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Threshold-voltage-drift-aware scheduling for belief propagation decoding of LDPC-coded NAND flash memory

机译:用于LDPC编码NAND闪存的置信度传播解码的阈值电压漂移感知调度

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摘要

With the continual increase of storage density, NAND flash memory cells are particularly vulnerable to channel noise, which significantly degrades the storage reliability. To overcome this issue, low-density parity check (LDPC) codes have been considered as a preferable choice for flash memory systems. To further improve the efficiency of the decoder, the convergence speed and the error-rate performance are the key performance indicators for LDPC-coded NAND flash memory. In this study, a threshold-voltage-drift-aware scheduling for belief propagation (BP) decoding of LDPC-coded NAND flash memory is introduced to improve the convergence speed and the error-rate performance. The basic idea of the proposed scheduling is to find an appropriate updated order of variable nodes according to their corresponding locations of threshold voltages. Since the proposed scheduling updates less reliable variable nodes with higher priority, it can improve the efficiency of BP decoding. Simulation results show that the proposed scheduling not only significantly improves the convergence speed, but also obtains better error-rate performance than the conventional serial scheduling.
机译:随着存储密度的不断提高,NAND闪存单元特别容易受到通道噪声的影响,从而大大降低了存储可靠性。为了克服这个问题,低密度奇偶校验(LDPC)码已被视为闪存系统的首选。为了进一步提高解码器的效率,收敛速度和错误率性能是LDPC编码NAND闪存的关键性能指标。在这项研究中,引入了阈值电压漂移感知调度以进行LDPC编码NAND闪存的置信传播(BP)解码,以提高收敛速度和错误率性能。所提出的调度的基本思想是根据变量节点的阈值电压的相应位置找到适当的更新顺序。由于提出的调度以较高的优先级更新可靠性较差的变量节点,因此可以提高BP解码的效率。仿真结果表明,与传统的串行调度相比,该调度不仅显着提高了收敛速度,而且获得了更好的误码率性能。

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