基于OFDM-IM检测的向量近似消息传递用于水下声学通信
Xiao Feng1,2, Feng Tian1,2, Mingzhang Zhou2,3
1School of Communication and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing 210003, China.
Entropy (Basel, Switzerland)
|December 23, 2023
概括
本研究介绍了一种低复杂度的向量近似传递信息 (VAMP) 探测器,用于水下声学直角频率分割多重复合与索引调制 (OFDM-IM) 通信,从而实现实时数据传输.
科学领域:
- 水下声学通信水下声学通信
- 信号处理 信号处理
- 信息理论 信息理论
背景情况:
- 与索引调制 (OFDM-IM) 的直角频率分割复杂化为水下声学 (UWA) 通信提供了高光谱效率.
- 传统的OFDM-IM最大概率检测方法是计算密集型的,阻碍了UWA环境中的实时应用.
研究的目的:
- 为UWA OFDM-IM系统开发一个计算高效和有效的检测算法.
- 为了在具有挑战性的水下声环境中实现实时数据传输.
主要方法:
- 一个向量近似消息传递 (VAMP) 算法框架被制定用于OFDM-IM的索引检测.
- 使用最小平均平方误差标准,利用OFDM-IM符号固有的稀疏性,得出了一个新的收缩函数.
- 基于查找表的欧几里德距离搜索被用来纠正错误估计的指数.
主要成果:
- 拟议的基于VAMP的探测器与现有方法相比,其计算复杂性明显较低.
- 该探测器在UWA OFDM-IM通信场景中表现出更好的稳定性和有效性.
- 实验结果验证了VAMP探测器的性能优势.
结论:
- 基于VAMP的检测为实时,高光谱效率的UWA OFDM-IM通信提供了可行的解决方案.
- 提出的方法克服了传统探测器的计算局限性.
- 这种方法提高了在水下环境中使用先进通信技术的可行性.
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