Velocity Analysis of BP Decoding Waves for SC-LDPC Ensembles on BMS Channels: An Interpolation-Based Approach
This paper is concerned with the dynamics of spatially-coupled low-density parity-check (SC-LDPC) ensembles for transmission on general binary memoryless symmetric (BMS) channels under belief-propagation (BP) decoding. The decoding waves of such ensembles are found to exhibit solitonic behavior, pro...
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Veröffentlicht in: | IEEE transactions on communications 2020-06, Vol.68 (6), p.3286-3301 |
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Sprache: | eng |
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Zusammenfassung: | This paper is concerned with the dynamics of spatially-coupled low-density parity-check (SC-LDPC) ensembles for transmission on general binary memoryless symmetric (BMS) channels under belief-propagation (BP) decoding. The decoding waves of such ensembles are found to exhibit solitonic behavior, propagating along the Tanner graphs at asymptotically constant velocities. A low-complexity approach termed interpolated density evolution (IDE) is proposed to predict the decoding wave velocities. In this approach, the densities of a decoding wave are approximated by interpolating between some fixed points of an uncoupled DE recursion with one-dimensional functions. Two transfer functions for updating these interpolation functions in the IDE recursion are established and a simple strategy is introduced to deal with the coexistence of multiple transition regions. In addition, a threshold analysis is developed based on two ansatzes, explaining why our approach can achieve a good trade-off between computational cost and accuracy, as illustrated with some numerical examples at the end of this paper. |
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ISSN: | 0090-6778 1558-0857 |
DOI: | 10.1109/TCOMM.2020.2976982 |