Title :
Improved Gradient Descent Bit Flipping algorithms for LDPC decoding
Author :
Phromsa-ard, Tharathorn ; Arpornsiripat, Jiratchaporn ; Wetcharungsri, Jutaphet ; Sangwongngam, Paramin ; Sripimanwat, Keattisak ; Vanichchanunt, Pisit
Author_Institution :
Opt. & Quantum Commun. Lab. (OQC)., Nat. Electron. & Comput. Technol. Center, Pathumthani, Thailand
Abstract :
For LDPC decoding, a class of weighted bit-flipping algorithms is much simpler than a belief propagation algorithm. This work proposes a modified Gradient Descent Bit-Flipping algorithm based on Reliability Ratio with an adaptive threshold to address trade-off between performance and latency. From numerical results, the proposed algorithm achieves lower latency without an expense of performance. It yields average iteration reduction of 15-27% over SNR range from 2.5 dB to 4.5 dB. In addition, it provides better decoding performance gains, i.e. 0.05-0.25 dB over low-to-medium SNR range between 1.5 dB and 4 dB comparing to previous schemes.
Keywords :
decoding; gradient methods; parity check codes; reliability theory; LDPC decoding; adaptive threshold; belief propagation algorithm; gain 0.05 dB to 0.25 dB; low-density parity-check codes; modified gradient descent bit-flipping algorithm; reliability ratio; weighted bit-flipping algorithms; Bit error rate; Computational complexity; Decoding; Iterative decoding; Reliability; Signal to noise ratio; LDPC Codes; bit flipping algorithms; decoding; latency;
Conference_Titel :
Digital Information and Communication Technology and it's Applications (DICTAP), 2012 Second International Conference on
Conference_Location :
Bangkok
Print_ISBN :
978-1-4673-0733-8
DOI :
10.1109/DICTAP.2012.6215420