适应性聚焦用于多路径环境中的宽带光束成形
Anil Ganti1, Michael Martinez1, Granger Hickman1
1Electrical and Computer Engineering, Duke University, Durham, North Carolina 27704, USA.
The Journal of the Acoustical Society of America
|January 28, 2025
概括
本研究介绍了数据驱动的被动声纳聚焦方法,以提高在具有挑战性的水下环境中的目标检测和定位. 这些技术通过对准信号子空间而改善信号噪声比 (SNR),而不依赖可能不准确的环境模型.
科学领域:
- 水下声学 水下声学
- 信号处理 信号处理
- 声纳系统的声纳系统.
背景情况:
- 在复杂的多路径环境中,实现高时间带宽产品对于低信号噪声比 (SNR) 目标检测和定位至关重要.
- 动态环境和平台机动往往限制了可实现的时间带宽产品.
研究的目的:
- 介绍数据驱动的宽带聚焦方法,用于被动声纳.
- 优化参数化的单元矩阵以在频段中对准信号子空间.
- 在复杂的环境中克服传统基于模型的方法的局限性.
主要方法:
- 开发数据驱动的宽带聚焦技术,用于被动声纳.
- 尽量减少宽带共变量的日志决定因子,以确保数据连贯性和保存SNR.
- 提出两种适应方法:一个完全适应的方法和一个部分适应的方法,用于噪声强度.
主要成果:
- 在浅水波导中进行的模拟表明,数据驱动的聚焦比基于模型的方法具有更高的性能.
- 使用SWellEx-96 S59事件数据的验证证实了音调目标检测和定位的改进.
- 这些方法在复杂的多路径场景中有效处理强大的宽带干扰.
结论:
- 数据驱动的聚焦方法为被动声纳的基于模型的方法提供了一个灵活而强大的替代方案.
- 提出的技术成功地增强了SNR,并提高了目标检测和定位能力.
- 这些方法对于在具有挑战性的声学条件下提高被动声纳性能至关重要.
相关概念视频
Bandpass Sampling
159
In signal processing, bandpass sampling is an effective technique for sampling signals that have most of their energy concentrated within a narrow frequency band. This type of signal is known as a bandpass signal. The key principle of bandpass sampling involves sampling the signal at a rate that is greater than twice the signal's bandwidth to prevent aliasing.
A bandpass signal has a spectrum with a lower frequency limit, denoted as ω1, and an upper frequency limit, denoted as ω2....
A bandpass signal has a spectrum with a lower frequency limit, denoted as ω1, and an upper frequency limit, denoted as ω2....
159
Beams with Unsymmetric Loadings
111
Analyzing a supported beam under unsymmetrical loadings is essential in structural engineering to understand how beams respond to varied force distributions. This analysis involves calculating the deflection and identifying points where the slope of the beam is zero, which are crucial for ensuring structural stability and functionality.
The first moment-area theorem determines the slope at any point on the beam. This theorem indicates that the change in slope between two points on a beam...
The first moment-area theorem determines the slope at any point on the beam. This theorem indicates that the change in slope between two points on a beam...
111
Beams with Symmetric Loadings
181
The moment-area method is an analytical tool used in structural engineering to determine the slope and deflection of beams under various loads. Consider a cantilever with a concentrated load and moment at the free end. The first step is constructing a free-body diagram to calculate the reactions at the fixed end. Next, the bending moment diagram is plotted to visualize how the bending moment varies along the beam's length, focusing on points where the bending moment equals zero.
The M/EI...
The M/EI...
181
Prismatic Beams: Problem Solving
105
In the design of a supported timber beam subjected to a distributed load, both the beam's physical dimensions and the timber's characteristics, such as its grade and species, are critical. These factors determine the allowable stress values, which are crucial for calculating the necessary beam depth to ensure structural integrity and safety.
The design begins with analyzing the beam as a free body to identify moments and force balances, thereby determining support reactions. Next, the...
The design begins with analyzing the beam as a free body to identify moments and force balances, thereby determining support reactions. Next, the...
105
Deflection of a Beam
231
Accurately determining beam deflection and slope under various loading conditions in structural engineering is crucial for ensuring safety and structural integrity. Singularity functions offer a streamlined approach to analyzing beams, especially when multiple loading functions complicate the bending moment equation.
Singularity functions, described in an earlier lesson, are powerful mathematical tools that represent discontinuities within a function commonly encountered in structural loading...
Singularity functions, described in an earlier lesson, are powerful mathematical tools that represent discontinuities within a function commonly encountered in structural loading...
231


