On the performance of LT codes over BIAWGN channel

Amrit Kharel, Lei Cao
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引用次数: 1

Abstract

Luby transform (LT) codes are defined by degree distribution functions of encoded symbols. In erasure channels, good degree distribution functions should prevent the ripple of degree-one symbols from vanishing until the successful termination of decoding process. In this paper, we show that for binary input additive white Gaussian noise (BIAWGN) channels, performance of LT codes also depends on the time at which source nodes in the decoding graph of the codes start receiving non-zero log-likelihood ratio (LLR) values. We show that source nodes can be categorized based on this time, and those in lower categories, i.e., those source nodes updated with non-zero LLR values at earlier iterations have higher probability of being decoded correctly. We theoretically derive formulas that can find the percentages of source nodes in each category for any given degree distribution function. We finally show that by increasing the number of source nodes in the lower categories, the bit error rate (BER) performance of LT codes can be drastically improved. This work provides a new perspective for the performance and design of such codes for BIAWGN channels.
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基于BIAWGN信道的LT码性能研究
Luby变换(LT)码是由编码符号的度分布函数定义的。在擦除信道中,良好的度分布函数应能防止一级符号的纹波消失,直到译码过程成功结束。在本文中,我们证明了对于二进制输入加性高斯白噪声(BIAWGN)信道,LT码的性能还取决于码的解码图中的源节点开始接收非零对数似然比(LLR)值的时间。我们证明了可以基于这个时间对源节点进行分类,并且那些类别较低的源节点,即在较早的迭代中使用非零LLR值更新的源节点具有更高的正确解码概率。我们从理论上推导出公式,可以找到任意给定度分布函数中每个类别中源节点的百分比。我们最后表明,通过增加较低类别的源节点数量,可以大大提高LT码的误码率(BER)性能。这项工作为BIAWGN信道的编码性能和设计提供了一个新的视角。
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