使用自动编码器的Golay代码解码器

H. Cho, Y. Song
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引用次数: 0

摘要

本文提出了一种利用自动编码器提高信道编码性能的方法。本文采用的信道编码技术是Golay码。所提出的方法是将Golay编码与自动编码器相结合。自动编码器的输出由Golay代码使用综合症进行校正。与典型的Auto Encoder不同,Auto Encoder使用增加隐藏层节点数量的模型。如果Auto Encoder和Golay代码结合使用,它们比只使用Golay代码表现出更好的性能。因此,我们认为即使将不同的信道编码技术与Auto Encoder相结合,也可以提高信道编码的性能。
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Golay Code Decoder Using Auto Encoder
This paper proposes a method to improve the performance of channel coding by using Auto Encoder. The channel coding technique used in this paper is the Golay code. The proposed method is to combine the Golay code with the Auto Encoder. The output from the Auto Encoder is corrected by the Golay code using the syndrome. Auto Encoder use models that increase the number of nodes in the hidden layer, unlike the typical Auto Encoder. If the Auto Encoder and the Golay code are combined, they show better performance than if only the Golay code is used. Therefore, we believe that even if we combine the techniques of different channel coding with the Auto Encoder, we can improve the performance of channel coding.
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