Title :
Soft Information for LDPC Decoding in Flash: Mutual-Information Optimized Quantization
Author :
Wang, Jiadong ; Courtade, Thomas ; Shankar, Hari ; Wesel, Richard D.
Author_Institution :
Dept. of Electr. Eng., Univ. of California, Los Angeles, CA, USA
Abstract :
High-capacity NAND flash memory can achieve high density storage by using multi-level cells (MLC) to store more than one bit per cell. Although this larger storage capacity is certainly beneficial, the increased density also increases the raw bit error rate (BER), making powerful error correction coding necessary. Traditional flash memories employ simple algebraic codes, such as BCH codes, that can correct a fixed, specified number of errors. This paper investigates the application of low-density parity-check (LDPC) codes which are well known for their ability to approach capacity in the AWGN channel. We obtain soft information for the LDPC decoder by performing multiple cell reads with distinct word-line voltages. The values of the word-line voltages (also called reference voltages) are optimized by maximizing the mutual information between the input and output of the multiple-read channel. Our results show that using this soft information in the LDPC decoder provides a significant benefit and enables us to outperform BCH codes over a range of block error rates.
Keywords :
AWGN channels; BCH codes; NAND circuits; algebraic codes; decoding; error correction codes; error statistics; flash memories; parity check codes; AWGN channel; BCH codes; BER; LDPC decoding; NAND flash memory; algebraic codes; block error rates; block length; comparable rate; error correction coding; high density storage; low-density parity-check codes; multilevel cells; multiple-read channel; mutual-information optimized quantization; raw bit error rate; reference voltages; soft information; word-line voltages; Ash; Decoding; Logic gates; Mutual information; Parity check codes; Quantization; Threshold voltage;
Conference_Titel :
Global Telecommunications Conference (GLOBECOM 2011), 2011 IEEE
Conference_Location :
Houston, TX, USA
Print_ISBN :
978-1-4244-9266-4
Electronic_ISBN :
1930-529X
DOI :
10.1109/GLOCOM.2011.6134417