Intelligent Wear Condition Prediction of Ball Bearings Based on Convolutional Neural Networks and Lubricating Oil

• Published in: Journal of failure analysis and prevention Vol. 24; no. 4; pp. 1854 - 1864
• Main Authors: Sun, Jiasi, Bu, Jiali, Guo, Xiaopeng, Su, Changqing
• Format: Journal Article
• Language: English
• Published: Materials Park Springer Nature B.V 01.08.2024
• Subjects: Artificial neural networks; Back propagation networks; Ball bearings; Gas turbines; Lubricating oils; Network reliability; Neural networks; Preventive maintenance; Rotating machinery

Ball bearings play a pivotal role in rotating machinery, making it crucial to detect their wear condition in real time for preventive maintenance. This paper proposes a novel method, involving one-dimensional convolutional neural network (1DCNN) and lubricating oil, which is sensitive to early abnor...