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Impulsive Noise Cancellation Method for Copper Ore Crusher Vibration Signals Enhancement.

Authors :
Wylomanska, Agnieszka
Zimroz, Radoslaw
Janczura, Joanna
Obuchowski, Jakub
Source :
IEEE Transactions on Industrial Electronics. Sep2016, Vol. 63 Issue 9, p5612-5621. 10p.
Publication Year :
2016

Abstract

In this paper, we deal with a problem of local damage detection in bearings in the presence of a high-energy impulsive noise. Such a problem was identified during diagnostics of bearings in raw materials crusher. Unfortunately, classical approaches cannot be applied due to the impulsive character of the noise. In this paper we propose, a procedure that cancels out impulsive noise rather than extracts signal of interest. The methodology is based on the regime switching model with two regimes: first corresponding to high-energy noncyclic impulses and second to the rest of the signal. We apply the proposed technique to a simulated signal as well as to the real one. Effectiveness of the method is presented graphically using time series, time-frequency spectrogram, and classical envelope analysis. The obtained results indicate efficiency of the method in impulsive noise cancellation and improve the ability to detect a damage. [ABSTRACT FROM PUBLISHER]

Details

Language :
English
ISSN :
02780046
Volume :
63
Issue :
9
Database :
Academic Search Index
Journal :
IEEE Transactions on Industrial Electronics
Publication Type :
Academic Journal
Accession number :
117416147
Full Text :
https://doi.org/10.1109/TIE.2016.2564342