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Author Diaz, M. ♦ Henriquez, P. ♦ Ferrer, M.A. ♦ Alonso, J.B. ♦ Pirlo, G. ♦ Impedovo, D.
Source IEEE Xplore Digital Library
Content type Text
Publisher Institute of Electrical and Electronics Engineers, Inc. (IEEE)
File Format PDF
Copyright Year ©2015
Language English
Subject Domain (in DDC) Computer science, information & general works ♦ Computer programming, programs & data ♦ Technology ♦ Engineering & allied operations ♦ Other branches of engineering
Subject Keyword Stability analysis ♦ Vibrations ♦ Heuristic algorithms ♦ Fault detection ♦ Time-frequency analysis ♦ Machinery ♦ Time-domain analysis ♦ Direct Matching Points ♦ Early Bearing Fault Detection ♦ Dynamic Time Warping ♦ Stability Analysis
Abstract Early fault detection leads to faster and more effective maintenance, avoiding serious damage in machines and increasing the reliability, security and fault tolerance in industrial scenarios. It is observed that a vibration signal of an onset fault in different parts of the bearing (inner race, outer race and ball) describes certain stable profile among their respective cycles. A methodology to estimate the stability of two dynamic handwriting signatures has been proposed using the Direct Matching Points (DMP) of the elastic align function Dynamic Time Warping (DTW). This methodology is evaluated in this paper and extrapolated to machinery vibration signals affected by an early bearing fault. Results confirm the feasibility to study the stability in both free-fault and fault bearing signals to detect automatically early faults in the bearings by using recorded vibration signals.
Description Author affiliation: IDeTIC Inst. Univ. de Las Palmas de Gran Canaria, Las Palmas, Spain (Diaz, M.; Henriquez, P.; Ferrer, M.A.; Alonso, J.B.) || Dipt. di Inf., Univ. degli Studi di Bari, Bari, Italy (Pirlo, G.; Impedovo, D.)
ISBN 9781479986903
ISSN 21530742
Educational Role Student ♦ Teacher
Age Range above 22 year
Educational Use Research ♦ Reading
Education Level UG and PG
Learning Resource Type Article
Publisher Date 2015-09-21
Publisher Place Taiwan
Rights Holder Institute of Electrical and Electronics Engineers, Inc. (IEEE)
e-ISBN 9781479986910
Size (in Bytes) 664.55 kB
Page Count 5
Starting Page 43
Ending Page 47

Source: IEEE Xplore Digital Library