Diagnosis of the Hollow Ball Screw Preload Classification Using Machine Learning

Diagnosis of the Hollow Ball Screw Preload Classification Using Machine Learning

The prognostic diagnosis of machine-health status is an emerging research topic. In this study, the diagnostic results of hollow ball screws with various ball-nut preloads were obtained using a machine-learning approach. In this method, ball-screw pretension, oil circulation, and ball-nut preload we...

Full description

Bibliographic Details
Main Authors: Yi-Cheng Huang, Chi-Hsuan Kao, Sheng-Jhe Chen
Format: Article
Language:English
Published: MDPI AG 2018-06-01
Series:Applied Sciences
Subjects:
ball screw
ball-nut preload
feature extraction
genetic algorithm
k-nearest neighbor
prognostic diagnosis
servo-motor current
support vector machine
Online Access:http://www.mdpi.com/2076-3417/8/7/1072

Internet

http://www.mdpi.com/2076-3417/8/7/1072

Similar Items