A Dynamic Huffman Coding Method for Reliable TLC NAND Flash Memory

Chin-Hsien Wu, Hao-Wei Zhang, Chia-Wei Liu, T. Yu, Chi-Yen Yang
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引用次数: 1

Abstract

With the progress of the manufacturing process, NAND flash memory has evolved from the single-level cell and multi-level cell into the triple-level cell (TLC). NAND flash memory has physical problems such as the characteristic of erase-before-write and the limitation of program/erase cycles. Moreover, TLC NAND flash memory has low reliability and short lifetime. Thus, we propose a dynamic Huffman coding method that can apply to the write operations of NAND flash memory. The proposed method exploits observations from a Huffman tree and machine learning from data patterns to dynamically select a suitable Huffman coding. According to the experimental results, the proposed method can improve the reliability of TLC NAND flash memory and also consider the compression performance for those applications that require the Huffman coding.
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可靠TLC NAND闪存的动态霍夫曼编码方法
随着制造工艺的进步,NAND闪存已经从单级单元和多级单元发展到三级单元(TLC)。NAND闪存存在写前擦除特性和程序/擦除周期限制等物理问题。此外,TLC NAND闪存具有可靠性低、寿命短的缺点。因此,我们提出了一种动态霍夫曼编码方法,可以应用于NAND闪存的写入操作。该方法利用霍夫曼树的观测值和数据模式的机器学习来动态选择合适的霍夫曼编码。实验结果表明,该方法既能提高TLC NAND闪存的可靠性,又能兼顾需要霍夫曼编码的应用的压缩性能。
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