有限状态二进制马尔可夫信道上低密度奇偶校验码的解码

J. Garcia-Frías
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引用次数: 12

摘要

提出了一种改进的算法,用于有限状态二进制马尔可夫信道上低密度奇偶校验码的译码。将表示信道的隐马尔可夫模型引入到低密度奇偶校验码的二部图中,并对消息传递算法进行了相应的修改。这种方法明显优于在解码中不利用信道统计信息的系统,允许以高于无记忆信道容量的速率进行可靠通信,并且具有与马尔可夫信道相同的固定误码概率。此外,我们还引入了一种联合估计/解码方法,该方法允许在信道参数先验未知时对其进行估计。
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Decoding of low-density parity check codes over finite-state binary Markov channels
We propose a modified algorithm for decoding of low-density parity check codes over finite-state binary Markov channels. The hidden Markov model representing the channel is incorporated into the bipartite graph of the low-density parity check code, and the message passing algorithm is modified accordingly. This approach clearly outperforms systems in which the channel statistics are not exploited in the decoding, allowing reliable communication at rates which are above the capacity of a memoryless channel with the same stationary bit error probability as the Markov channel. Moreover, we introduce a joint estimation/decoding method that allows the estimation of the parameters of the channel when they are not known a priori.
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