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AN IMPROVED LOG-DOMAIN BELIEF PROPAGATION ALGORITHM OVER GRAPHS WITH SHORT CYCLES

机译:短圈图上改进的对数域信念传播算法

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We present a modified belief propagation (BP) algorithm for decoding low density parity check codes having graphs with short cycles. The modified algorithm in log domain is superior in terms of numerical stability, precision, computational complexity and ease of implementation when compared to the algorithm in the probability domain. Simulation results show improvement in decoding performance for the modified BP compared to the original algorithm. The modified approach is also generalized for graphs with isolated cycles of arbitrary length by considering the statistical dependency among messages passed in such cycles.
机译:我们提出了一种改进的置信传播(BP)算法,用于解码具有短周期图的低密度奇偶校验码。与概率域的算法相比,对数域的改进算法在数值稳定性、精度、计算复杂度和易于实现等方面都具有优势。仿真结果表明,与原算法相比,改进后的BP算法在译码性能上有所提高。通过考虑在任意长度的孤立圈中传递的消息之间的统计依赖性,将改进的方法推广到具有孤立圈的图。

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