DocumentCode :
3571059
Title :
Convergence of the Min-Sum Decoding Scheme for LDPC Codes from a Dynamical Systems Perspective
Author :
Maitra, Monosij ; Mukherjee, Abhik
Author_Institution :
Dept. of Comput. Sci. & Technol., Indian Inst. of Eng. Sci. & Technol., Shibpur, India
fYear :
2014
Firstpage :
107
Lastpage :
112
Abstract :
LDPC codes represent a class of codes for a wide variety of modern day coding applications including wireless communications and also some aspects of Cryptography. The general decoder for these codes, the Sum-Product algorithm can be viewed as a nonlinear dynamical system and has been shown to exhibit bifurcations and chaotic phenomena in the low and waterfall SNR zone in an AWGN channel. It has been attempted to investigate whether the Min-Sum decoder, a major approximation of the Sum-Product decoder, exhibits similar phenomena in its corresponding waterfall SNR zone for a particular Gallager code in the AWGN Channel. The results obtained indicate that the decoder does not show bifurcations and chaos in the waterfall SNR zone. Nevertheless, the decoder converges smoothly when the SNR stays above the waterfall region. This work guides how to find the convergent SNR zone for decoding any particular LDPC code with the Min-Sum decoder.
Keywords :
AWGN channels; bifurcation; channel coding; chaotic communication; convergence; cryptography; iterative decoding; mobile radio; nonlinear codes; parity check codes; wireless channels; AWGN channel; Gallager code; LDPC code; additive white Gaussian noise channel; bifurcation phenomena; chaotic phenomena; low SNR zone; low density parity check code; min-sum iterative decoding scheme convergence; nonlinear dynamical system; sum-product decoder algorithm; waterfall SNR zone; wireless mobile communication cryptography; Approximation methods; Bifurcation; Decoding; Iterative decoding; Signal to noise ratio; Vectors; Decoder Dynamics; Gallager codes; Gaussian Channel; Iterative Deocding; Nonlinear Dynamics;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Emerging Applications of Information Technology (EAIT), 2014 Fourth International Conference of
Type :
conf
DOI :
10.1109/EAIT.2014.40
Filename :
7052031
Link To Document :
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