Title :
Low-Floor Detection/Decoding of LDPC-Coded Partial Response Channels
Author :
Han, Yang ; Ryan, William E.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Arizona, Tucson, AZ, USA
fDate :
2/1/2010 12:00:00 AM
Abstract :
The error-rate floor phenomenon associated with iterative LDPC decoders has delayed the use of LDPC codes in certain communication and storage systems. Error floors are known to generally be caused by so-called trapping sets which have the effect of confounding the decoder. In this paper, we introduce two techniques that lower the error-rate floors for LDPC-coded partial response (PR) channels which are applicable to magnetic and optical storage. The techniques involve, via external measures, "pinning" one of the bits in each problematic trapping set and then letting the iterative decoder proceed to correct the rest of the bits. We also extend our earlier work on generalized-LDPC (G-LDPC) decoders for error-floor mitigation on the AWGN channel to partial response channels. Our simulations on PR1 and EPR4 channels demonstrate that the floor for the code chosen for this study, a 0.78(2048,1600) quasicyclic LDPC code, is lowered by orders of magnitude, beyond the reach of simulations. Because simulation in the floor region is so time-consuming, a method for accelerating such simulations is essential for research in this area. In this paper, we present an extension of Richardson\´s importance sampling technique for estimating the level of error floors.
Keywords :
AWGN channels; cyclic codes; error detection codes; error statistics; importance sampling; iterative decoding; parity check codes; partial response channels; AWGN channel; EPR4 channel; PR1 channel; communication system; error-floor mitigation; error-rate floor; generalized-LDPC decoder; importance sampling; iterative LDPC decoder; low-floor decoding; low-floor detection; magnetic storage; optical storage; partial response channel; pinning technique; quasicyclic LDPC code; storage system; trapping sets; AWGN channels; Acceleration; Computational modeling; Delay; Helium; Iterative decoding; Maximum likelihood decoding; Monte Carlo methods; Parity check codes; Partial response channels; error floor, LDPC codes, partial response channels, bit pinning, trapping sets;
Journal_Title :
Selected Areas in Communications, IEEE Journal on
DOI :
10.1109/JSAC.2010.100214