Error Control Coding for Multilevel Cell Flash Memories Using Nonbinary Low-Density Parity-Check Codes

Yuu Maeda, H. Kaneko
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引用次数: 67

Abstract

Conventional flash memories generally utilize simple error control codes, such as Hamming code and BCH code. In future high-density multilevel cell (MLC) flash memories, however, it is estimated that raw bit error rate (BER) will soar with increasing number of charge levels, and hence the conventional error control coding will not be sufficient for these memories. Low-density parity-check (LDPC) code is a class of strong error control codes which are adopted in practical wired/wireless communication systems, and hence the LDPC code is an important candidate for error control code in future MLC memories. Application of the LDPC code to MLC memory is not so straightforward as conventional error control codes because the LDPC code usually employs soft-input decoding to achieve low decoded BER, and hence analysis of the error probability is crucial, especially when nonbinary codes are applied. Therefore, this paper analyzes error characteristics of MLC flash memory from error control coding viewpoint, and then proposes an error control coding using nonbinary LDPC codes. Evaluation shows that the decoded BER of the nonbinary LDPC code is lower than that of conventional binary irregular LDPC code, and also demonstrates that nonbinary LDPC code defined by a parity-check matrix having average column weight w = 2.5 has lower decoded BER than nonbinary LDPC codes with w = 2 and 3.
基于非二进制低密度奇偶校验码的多单元闪存错误控制编码
传统的闪存一般使用简单的错误控制码,如汉明码和BCH码。然而,在未来的高密度多电平单元(MLC)闪存中,估计原始误码率(BER)将随着电荷水平的增加而飙升,因此传统的错误控制编码将不足以满足这些存储器的要求。低密度奇偶校验码(LDPC)是一类在实际有线/无线通信系统中采用的强错误控制码,因此LDPC码是未来MLC存储器中错误控制码的重要候选码。LDPC码在MLC存储器中的应用不像传统的错误控制码那样简单,因为LDPC码通常采用软输入解码来实现低解码误码率,因此分析错误概率是至关重要的,特别是当应用非二进制码时。因此,本文从错误控制编码的角度分析了MLC闪存的错误特性,并提出了一种基于非二进制LDPC码的错误控制编码方法。结果表明,非二进制LDPC码的译码率低于常规二进制不规则LDPC码的译码率,且由平均列权w = 2.5的奇偶校验矩阵定义的非二进制LDPC码的译码率低于w = 2和3的非二进制LDPC码的译码率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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