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Ball Bearing Fault Diagnosis Using Recurrence Analysis
by
Kecik, Krzysztof
, Lyubitska, Kateryna
, Smagala, Arkadiusz
in
Acceleration
/ Acoustics
/ Ball bearings
/ bearing defect
/ Bearings
/ diagnosis
/ Fault detection
/ Fault diagnosis
/ Fault location (Engineering)
/ Laboratories
/ Machining
/ Maintenance and repair
/ Materials research
/ Mechanical properties
/ Methods
/ recurrence plot
/ recurrence quantifications
/ Roller bearings
/ Sensors
/ Signal processing
/ Support vector machines
/ Time dependence
/ Time measurement
/ Vibration
2022
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Ball Bearing Fault Diagnosis Using Recurrence Analysis
by
Kecik, Krzysztof
, Lyubitska, Kateryna
, Smagala, Arkadiusz
in
Acceleration
/ Acoustics
/ Ball bearings
/ bearing defect
/ Bearings
/ diagnosis
/ Fault detection
/ Fault diagnosis
/ Fault location (Engineering)
/ Laboratories
/ Machining
/ Maintenance and repair
/ Materials research
/ Mechanical properties
/ Methods
/ recurrence plot
/ recurrence quantifications
/ Roller bearings
/ Sensors
/ Signal processing
/ Support vector machines
/ Time dependence
/ Time measurement
/ Vibration
2022
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Do you wish to request the book?
Ball Bearing Fault Diagnosis Using Recurrence Analysis
by
Kecik, Krzysztof
, Lyubitska, Kateryna
, Smagala, Arkadiusz
in
Acceleration
/ Acoustics
/ Ball bearings
/ bearing defect
/ Bearings
/ diagnosis
/ Fault detection
/ Fault diagnosis
/ Fault location (Engineering)
/ Laboratories
/ Machining
/ Maintenance and repair
/ Materials research
/ Mechanical properties
/ Methods
/ recurrence plot
/ recurrence quantifications
/ Roller bearings
/ Sensors
/ Signal processing
/ Support vector machines
/ Time dependence
/ Time measurement
/ Vibration
2022
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Journal Article
Ball Bearing Fault Diagnosis Using Recurrence Analysis
2022
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Overview
This paper presents the problem of rolling bearing fault diagnosis based on vibration velocity signal. For this purpose, recurrence plots and quantification methods are used for nonlinear signals. First, faults in the form of a small scratch are intentionally introduced by the electron-discharge machining method in the outer and inner rings of a bearing and a rolling ball. Then, the rolling bearings are tested on the special laboratory system, and acceleration signals are measured. Detailed time-dependent recurrence methodology shows some interesting results, and several of the recurrence indicators such as determinism, entropy, laminarity, trapping time and averaged diagonal line can be utilized for fault detection.
Publisher
MDPI AG,MDPI
Subject
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