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 |
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Format: | Artikel |
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. |
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ISSN: | 2329-9231 2329-9231 |
DOI: | 10.1109/JXCDC.2020.2987527 |