For the characteristics of fault diagnosis of rotating machinery, the paper discussed the feasibility of noise-reduced measures with ICA during the process of data acquisition of vibration signals of rotating machinery, and the noise-reduced method based on ICA has been studied to extract features during the process of run-up and run-down of the rotating machinery. Experimental results show that this method can simply and effectively remove the noise contained in the sampled vibration signals.
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