Title :
Improved Min-Sum Decoding for 2-D Intersymbol Interference Channels
Author :
Lingjun Kong ; Yunxiang Jiang ; Guojun Han ; Lau, Francis C. M. ; Yong Liang Guan
Author_Institution :
Sch. of Comput. Sci. & Technol., Nanjing Univ. of Posts & Commun., Nanjing, China
Abstract :
In this paper, 2-D normalized min-sum (NMS) algorithm and offset min-sum (OMS) algorithm are proposed for efficient decoding of low-density parity-check (LDPC) codes in 2-D intersymbol interference (ISI) ultra-high density magnetic recording channels, such as bit-patterned magnetic recording and 2-D magnetic recording, where a reduced-complexity 2-D detector based on the iterative row-column soft detection feedback with Gaussian approximation detector is employed instead of the full 2-D Bahl-Cocke-Jelinek-Raviv (BCJR) detector. The normalization and offset factors of the 2-D NMS and 2-D-OMS, are optimized based on the extended density evolution for LDPC coded 2-D ISI channel, respectively. Simulation results show the performance loss caused by the reduced-complexity LDPC decoder can be almost fully recovered by the proposed approaches, while retaining the benefit of low complexity in decoder compared with the belief propagation (BP) decoding. Furthermore, both the NMS and OMS exhibit a lower error floor than that of BP decoding in high signal-to-noise ratio region.
Keywords :
Gaussian processes; approximation theory; channel coding; decoding; intersymbol interference; iterative methods; magnetic recording; parity check codes; 2D NMS algorithm; 2D OMS algorithm; 2D intersymbol interference channels; 2D magnetic recording; 2D normalized min-sum algorithm; BCJR detector; BP decoding; Gaussian approximation detector; LDPC coded 2D ISI channel; belief propagation decoding; bit-patterned magnetic recording; extended density evolution; full 2D Bahl-Cocke-Jelinek-Raviv detector; high signal-to-noise ratio region; improved min-sum decoding; iterative row-column soft detection feedback; low-density parity-check codes; offset min-sum algorithm; performance loss; reduced-complexity 2D detector; reduced-complexity LDPC decoder; ultra-high density magnetic recording channels; Decoding; Detectors; Intersymbol interference; Iterative decoding; Magnetic recording; Signal processing algorithms; 2-D intersymbol interference (ISI) channels; density evolution (DE); low-density parity-check (LDPC) codes; min-sum algorithm (MSA);
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2014.2317749