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Edge-Based Dynamic Scheduling for Belief-Propagation Decoding of LDPC and RS Codes

机译:LDPC和RS码置信传播解码的基于边缘的动态调度

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This paper presents two low-complexity edge-based scheduling schemes, referred to as the e-Flooding and e-Shuffled schedules, for the belief-propagation (BP) decoding of low-density parity-check and Reed–Solomon codes. The proposed schedules selectively update the edges of the code graph based on the run-time reliability of variable and check nodes. Specifically, new message update is propagated exclusively along the unreliable edges of the code graph. This reduces the decoding complexity of BP algorithm as only a partial set of message updates is computed per decoding iteration. Besides, restricting the flow of message updates may also precludes the occurrence of some short graph cycles, which helps to preserve the BP message independence at certain variable and check nodes. Using numerical simulations, it is shown that the proposed edge-based schedules reduce the BP decoding complexity by more than 90% compared with the prior-art BP schedules, while simultaneously improving the error-rate performance, at medium-to-high signal-to-noise ratio over additive white Gaussian noise channel.
机译:本文针对低密度奇偶校验和里德-所罗门码的置信传播(BP)解码,提出了两种基于边缘的低复杂度调度方案,称为电子泛洪调度和电子混洗调度。所提出的调度基于变量节点和校验节点的运行时可靠性来选择性地更新代码图的边缘。具体来说,新消息更新仅沿着代码图的不可靠边缘传播。由于每次解码迭代仅计算一部分消息更新,因此降低了BP算法的解码复杂度。此外,限制消息更新的流程还可以防止出现一些短图周期,这有助于在某些变量和校验节点处保持BP消息的独立性。使用数值模拟结果表明,与现有技术的BP计划相比,所提出的基于边缘的计划将BP解码复杂度降低了90%以上,同时提高了中高信号频率下的误码率性能。加高斯白噪声通道上的信噪比。

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