LDPC解码的优化消息传递调度

P. Radosavljevic, A. de Baynast, Joseph R. Cavallaro
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引用次数: 74

摘要

与涡轮码相比,LDPC码的主要缺点是收敛速度相对较低:25-30次迭代与涡轮码的8-10次迭代。最近,Hocevar通过模拟表明,LDPC解码器的收敛速度可以通过利用对位节点消息(奇偶校验矩阵的行)应用的“涡轮调度”来加速。在本文中,我们解析地证明了对于大多数规则LDPC码,这种调度的收敛速度大约提高了两倍。其次,我们证明了应用于奇偶校验矩阵行上的“涡轮调度”是与标准消息传递算法相同的信念传播算法。在此基础上,我们提出了两种新的消息传递调度:1)对校验节点消息(奇偶校验矩阵的列)采用涡轮调度;2)前两个时间表的混合版本,其中涡轮效应应用于检查节点和位节点。帧误码率仿真验证了所提方案的有效性
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimized Message Passing Schedules for LDPC Decoding
The major drawback of the LDPC codes versus the turbo-codes is their comparative low convergence speed: 25-30 iterations vs. 8-10 iterations for turbo-codes. Recently, Hocevar showed by simulations that the convergence rate of the LDPC decoder can be accelerated by exploiting a `turbo-scheduling' applied on the bit-node messages (rows of the parity check matrix). In this paper, we show analytically that the convergence rate for this type of scheduling is about two times increased for most of the regular LDPC codes. Second we prove that `turbo-scheduling' applied on the rows of the parity check matrix is identical belief propagation algorithm as standard message passing algorithm. Furthermore, we propose two new message passing schedules: 1) a turbo-scheduling is applied on the check-node messages (columns of the parity check matrix); and 2) a hybrid version of both previous schedules where the turbo-effect is applied on both check-nodes and bit-nodes. Frame error rate simulations validate the effectiveness of the proposed schedules
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