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首页> 外文期刊>IEEE Transactions on Computers >Improving Read Performance of NAND Flash SSDs by Exploiting Error Locality
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Improving Read Performance of NAND Flash SSDs by Exploiting Error Locality

机译:通过利用错误位置来提高NAND Flash SSD的读取性能

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摘要

NAND flash-based solid-state drives (SSDs), which can serve as the caches of hard disk drives, have gained popularity in large-scale, high-performance storage. A type of advanced error correction code for SSDs, low-density parity-check (LDPC), is required to mitigate a considerable number of errors in the raw data of NAND flash. However, LDPC imposes read performanceoverhead due to the complex decoding procedure of LDPC. In this paper, we propose an error-correcting cache (EC-Cache) that exploits “”, a characteristic of NAND flash memory, to improve the read performance of SSDs. We use the term “error locality” to refer to the property that the majority of errors in reads to the same flash page appear at the same positions until thepage is erased. By caching detected errors, we can correct a significant portion of errors in the requested flash page prior to the LDPC decoding process. This design significantly reduces LDPC decoding overhead because the latency of LDPC is correlated with thenumber of errors in the input data. We conduct experiments, including flash characterization, LDPC simulation, and SSD simulation,to evaluate EC-Cache. The experimental results demonstrate that EC-Cache can improve the read performance of LDPC-based SSDs by up to .
机译:可以用作硬盘驱动器缓存的基于NAND闪存的固态驱动器(SSD)在大规模,高性能存储中已变得越来越流行。需要一种用于SSD的高级错误校正代码,即低密度奇偶校验(LDPC),以减轻NAND闪存原始数据中的大量错误。然而,由于LDPC的复杂解码过程,LDPC强加了读取性能开销。在本文中,我们提出了一种纠错缓存(EC-Cache),它利用NAND闪存的特性“”来提高SSD的读取性能。我们使用“错误局部性”一词来表示这样的属性,即读入同一闪存页面的大多数错误都出现在相同位置,直到该页面被擦除为止。通过缓存检测到的错误,我们可以在LDPC解码过程之前纠正请求的闪存页面中的大部分错误。该设计显着减少了LDPC解码开销,因为LDPC的等待时间与输入数据中的错误数量相关。我们进行实验,包括闪存特性分析,LDPC仿真和SSD仿真,以评估EC-Cache。实验结果表明,EC-Cache最多可以将基于LDPC的SSD的读取性能提高。

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