Vibration Sensor-Based Bearing Fault Diagnosis Using Ellipsoid-ARTMAP and Differential Evolution Algorithms

Effective fault classification of rolling element bearings provides an important basis for ensuring safe operation of rotating machinery. In this paper, a novel vibration sensor-based fault diagnosis method using an Ellipsoid-ARTMAP network (EAM) and a differential evolution (DE) algorithm is propos...

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Bibliographic Details
Main Authors: Chang Liu, Guofeng Wang, Qinglu Xie, Yanchao Zhang
Format: Article
Language:English
Published: MDPI AG 2014-06-01
Series:Sensors
Subjects:
Online Access:http://www.mdpi.com/1424-8220/14/6/10598