王平, 于琨, 郭佳熠, 潘亦睿, 耿江海, 王一林, 律方成. 基于麦克风阵列的目标电抗器噪声提取与分离技术研究[J]. 华北电力大学学报(自然科学版), 2023, 50(4): 41-52.
引用本文: 王平, 于琨, 郭佳熠, 潘亦睿, 耿江海, 王一林, 律方成. 基于麦克风阵列的目标电抗器噪声提取与分离技术研究[J]. 华北电力大学学报(自然科学版), 2023, 50(4): 41-52.
WANG Ping, YU Kun, GUO Jiayi, PAN Yirui, GENG Jianghai, WANG Yilin, LÜ Fangcheng. Study on Noise Extraction and Separation Technology of Target UHV Shunt Reactor Based on Microphone Array[J]. Journal of North China Electric Power University, 2023, 50(4): 41-52.
Citation: WANG Ping, YU Kun, GUO Jiayi, PAN Yirui, GENG Jianghai, WANG Yilin, LÜ Fangcheng. Study on Noise Extraction and Separation Technology of Target UHV Shunt Reactor Based on Microphone Array[J]. Journal of North China Electric Power University, 2023, 50(4): 41-52.

基于麦克风阵列的目标电抗器噪声提取与分离技术研究

Study on Noise Extraction and Separation Technology of Target UHV Shunt Reactor Based on Microphone Array

  • 摘要: 特高压变电站内声源种类众多、声环境复杂,给基于声信号的特高压并联电抗器状态评估与故障检测带来了巨大挑战。为解决这一问题,本文提出了一种基于麦克风阵列的目标电抗器噪声提取与分离技术,用于提取目标电抗器本体的声信号,首先通过一种基于掩蔽的波束形成算法分离目标电抗器非同向噪声,然后通过欠定盲源分离算法分离目标电抗器同向噪声,实现了变电站内复杂噪声的有效分离。通过在屏蔽室内设置验证性试验,证明本方法的误差率小于10%,满足工程应用的需要。本方法的提出解决了变电站内现场噪声分离提取的困难,对于特高压并联电抗器的故障诊断具有积极意义。

     

    Abstract: The variety of sound sources and the complex acoustic environment in UHV transformer substations bring great challenges to the state evaluation and fault detection of UHV shunt reactors based on acoustic signals. In order to solve this problem, this paper proposed a noise extraction and separation technique of target reactor based on the microphone array, which is used to extract the acoustic signal of the target reactor body. Firstly, we separated the non-homonymous noise of the target reactor through a mask-based beamforming algorithm, then the co-directional noise of the target reactor was separated by the underdetermined blind source separation algorithm so as to realize the effective separation of complex noise in the substation. Through a verification test in the shielded room, it is proved that the error rate of this method is less than 10%, which meets the needs of engineering applications. The proposed method solves the difficulty of on-site noise separation and extraction in substation, which is of positive significance for the fault diagnosis of UHV shunt reactor.

     

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