分析ADMM-LP算法进行LDPC解码,硬件实现的第一步

I. Debbabi, B. Gal, N. Khouja, F. Tlili, C. Jégo
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引用次数: 4

摘要

最近对LDPC解码的线性规划技术的兴趣表明,这些方法过于复杂,无法真正应用。乘法器的交替方向法是凸优化理论中的经典方法。应用于LDPC码的线性规划译码时,ADMM算法作为消息传递译码方法。在这项工作中,我们提出了ADMM LDPC解码器与和积方法的复杂性分析,并解释了ADMM算法中探索的并行度水平。提出了一种利用多核处理器并行性的体系结构特点的软件实现方法。总体分析提供了对ADMM方法复杂性的更好理解,从而开始可能的硬件实现。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analysis of ADMM-LP algorithm for LDPC decoding, a first step to hardware implementation
The recent interest in linear programming techniques for LDPC decoding showed that these methods are too complex for real applicability. Alternating direction method of multipliers is a classic technique in convex optimization theory. When applied to the linear programming decoding of LDPC codes, the ADMM algorithm acts as a message passing decoding method. In this work, we present a complexity analysis of the ADMM LDPC decoder compared with the sum product approach and we explain the parallelism levels that are explored in the ADMM algorithm. A software implementation by taking advantage of the architectural features of the multi-core processors parallelism is presented. The overall analysis provides a better understanding of the ADMM approach complexity which makes a start to possible hardware implementations.
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