Optical fiber distributed acoustic sensing for the leakage diagnosis using modal separation algorithms

IF 3.4 2区 物理与天体物理 Q1 ACOUSTICS
Wanhao Lin , Peng Wang , Jie Fei , Qiao Xu , Yao Tong , Tuqiao Zhang , Yu Shao , Tingchao Yu
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引用次数: 0

Abstract

With the expansion of urban scale and the passage of time, water supply pipeline networks leakage has become increasingly severe. Although acoustic detection methods have been widely applied due to their non-destructive characteristics, existing data-driven models exhibit poor generalization capability and weak noise resistance in complex leakage scenarios. To address these limitations, this study incorporates the physical propagation characteristics of leakage acoustic signals in pipelines, proposing a modal separation filtering methodology applicable to water supply pipeline networks through the integration of optical fiber distributed acoustic sensing system with modal separation algorithms. Specifically, a large-aperture sensing array was constructed along pipelines using optical fiber distributed acoustic sensing technology. Signal modal identification was achieved through analysis of wavenumber-frequency domain characteristics in sensing signals, followed by the establishment of frequency-wavenumber domain filters to realize modal separation. Numerical simulations were conducted to evaluate the impact of various factors on the stability of this methodology. Experimental results confirm the reliability of the proposed approach. The modal separation technique reduced localization errors from 61% to 4%. This methodology effectively resolves the challenges of modal aliasing in leakage acoustic signals and wave velocity uncertainty, demonstrating significant noise resistance advantages while enhancing the safety and resilience of water supply pipeline networks.
基于模态分离算法的光纤分布式声传感泄漏诊断
随着城市规模的扩大和时间的推移,供水管网渗漏问题日益严重。尽管声学检测方法因其无损特性得到了广泛的应用,但现有的数据驱动模型在复杂泄漏场景下泛化能力较差,抗噪声能力较弱。针对这些局限性,本研究结合泄漏声信号在管道中的物理传播特性,通过光纤分布式声传感系统与模态分离算法的集成,提出了一种适用于供水管网的模态分离滤波方法。具体而言,采用光纤分布式声传感技术沿管道构建了大孔径声传感阵列。通过分析传感信号的波数-频域特性,实现信号模态识别,建立频率-波数域滤波器实现模态分离。通过数值模拟来评估各种因素对该方法稳定性的影响。实验结果证实了该方法的可靠性。模态分离技术将定位误差从61%降低到4%。该方法有效地解决了泄漏声信号的模态混叠和波速不确定性的挑战,在提高供水管网安全性和弹性的同时,显示出显著的抗噪声优势。
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来源期刊
Applied Acoustics
Applied Acoustics 物理-声学
CiteScore
7.40
自引率
11.80%
发文量
618
审稿时长
7.5 months
期刊介绍: Since its launch in 1968, Applied Acoustics has been publishing high quality research papers providing state-of-the-art coverage of research findings for engineers and scientists involved in applications of acoustics in the widest sense. Applied Acoustics looks not only at recent developments in the understanding of acoustics but also at ways of exploiting that understanding. The Journal aims to encourage the exchange of practical experience through publication and in so doing creates a fund of technological information that can be used for solving related problems. The presentation of information in graphical or tabular form is especially encouraged. If a report of a mathematical development is a necessary part of a paper it is important to ensure that it is there only as an integral part of a practical solution to a problem and is supported by data. Applied Acoustics encourages the exchange of practical experience in the following ways: • Complete Papers • Short Technical Notes • Review Articles; and thereby provides a wealth of technological information that can be used to solve related problems. Manuscripts that address all fields of applications of acoustics ranging from medicine and NDT to the environment and buildings are welcome.
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