GRAND 辅助解调

IF 17.2
Basak Ozaydin;Muriel Médard;Ken R. Duffy
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引用次数: 0

摘要

我们提出了一种新的解调技术,该技术利用了基于猜测的前向纠错解码器和可变长度位到符号映射的发展。对于大多数常见的信道模型,已知最优调制方案需要信号点上的非均匀概率分布,这提出了实际挑战。将均匀二进制源映射到非均匀符号分布的一种既定方法是为不同的星座点分配不同的位数。然而,这样做意味着接收器的错误解调可能导致位插入或删除,从而将具有汉明型错误的信道变成插入-删除信道。我们提出的解调器通过使用低开销填充位序列提供错误检测和纠正。我们评估了所提出的解调器在各种信道模型和各种通信设置中的性能。我们验证了解调器成功地纠正了插入-删除错误。利用所提出的解调器,我们研究了不同的星座设计方案以及它们在不同信道条件下的性能。总的来说,我们观察到相当大的增益,表明在某些情况下,可以在保持错误率不变的情况下提高吞吐量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
GRAND-Assisted Demodulation
We propose a novel demodulation technique that leverages developments in guesswork-based forward error correction decoders and variable-length bit-to-symbol mappings. For most common channel models, the optimal modulation schemes are known to require nonuniform probability distributions over signal points, which presents practical challenges. An established way to map uniform binary sources to non-uniform symbol distributions is to assign a different number of bits to different constellation points. Doing so, however, means that erroneous demodulation at the receiver can lead to bit insertions or deletions, turning a channel with Hamming-type errors into an insertion-deletion channel. The demodulator we propose provides error detection and correction through the use of a low-overhead padding bit sequence. We evaluate the performance of the proposed demodulator in various channel models and various communication settings. We verify that the demodulator successfully corrects the insertion-deletion errors. Using the proposed demodulator, we study different constellation design schemes and how they behave in different channel conditions. Overall, we observe considerable gains that suggest, in some circumstances, one may improve the throughput while keeping the error rate the same.
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