DocumentCode
4199
Title
Fault-Tolerant Probabilistic Gradient-Descent Bit Flipping Decoder
Author
Al Rasheed, Omran ; Ivanis, Predrag ; Vasic, Bane
Author_Institution
Fac. of Electr. Eng., Univ. of Belgrade, Belgrade, Serbia
Volume
18
Issue
9
fYear
2014
fDate
Sept. 2014
Firstpage
1487
Lastpage
1490
Abstract
We propose a gradient descent type bit flipping algorithm for decoding low density parity check codes on the binary symmetric channel. Randomness introduced in the bit flipping rule makes this class of decoders not only superior to other decoding algorithms of this type, but also robust to logic-gate failures. We report a surprising discovery that for a broad range of gate failure probability our decoders actually benefit from faults in logic gates which serve as an inherent source of randomness and help the decoding algorithm to escape from local minima associated with trapping sets.
Keywords
channel coding; decoding; fault tolerance; gradient methods; logic gates; parity check codes; probability; random codes; telecommunication network reliability; binary symmetric channel; decoding algorithm; fault-tolerant probabilistic decoder; gradient-descent bit flipping decoder; local minima; logic-gate failures; parity check codes; probability; trapping sets; Decoding; Fault tolerance; Fault tolerant systems; Hardware; Logic gates; Parity check codes; Probabilistic logic; Bit-flipping algorithm; decoding by unreliable hardware; fault-tolerance; low-density parity check codes;
fLanguage
English
Journal_Title
Communications Letters, IEEE
Publisher
ieee
ISSN
1089-7798
Type
jour
DOI
10.1109/LCOMM.2014.2344031
Filename
6868233
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