Effects of Phase Shift Errors in Recurrence Plot for Rotating Machinery Fault Diagnosis

For fault diagnosis and predictive maintenance of rotating machinery, the phase errors generated by the integration processing of a vibration signal are an essential investigation subject. Phase errors affect the solution of mechanical systems with multiple vibration sources and also the information...

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Main Authors: Ignacio Torres-Contreras, Juan Carlos Jáuregui-Correa, Carlos Santiago López-Cajún, Salvador Echeverría-Villagómez
Format: Article
Language:English
Published: MDPI AG 2021-01-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/11/2/873
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author Ignacio Torres-Contreras
Juan Carlos Jáuregui-Correa
Carlos Santiago López-Cajún
Salvador Echeverría-Villagómez
author_facet Ignacio Torres-Contreras
Juan Carlos Jáuregui-Correa
Carlos Santiago López-Cajún
Salvador Echeverría-Villagómez
author_sort Ignacio Torres-Contreras
collection DOAJ
description For fault diagnosis and predictive maintenance of rotating machinery, the phase errors generated by the integration processing of a vibration signal are an essential investigation subject. Phase errors affect the solution of mechanical systems with multiple vibration sources and also the information transmitted through the vibration that is used for fault diagnosis. This work proposes the use of phase plane, recurrence plot (RP), and cross recurrence plot (CRP) to evaluate phase shift error effects on the solution of multiple asynchronous and simple periodic functions, and on the smoothing of a Gaussian peak with white noise. Noisy peaks were smoothed twice with the triangular method and with a different number of points. The analysis of the asynchronous periodic functions and the smoothing indicated that a small phase shift changes the phase plane and the RP pattern. These changes can affect not only the accuracy of machinery fault diagnosis but also prediction for the application of timely maintenance actions.
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spelling doaj.art-75d37b34c5634043b21090756ed724372023-12-03T13:45:58ZengMDPI AGApplied Sciences2076-34172021-01-0111287310.3390/app11020873Effects of Phase Shift Errors in Recurrence Plot for Rotating Machinery Fault DiagnosisIgnacio Torres-Contreras0Juan Carlos Jáuregui-Correa1Carlos Santiago López-Cajún2Salvador Echeverría-Villagómez3Facultad de Ingeniería, Universidad Autónoma de Querétaro, Querétaro 76010, MexicoFacultad de Ingeniería, Universidad Autónoma de Querétaro, Querétaro 76010, MexicoCampus San Juan del Río, Universidad Autónoma de Querétaro, Av. Río Moctezuma No. 249, Col. San Cayetano, San Juan de Río 76807, MexicoCentro Nacional de Metrología, km 4.5 Carretera a los Cues, Municipio del Marques 76246, MexicoFor fault diagnosis and predictive maintenance of rotating machinery, the phase errors generated by the integration processing of a vibration signal are an essential investigation subject. Phase errors affect the solution of mechanical systems with multiple vibration sources and also the information transmitted through the vibration that is used for fault diagnosis. This work proposes the use of phase plane, recurrence plot (RP), and cross recurrence plot (CRP) to evaluate phase shift error effects on the solution of multiple asynchronous and simple periodic functions, and on the smoothing of a Gaussian peak with white noise. Noisy peaks were smoothed twice with the triangular method and with a different number of points. The analysis of the asynchronous periodic functions and the smoothing indicated that a small phase shift changes the phase plane and the RP pattern. These changes can affect not only the accuracy of machinery fault diagnosis but also prediction for the application of timely maintenance actions.https://www.mdpi.com/2076-3417/11/2/873recurrence plottime series integrationmachinery fault diagnosisnon-linear vibration
spellingShingle Ignacio Torres-Contreras
Juan Carlos Jáuregui-Correa
Carlos Santiago López-Cajún
Salvador Echeverría-Villagómez
Effects of Phase Shift Errors in Recurrence Plot for Rotating Machinery Fault Diagnosis
Applied Sciences
recurrence plot
time series integration
machinery fault diagnosis
non-linear vibration
title Effects of Phase Shift Errors in Recurrence Plot for Rotating Machinery Fault Diagnosis
title_full Effects of Phase Shift Errors in Recurrence Plot for Rotating Machinery Fault Diagnosis
title_fullStr Effects of Phase Shift Errors in Recurrence Plot for Rotating Machinery Fault Diagnosis
title_full_unstemmed Effects of Phase Shift Errors in Recurrence Plot for Rotating Machinery Fault Diagnosis
title_short Effects of Phase Shift Errors in Recurrence Plot for Rotating Machinery Fault Diagnosis
title_sort effects of phase shift errors in recurrence plot for rotating machinery fault diagnosis
topic recurrence plot
time series integration
machinery fault diagnosis
non-linear vibration
url https://www.mdpi.com/2076-3417/11/2/873
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