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匹配追踪信号分解与往复机械故障特征提取技术研究 被引量:14

Extraction of Fault Features in Reciprocating Machinery Based on Matching Pursuits
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摘要 提出了一种自适应提取往复机械振动信号冲击特征的信号处理方法 .方法的核心是基于特别选定的基元函数将信号展开 .在采用匹配追踪算法分解信号时 ,应用指数衰减正弦波函数作为信号分解的基元函数 ,能够十分理想地匹配信号中的冲击响应波形 ,与往复机械振动信号有最好的相似性 .往复机械的故障诊断实例证明 ,利用该方法提取信号中的瞬态冲击响应特征是可行的 .研究结果为机械冲击故障的特征提取与诊断提供了一条新途径 . A method for extracting impulse features from vibration signals of reciprocating machinery is presented. The signals are composed of event-related impulse response waveforms with varying shapes and arrival times. The extraction method is based on series expansion of the signal by a set of elementary functions. The exponentially decayed sinusoidal functions are suitable for simulating transient impulse responses of mechanical system. Hence, they are used as the elementary functions. A matching pursuit algorithm is applied to decompose the signal into linear composition of event-related impulse responses that could be correlated to the elementary functions. Fault diagnosis for a reciprocating compressor using this new method is illustrated. The result shows that the extracted features can effectively represent faults in the reciprocating machinery.
出处 《西安交通大学学报》 EI CAS CSCD 北大核心 2001年第7期696-699,共4页 Journal of Xi'an Jiaotong University
基金 国家自然科学基金资助项目 (5 0 0 75 0 6 7 5 9775 0 2 3) .
关键词 信号分解 往复机械 故障诊断 匹配追踪 特征提取 Algorithms Compressors Computer simulation Failure analysis Feature extraction Functions Impulse response Signal processing Waveform analysis
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参考文献3

  • 1Qian S,Joint Time Frequency Analysis,1996年
  • 2Mallat S G,IEEE Trans Signal Processing,1993年,41卷,12期,3377页
  • 3倪振华,振动力学,1989年

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