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Radiation Noise Separation of Internal Combustion Engine Based on Gammatone-RobustICA Method

机译:基于Gammatone-RobustICA方法的内燃机辐射噪声分离

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摘要

In the internal combustion engine noise source separation process, the combustion noise and the piston slap noise are found to be seriously aliased in time-frequency domain. It is difficult to accurately separate them. Therefore, the noise source separation method which is based on Gammatone filter bank and robust independent component analysis (RobustICA) is proposed. The 6-cylinder internal combustion engine vibration and noise test are carried out in a semianechoic chamber. The lead covering method is adopted to isolate the interference noise from numbers 1 to 5 cylinder parts, with only the number 6 cylinder parts left bare. Firstly, many mode components of the measured near-field radiated noise signals are extracted through the designed Gammatone filter bank. Then, the RobustICA algorithm is utilised to extract the independent components. Finally, the spectrum analysis, the continuous wavelet time-frequency analysis, the correlation function method, and the drag test are employed to further identify the separation results. The research results show that the frequency of the combustion noise and the piston slap noise are, respectively, concentrated at 4025 Hz and 1725 Hz. Compared with the EWT-RobustICA method, the separation results obtained by the Gammatone-RobustICA method have very fewer interference components.
机译:在内燃机噪声源分离过程中,发现燃烧噪声和活塞拍击噪声在时频域中严重混叠。很难准确地将它们分开。因此,提出了一种基于伽马通滤波器组和鲁棒独立分量分析(RobustICA)的噪声源分离方法。 6缸内燃机的振动和噪声测试是在半消声室内进行的。采用引线覆盖法将1号到5号气缸零件的干扰噪声隔离开来,仅剩下6号气缸零件。首先,通过设计的伽马通滤波器组提取测量的近场辐射噪声信号的许多模式分量。然后,使用RobustICA算法提取独立分量。最后,通过频谱分析,连续小波时频分析,相关函数法和拖曳检验进一步分离结果。研究结果表明,燃烧噪声和活塞拍击噪声的频率分别集中在4025 Hz和1725 Hz。与EWT-RobustICA方法相比,通过Gammatone-RobustICA方法获得的分离结果具有极少的干扰分量。

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  • 来源
    《Shock and vibration》 |2017年第7期|7565041.1-7565041.14|共14页
  • 作者单位

    Wuhan Univ Technol Sch Energy & Power Engn Wuhan 430063 Hubei Peoples R China;

    Wuhan Univ Technol Sch Energy & Power Engn Wuhan 430063 Hubei Peoples R China|Second Ship Design Inst Wuhan Wuhan 430063 Hubei Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
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