Machinery Early Fault Detection Based on Dirichlet Process Mixture Model

The most commonly used single feature-based anomaly detection method for the complex machinery, such as large wind power equipment, steam turbine generator sets, and reciprocating compressors, exhibits a defect of low-alarm accuracy due to the non-stationary characteristic of the vibration signals....

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Bibliographic Details
Main Authors: Bo Ma, Yi Zhao, Ying Zhang, Qing Lei Jiang, Xiu Qun Hou
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8756102/