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Bearing spall size quantification based on geometric interpretation of vibration envelope energy

Ismail, Mohamed A.A. and Sawalhi, Nader (2016) Bearing spall size quantification based on geometric interpretation of vibration envelope energy. In: Proceeding of International Conference on Condition Monitoring and Machinery Failure Prevention Technologies (CM2016/MFPT2016). The British Institute of Non-Destructive Testing. 13th International Conference on Condition Monitoring and Machinery Failure Prevention Technologies (CM2016/MFPT2016), 2016-10-10 - 2016-10-12, Paris, France.

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Abstract

Research efforts have increased to investigate the ability to quantify localized bearing faults, i.e., spalls. These efforts revolve around extending the useful service life of the bearing after the detection of spalls. A number of studies have investigated a linear correlation between the size of spalls and three geometric points that may be recognized in the vibration response: the entry into the spall, the exit from the spall, and a third impact point between the first two. The time difference between these points, calculated using different signal processing techniques, has been widely exploited for quantifying spall size. Currently, there are two main challenges: the first is to enhance the entry point, which typically has weak excitation; the second is to distinguish the impact and the exit points investigated in the literature based on the spall size. However, for practical applications, there is no prior rough estimation of the fault size (i.e., small or large), and a method is needed for interpretation of responses. This paper provides insights into the movement of the rolling element (e.g. ball) within the spall region and shows that the rolling element strongly strikes the bearing races at a minimum of two points. Then, a new technique is presented to quantify the spall and determine the inherent scaling factor without comparison to any reference data. The technique is based on evaluating two root-mean-square (RMS) energy envelopes, one for the vibration signal and one for a numerical differentiation of this signal. A geometric scaling factor is then used to give a generalized quantification for the small and large spalls. Serviceable estimations of spall size have been achieved for several seeded faults measured on two dissimilar test rigs provided by German Aerospace Centre (DLR) and the University of New South Wales (UNSW).

Item URL in elib:https://elib.dlr.de/106639/
Document Type:Conference or Workshop Item (Lecture)
Title:Bearing spall size quantification based on geometric interpretation of vibration envelope energy
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Ismail, Mohamed A.A.UNSPECIFIEDhttps://orcid.org/0000-0002-2077-0681UNSPECIFIED
Sawalhi, NaderUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Date:10 October 2016
Journal or Publication Title:Proceeding of International Conference on Condition Monitoring and Machinery Failure Prevention Technologies (CM2016/MFPT2016)
Refereed publication:Yes
Open Access:No
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Publisher:The British Institute of Non-Destructive Testing
Status:Published
Keywords:Vibration based condition monitoring, bearing faults, prognosis, Savitzky-Golay differenatiator.
Event Title:13th International Conference on Condition Monitoring and Machinery Failure Prevention Technologies (CM2016/MFPT2016)
Event Location:Paris, France
Event Type:international Conference
Event Start Date:10 October 2016
Event End Date:12 October 2016
Organizer:he British Institute of Non-Destructive Testing (BiNDT)
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Aeronautics
HGF - Program Themes:fixed-wing aircraft
DLR - Research area:Aeronautics
DLR - Program:L AR - Aircraft Research
DLR - Research theme (Project):L - Systems and Cabin (old)
Location: Braunschweig
Institutes and Institutions:Institute of Flight Systems > Safety Critical Systems and Systems Engineering
Deposited By: Ismail, Dr. Mohamed AA
Deposited On:18 Oct 2016 14:47
Last Modified:24 Apr 2024 20:11

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