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Quantization and reliability-aware iterative majority-logic decoding algorithm for LDPC code in TLC NAND flash memory

机译:TLC NAND闪存中LDPC码的量化和可靠性感知的迭代多数逻辑解码算法

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Multi-level per cell (MLC) /Triple-Level per cell (TLC) technique significantly improves storage density with low cost increases, which stores more than one bit per cell, but also drastically decreases reliability in NAND flash memory. As the bit number per cell increases, correspondingly cell-to-cell interference (CCI) becomes the major challenge for NAND flash memory technology scaling. Recently, low-density parity-check (LDPC) code is considered as the most appropriate scheme of next generation Error Correcting Code (ECC) in NAND flash memory. In this paper, by exploiting the intra-cell characteristics in TLC NAND flash memory channels, a low-complexity quantization and reliability-Aware iterative majority-logic decoding (QR-IMLGD) algorithm for LDPC code is proposed to reduce the memory read latency and effectively improve the throughput of LDPC decoding. The proposed algorithm takes advantage of highly unequal error probability of input log-likelihood-ratios (LLRs) in the same cells, employ small bit-level quantizer and update only less reliable variable nodes that are initiated with higher error probability LLR values. Simulation results show that the proposed QR-IMLGD algorithm can yield a noticeable improvement in decoding convergence rate without compromising the error performance in TLC NAND flash memory channels.
机译:每单元多级(MLC)/每单元三级(TLC)技术显着提高了存储密度,同时成本增加,每单元存储多于一位,但也大大降低了NAND​​闪存的可靠性。随着每单元位数的增加,相应的单元间干扰(CCI)成为NAND闪存技术扩展的主要挑战。最近,低密度奇偶校验(LDPC)码被认为是NAND闪存中下一代纠错码(ECC)的最合适方案。本文通过利用TLC NAND闪存通道中的单元内特性,针对LDPC码,提出了一种低复杂度量化和可靠性感知的迭代多数逻辑解码(QR-IMLGD)算法,以减少存储器读取延迟和有效地提高了LDPC解码的吞吐量。所提出的算法利用了相同像元中输入对数似然比(LLR)的错误概率极不相等的优势,采用了较小的位级量化器,并且仅更新了由较高错误概率LLR值启动的可靠性较差的变量节点。仿真结果表明,所提出的QR-IMLGD算法在不降低TLC NAND闪存通道的误码性能的情况下,可以显着提高解码的收敛速度。

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