A Detector-Aware LDPC Code Optimization for Ultra-High Density Magnetic Recording Channels

In this paper, a detector-aware low-density parity-check (LDPC) code optimization algorithm is proposed for the ultra-high density magnetic recording channel, such as bit-patterned magnetic recording and two-dimensional magnetic recording, where a 2-D detector (2D-DET) is employed to combat 2-D intersymbol interference (2D-ISI) effects, by acquiring the variance of the 2D-ISI channel log-likelihood ratios corresponding to the specific 2D-DET. The new parameter builds a bridge of LDPC code optimization between the ISI-channel and the additive white Gaussian noise channel. Numerical results show that our proposed algorithms are more efficient in running time than other recently proposed optimization algorithms. Moreover, the protograph-based quasi-cyclic (QC) codes using the proposed optimization strategy, which have a low-complexity QC encoder structure with an effectual parallelizable protograph decoder composition, enjoy up to one order of magnitude performance gain in bit error rate over the other random codes that suffer from high error floors.

[1]  Morteza Mehrnoush,et al.  EXIT Chart-Based IRA Code Design for TDMR Turbo-Equalization System , 2016, IEEE Transactions on Communications.

[2]  Brian M. Kurkoski,et al.  Towards Efficient Detection of Two-Dimensional Intersymbol Interference Channels , 2008, IEICE Trans. Fundam. Electron. Commun. Comput. Sci..

[3]  B. V. K. Vijaya Kumar,et al.  Additive encoding low-density parity-check (AE-LDPC) codes for two-dimensional magnetic recording (TDMR) , 2012, 2012 International Conference on Computing, Networking and Communications (ICNC).

[4]  John Cocke,et al.  Optimal decoding of linear codes for minimizing symbol error rate (Corresp.) , 1974, IEEE Trans. Inf. Theory.

[5]  B. V. K. Vijaya Kumar,et al.  Two-track joint detection for two-dimensional magnetic recording (TDMR) , 2015, 2015 IEEE International Conference on Communications (ICC).

[6]  Krishnamoorthy Sivakumar,et al.  Row-Column Soft-Decision Feedback Algorithm for Two-Dimensional Intersymbol Interference , 2007, IEEE Signal Processing Letters.

[7]  Xiao Ma,et al.  Low-Complexity Iterative Row-Column Soft Decision Feedback Algorithm for 2-D Inter-Symbol Interference Channel Detection With Gaussian Approximation , 2013, IEEE Transactions on Magnetics.

[8]  A. Kavcic,et al.  The Feasibility of Magnetic Recording at 10 Terabits Per Square Inch on Conventional Media , 2009, IEEE Transactions on Magnetics.

[9]  Lara Dolecek,et al.  Non-Binary LDPC Codes for Magnetic Recording Channels: Error Floor Analysis and Optimized Code Design , 2016, IEEE Transactions on Communications.

[10]  Yao Wang,et al.  Multi-Track Joint Detection for Shingled Magnetic Recording on Bit Patterned Media With 2-D Sectors , 2016, IEEE Transactions on Magnetics.

[11]  Kwok Hung Li,et al.  Joint Iterative Detection/Decoding Scheme for Discrete Two-Dimensional Interference Channels , 2012, IEEE Transactions on Communications.

[12]  Lingjun Kong,et al.  Coding and signal processing for ultra-high density magnetic recording channels , 2014, 2014 International Conference on Computing, Networking and Communications (ICNC).

[13]  Y. Guan,et al.  EXIT-Chart-Based LDPC Code Design for 2D ISI Channels , 2012, IEEE transactions on magnetics.

[14]  Lingjun Kong,et al.  The Design of Protograph LDPC Codes for 2-D Magnetic Recording Channels , 2015, IEEE Transactions on Magnetics.

[15]  Xiao Ma,et al.  Binary intersymbol interference channels: Gallager codes, density evolution, and code performance bounds , 2003, IEEE Transactions on Information Theory.