TY - GEN
T1 - Performance of LDPC codes under noisy message-passing decoding
AU - Varshney, Lav R.
PY - 2007
Y1 - 2007
N2 - In traditional communication theory, it is assumed that error correcting codes may be decoded with algorithms that perform perfectly. Noise, however, provides a fundamental limit to computation systems just as it does to communication systems. In this work, we investigate the effect of noise in message-passing decoders for low-density parity-check codes. We observe that the concentration of the performance of the decoder around its average performance continues to hold when noise is introduced into message-passing. Given the concentration result, density evolution equations for a simple noisy message-passing decoder are derived. Analytic computation of thresholds shows that performance degrades smoothly as decoder noise increases. Decoding is robust to noise in the decoder.
AB - In traditional communication theory, it is assumed that error correcting codes may be decoded with algorithms that perform perfectly. Noise, however, provides a fundamental limit to computation systems just as it does to communication systems. In this work, we investigate the effect of noise in message-passing decoders for low-density parity-check codes. We observe that the concentration of the performance of the decoder around its average performance continues to hold when noise is introduced into message-passing. Given the concentration result, density evolution equations for a simple noisy message-passing decoder are derived. Analytic computation of thresholds shows that performance degrades smoothly as decoder noise increases. Decoding is robust to noise in the decoder.
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U2 - 10.1109/ITW.2007.4313070
DO - 10.1109/ITW.2007.4313070
M3 - Conference contribution
AN - SCOPUS:46749153068
SN - 1424415640
SN - 9781424415649
T3 - 2007 IEEE Information Theory Workshop, ITW 2007, Proceedings
SP - 178
EP - 183
BT - 2007 IEEE Information Theory Workshop, ITW 2007, Proceedings
T2 - 2007 IEEE Information Theory Workshop, ITW 2007
Y2 - 2 September 2007 through 6 September 2007
ER -