在冲动噪声环境中,用于单载体水下声学通信的强大符号检测
Wei-Zhe Li1,2, Xiao Han1,3, Li Wei4
1National Key Laboratory of Underwater Acoustic Technology, Harbin Engineering University, Harbin 150001, China.
The Journal of the Acoustical Society of America
|September 17, 2024
概括
本研究介绍了一种强大的水下声通信方法,使用变量贝叶斯推理 (VBI) 和矢量近似传递 (VAMP) 来取消冲动噪声. 这种新的方法可以提高比特错误率和通信系统的稳定性.
科学领域:
- 电气工程 电气工程
- 信号处理 信号处理
- 水下通信是指水下通信.
背景情况:
- 水下声学通信系统容易受到冲动噪声的影响,降低了性能.
- 通信系统中冲动消除噪声的现有方法存在局限性.
研究的目的:
- 为水下声通信系统开发一个强大的单载波代符号检测方法.
- 有效地取消冲动噪声,提高通信可靠性.
主要方法:
- 提出了一个新的混合模型,区分清洁数据和冲动噪声诱导的异常值,使用二进制指标变量.
- 变化贝叶斯推理 (VBI) 用于联合符号和冲动噪声检测和补偿.
- 矢量近似消息传递 (VAMP) 集成到VBI框架中,以增强符号检测.
- 引入了一种基于低压通用近似消息传递的通道估计方法,以减少系统复杂性.
主要成果:
- 拟议的VBI-VAMP方法在冲动噪声环境中表现出卓越的性能.
- 与现有方法相比,该技术显著提高了稳定性,并降低了比特错误率 (BER).
- 实验结果验证了拟议的通信系统的有效性.
结论:
- 开发的代符号检测方法为水下声学通信提供了强大的解决方案.
- 集成VBI和VAMP提供了一个有效的策略来缓解冲动噪声.
- 拟议的系统提高了水下声通信链路的可靠性和性能.
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