Ball Bearing Fault Diagnosis Using Continuous Wavelet Transforms with Modern Algebraic Function View Full Text


Ontology type: schema:Chapter     


Chapter Info

DATE

2014-02-26

AUTHORS

R. Sharma , A. Kumar , P. K. Kankar

ABSTRACT

Ball bearing plays a very crucial part of any rotating machineries, and the fault diagnosis in rotating system can be detected at early states when the fault is still small. In this paper, a ball bearing fault is detected by using continuous wavelet transform (CWT) with modern algebraic function. The reflected vibration signals from ball bearing having single point defect on its inner race, outer race, ball fault, and combination of these faults have been considered for analysis. The features extracted from a non-stationary multi-component ball bearing signal are very difficult. In this paper, a CWT with selected stretching parameters is used to analyze a signal in time–frequency domain and extract the features from non-stationary multi-component signals. The algebraic function norms are calculated from the matrix which can be generated with the help of wavelet transforms. The norms lookup table is used as a reference for fault diagnosis. The experimental results show that this method is simple and robust. More... »

PAGES

313-322

Book

TITLE

Proceedings of the Second International Conference on Soft Computing for Problem Solving (SocProS 2012), December 28-30, 2012

ISBN

978-81-322-1601-8
978-81-322-1602-5

Identifiers

URI

http://scigraph.springernature.com/pub.10.1007/978-81-322-1602-5_35

DOI

http://dx.doi.org/10.1007/978-81-322-1602-5_35

DIMENSIONS

https://app.dimensions.ai/details/publication/pub.1014651766


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