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Performance of the modified SRBI-MLGD algorithm for LDPC codes in MLC NAND flash memory

机译:MLC NAND闪存中LDPC码的改进SRBI-MLGD算法的性能

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With continued scaling down of the NAND flash memory, the multi-level cell (MLC) technique emerges to dramatically increase the storage density. Meanwhile, this technique also leads to worse error performance owing to the cell-to-cell interference (CCI). Recently, low-density parity-check (LDPC) code has appeared to be a promising solution to combat the performance degradation of NAND flash memory. Although LDPC codes can provide stronger error performance, the conventional belief propagation (BP) decoding algorithm requires calculating soft-decision log-likelihood (LLR) information and hence possesses a massive computational complexity. In this paper, by exploiting the characteristics of MLC NAND flash memory channels, we present a modified soft reliability-based iterative majority-logic decoding (SRBI-MLGD) algorithm for the LDPC codes over MLC NAND flash memory channels. The modified decoding algorithm has less computational complexity as compared with the sum-product decoding algorithm (SPA). Moreover, the simulation results show that the decoding algorithm offers an effective trade-off between complexity and performance over high-column-weight LDPC coded MLC NAND flash memory channels.
机译:随着NAND闪存的不断缩小,多层单元(MLC)技术应运而生,大大提高了存储密度。同时,由于小区间干扰(CCI),该技术还导致差的错误性能。最近,低密度奇偶校验(LDPC)代码似乎已成为解决NAND闪存性能下降的有前途的解决方案。尽管LDPC码可以提供更强的错误性能,但常规的置信传播(BP)解码算法需要计算软判决对数似然(LLR)信息,因此具有巨大的计算复杂性。在本文中,通过利用MLC NAND闪存通道的特性,我们为MLC NAND闪存通道上的LDPC码提出了一种改进的基于软可靠性的迭代多数逻辑解码(SRBI-MLGD)算法。与和积解码算法(SPA)相比,修改后的解码算法具有较少的计算复杂度。此外,仿真结果表明,该解码算法在高列重LDPC编码的MLC NAND闪存通道上提供了复杂度和性能之间的有效折衷。

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