一个双向级联变压器网络用于水下窄带信号增强
Lei Zhou1,2,3, Shihong Zhou1, Yubo Qi1
1State Key Laboratory of Acoustics and Marine Information, Institute of Acoustics, Chinese Academy of Sciences, Beijing, 100190, China.
The Journal of the Acoustical Society of America
|September 4, 2025
概括
这项研究引入了一种新型的双向级变压器网络 (BCT-Net),用于增强水下窄带声信号. 该网络能够有效地检测和消除微弱的船舶噪声,即使信号与噪声的比率非常低.
科学领域:
- 水下声学
- 信号处理
- 声学中的深度学习
背景情况:
- 船舶噪声的窄频组件对于目标检测至关重要.
- 水下环境会降低声信号质量,特别是在信号与噪声比较低的情况下.
- 有限的深度学习研究存在于水下窄带信号消噪.
研究的目的:
- 介绍一个新的深度学习模型,用于水下窄带声信号增强.
- 提高在具有挑战性的声条件下对船舶目标的检测和识别.
- 在低信号噪声比环境中解决传统方法的局限性.
主要方法:
- 开发了一种双向级变压器网络 (BCT-Net),具有双重特征提取分支.
- 使用级联注意力机制来增强窄带特征检测.
- 集成的频率引导注意力和双向交叉注意力,用于优越的特征提取和噪音抑制.
主要成果:
- 在低至-20dB的信号噪声比率下,BCT-Net能够成功检测到窄带特征.
- 该模型通过目标和噪声分支之间的特征相互作用来证明优异的噪声抑制.
- 实现了微妙的频率变化和有效的信号分离的细粒度重建.
结论:
- 拟议的BCT-Net显著提高了在水下声学中的窄带信号消噪性能.
- 在BCT-Net中的每个模块都有其独特的贡献,以提高其消除噪音的能力.
- 在窄带信号增强方面,BCT-Net的性能优于现有的方法,证明了它的有效性.
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