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Application of compressed sensing in remote fault diagnosis of hydraulic pump

机译:压缩传感在液压泵远程故障诊断中的应用

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摘要

To avoid the problem of low transmission efficiency brought about by the large redundancy of the monitoring signal in hydraulic pump when remote fault diagnosis, the compression transmission of fault monitoring signal based on compressed sensing was proposed. According to compressed sensing, the original signal was sparsely represented by orthogonal basis. Then, the Gaussian matrix was used as the measurement matrix to compress the original signal, the remote transmission of the compressed data was realized by means of the Socket communication technology and TCP/IP network protocol. Moreover, the orthogonal matching pursuit algorithm was used as reconstruction algorithm to reconstruct the compression signal, the reconstruction value of original signal was obtained by the inverse sparse transformation. Finally, on the hydraulic pump fault simulation test bench, the remote fault diagnosis experiment of single slipper wear and single loose slipper are experimented. The original signal and the reconstructed signal were analyzed by Hilbert envelope demodulation. Based on power spectrum analysis, it can be found that they have the same ability for fault diagnosis. Results indicate the availability of the technology in remote fault diagnosis of hydraulic system fault.
机译:为避免液压泵远程故障诊断时监控信号冗余大而导致传输效率低下的问题,提出了基于压缩感知的故障监控信号压缩传输。根据压缩感知,原始信号用正交基稀疏表示。然后,以高斯矩阵为测量矩阵对原始信号进行压缩,并通过Socket通信技术和TCP / IP网络协议实现了压缩数据的远程传输。另外,采用正交匹配追踪算法作为重建算法对压缩信号进行重建,通过逆稀疏变换得到原始信号的重建值。最后,在液压泵故障模拟试验台上,进行了单拖鞋磨损和单拖鞋的远程故障诊断实验。通过希尔伯特包络解调对原始信号和重构信号进行分析。基于功率谱分析,可以发现它们具有相同的故障诊断能力。结果表明该技术可用于液压系统故障的远程故障诊断。

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