复杂噪声环境下牵引供电系统故障声源的信源数估计与MUSIC定位方法
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华东交通大学电气与自动化工程学院

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江西省教育厅科学技术研究项目(GJJ22006660)


Estimation of the Number of Sound Sources and MUSIC-Based Localization for Fault Sources in Traction Power Supply Systems under Complex Noise EnvironmentsXu Wangting1,Chen Jianyun1,Hua Min2
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    摘要:

    针对牵引供电系统多点并故障声源定位中信源数估计困难、弱源易被掩盖的问题,本文提出一种基于特征熵自适应估计的MUSIC定位方法,采用螺旋阵列作为传感器结构。该方法通过特征谱全局分布构建特征熵模型,并引入特征值平方增强技术,实现了复杂背景下并发信源数的精准判定。仿真模拟牵引变电所色噪声与机械振动工况,结果表明:在低信噪比与小快拍下,本文算法的估计准度与收敛速度均优于传统MDL算法;在弱源功率占比仅为20%的宽动态场景下,该算法仍能准确估算信源数。经多轮蒙特卡洛仿真实验证实,本文方法能显著提升多并故障声源的空间分辨率与定位精度,具有较高的工程应用价值。

    Abstract:

    To address the challenges of source number estimation and the susceptibility of weak sources to masking during multi-point concurrent fault acoustic source localization in traction power supply systems, this paper proposes a novel MUSIC-based localization method employing a spiral array and adaptive eigenspectrum entropy estimation. The proposed method formulates an entropy model based on the global distribution of the eigenspectrum and introduces an eigenvalue squaring enhancement mechanism, which facilitates the precise determination of concurrent source numbers under complex background noise conditions. Simulations replicating colored noise and mechanical vibration environments typical of traction substations demonstrate that the proposed algorithm significantly outperforms the traditional Minimum Description Length (MDL) criterion in both estimation accuracy and convergence speed, particularly under conditions of low signal-to-noise ratio (SNR) and limited snapshots. Furthermore, in wide-dynamic-range scenarios where the weak source constitutes merely 20% of the total signal power, the method maintains robust and accurate source estimation. Extensive Monte Carlo simulations corroborate that this approach substantially enhances the spatial resolution and localization accuracy for multiple concurrent fault acoustic sources, thereby exhibiting considerable potential for practical engineering applications.

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  • 收稿日期:2026-04-09
  • 最后修改日期:2026-05-21
  • 录用日期:2026-05-25
  • 在线发布日期: 2026-07-23
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