Fault-Tolerant Probabilistic Gradient-Descent Bit Flipping Decoder

Communications Letters, IEEE  (2014)

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摘要
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.
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关键词
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,Bit-flipping algorithm,decoding by unreliable hardware,fault-tolerance,low-density parity check codes
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