Low-complexity quantization-aware belief-propagation (QA-BP) decoding for MLC NAND flash memory

Chaudhry Adnan Aslam, Yong Liang Guan, Kui Cai

Research output: Chapter in Book/Report/Conference proceedingConference contribution

7 Citations (Scopus)

Abstract

State-of-the-art NAND flash chips experience significant channel noise impairments and raise several data reliability issues. To overcome these issues, low-density parity-check (LDPC) codes are becoming the main stream error-correcting-codes in flash memory controllers. Consequently, the long belief-propagation (BP) decoding latency starts to deteriorate the system performance. In this paper, a low-complexity quantization-aware belief-propagation (QA-BP) decoding scheme is introduced for meeting the requirement of faster BP convergence speed. Using the shuffled BP algorithm, the proposed QA-BP scheme takes advantage of highly unequal error probability of input log-likelihood-ratios (LLRs), transpired as a result of non-uniform channel quantization, and update only less reliable variable nodes that are initiated with higher error probability LLR values. For realizing the QA-BP scheme, neither additional runtime operations nor real-valued comparisons are required. Using simulation results, it is shown that the proposed QA-BP scheme can yield a noticeable improvement in BP convergence speed without compromising the error performance.

Original languageEnglish
Title of host publication2015 10th International Conference on Information, Communications and Signal Processing, ICICS 2015
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781467372183
DOIs
Publication statusPublished - Apr 26 2016
Externally publishedYes
Event10th International Conference on Information, Communications and Signal Processing, ICICS 2015 - Singapore, Singapore
Duration: Dec 2 2015Dec 4 2015

Publication series

Name2015 10th International Conference on Information, Communications and Signal Processing, ICICS 2015

Conference

Conference10th International Conference on Information, Communications and Signal Processing, ICICS 2015
Country/TerritorySingapore
CitySingapore
Period12/2/1512/4/15

Bibliographical note

Publisher Copyright:
© 2015 IEEE.

ASJC Scopus Subject Areas

  • Computer Networks and Communications
  • Information Systems
  • Signal Processing

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