Role of Signal Processing, Modeling and Decision Making in the Diagnosis of Rolling Element Bearing Defect: A Review
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Title
Role of Signal Processing, Modeling and Decision Making in the Diagnosis of Rolling Element Bearing Defect: A Review
Authors
Keywords
Vibration, Signal processing, Modeling, Artificial intelligence, Prognosis
Journal
JOURNAL OF NONDESTRUCTIVE EVALUATION
Volume 38, Issue 1, Pages -
Publisher
Springer Nature
Online
2018-11-19
DOI
10.1007/s10921-018-0543-8
References
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- (2018) Huan Huang et al. JOURNAL OF SOUND AND VIBRATION
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- (2018) Yuwei Liu et al. TRIBOLOGY INTERNATIONAL
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- (2017) Pawel Rycerz et al. INTERNATIONAL JOURNAL OF FATIGUE
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- (2017) Yue Hu et al. JOURNAL OF SOUND AND VIBRATION
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- (2017) C. Mishra et al. JOURNAL OF SOUND AND VIBRATION
- Dynamic modeling for rigid rotor bearing systems with a localized defect considering additional deformations at the sharp edges
- (2017) Jing Liu et al. JOURNAL OF SOUND AND VIBRATION
- An improved analytical model for a lubricated roller bearing including a localized defect with different edge shapes
- (2017) Jing Liu et al. JOURNAL OF VIBRATION AND CONTROL
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- Least Square Fitting for Adaptive Wavelet Generation and Automatic Prediction of Defect Size in the Bearing Using Levenberg–Marquardt Backpropagation
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- An online tacholess order tracking technique based on generalized demodulation for rolling bearing fault detection
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- Wavelets for fault diagnosis of rotary machines: A review with applications
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