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Bilayer LDPC Codes Combined with Perturbed Decoding for MLC NAND Flash Memory.

Lingjun Kong1, Haiyang Liu2, Wentao Hou3

  • 1Faculty of Network and Telecommunication Engineering, Jinling Institute of Technology, Nanjing 211169, China.

Entropy (Basel, Switzerland)
|January 22, 2024
PubMed
Summary
This summary is machine-generated.

This study introduces a bilayer low-density parity-check (LDPC) coding scheme for multi-level cell (MLC) NAND flash memory. The novel approach enhances error correction, extending memory lifetime to 10,000 program-and-erase cycles.

Keywords:
NAND flash memorybilayer low-density parity-check (LDPC) codesgenetic algorithm (GA)multi-level cell (MLC)perturbation noise

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Area of Science:

  • * Digital storage technologies
  • * Error correction coding
  • * Semiconductor memory devices

Background:

  • * Multi-level cell (MLC) NAND flash memory faces challenges with data integrity and limited lifespan.
  • * Traditional coding schemes struggle to fully exploit the asymmetric channel characteristics of MLC NAND flash.
  • * Enhancing error correction is crucial for improving the reliability and endurance of flash memory.

Purpose of the Study:

  • * To propose a novel coding scheme for MLC NAND flash memory.
  • * To leverage the asymmetric properties of the MLC flash channel for improved error correction.
  • * To extend the operational lifetime of MLC NAND flash memory.

Main Methods:

  • * Development of a bilayer low-density parity-check (LDPC) code structure.
  • * Exploitation of MLC NAND flash channel asymmetry by storing parity bits in the lower page.
  • * Integration of a genetic algorithm (GA)-based perturbation process into the decoding algorithm to correct uncorrectable read sequences.

Main Results:

  • * The proposed bilayer LDPC coding scheme effectively utilizes channel asymmetry.
  • * The GA-based perturbation decoding demonstrates efficiency, particularly in low program-and-erase (P/E) cycle regions.
  • * Simulation results indicate a potential lifespan extension of MLC NAND flash memory up to 10,000 P/E cycles.
  • * The scheme achieves a superior balance between performance and complexity compared to single LDPC schemes.

Conclusions:

  • * The bilayer LDPC coding scheme offers a practical solution for enhancing MLC NAND flash memory reliability.
  • * The integration of GA-based perturbation decoding significantly improves error correction capabilities.
  • * The proposed scheme is well-suited for practical applications in MLC NAND flash memory, balancing performance and complexity.