising candidate for accelerating genomics applications since they do not scale up well in conventional von Neumann systems. In this article, we present an in-memory accelerator architecture for DNA read alignment. This architecture outperforms corresponding software implementation by >49X and >18 000X, in terms of throughput and energy efficiency, respectively, even under conservative assumptions.
ISSN:2329-9231
2329-9231
DOI:10.1109/JXCDC.2020.2987527