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A Fast Approximate Check Polytope Projection Algorithm for ADMM Decoding of LDPC Codes

机译:LDPC代码ADMM解码的快速近似检查多晶硅投影算法

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摘要

Simplifying the Euclidean projection onto check polytope is an efficient way to reduce the computational complexity of alternating direction method of multipliers (ADMM) decoding algorithm for low-density parity-check (LDPC) codes. Existing algorithms for check polytope projection require sorting operation or iterative operation, which happens to be the most complex part of the projection. In this letter, a novel and fast projection algorithm is proposed without sorting and iterative operations. In the proposed algorithm, line segment projection replaces check polytope projection to approach approximate Euclidean projection at low computational complexity. Simulation results show that the proposed algorithm can substantially reduce the projection time while maintaining the frame error rate (FER) performance. In particular, the proposed algorithm can save the average projection time by 43% compared with cut search algorithm (CSA) when the dimension of the input vector is 20.
机译:简化欧几里德投影到检查Polytope是降低乘法器(ADMM)解码算法的交替方向方法的计算复杂性的有效方法,用于低密度奇偶校验(LDPC)代码。用于检查多晶硅投影的现有算法需要排序操作或迭代操作,这恰好是投影的最复杂部分。在这封信中,提出了一种在不排序和迭代操作的情况下提出了一种新颖和快速投影算法。在所提出的算法中,行段投影替换检查多晶硅投影以在低计算复杂度下接近近似欧几里德投影。仿真结果表明,该算法可以大大降低投影时间,同时保持帧误差率(FER)性能。特别地,当输入向量的尺寸为20时,所提出的算法可以将平均投影时间节省43%,而与切割搜索算法(CSA)相比。

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