DocumentCode
467682
Title
Fault Data Mining on the Encoders in Numeric Control System Based on the Information Redundancy of Velocity
Author
Xiao, Jin-zhuang ; Wang, Hong-rui
Author_Institution
Hebei Univ., Baoding
Volume
1
fYear
2007
fDate
19-22 Aug. 2007
Firstpage
529
Lastpage
532
Abstract
In order to arising the safety and reliability of numerical control system, aiming at the conventionally used encoders in the system as the equipment of feedback in position-loop, the data mining of its fault is analyzed. Benefiting from the reluctant information of velocity in the normal servo system, the principal component analysis is introduced to solving the fault of losing codes and pausing codes in the encoder. At the same time, the basic principles and flow process are presented. In order to validate the effectiveness of the mining way based on the software of Matlab, simulation shows that it can perform a very exact diagnosis at the time of fault occurring. This idea provides a believable way for the fault data mining in numeric control system.
Keywords
data mining; numerical control; principal component analysis; reliability; safety; fault data mining; information redundancy; numerical control system; position-loop; principal component analysis; Computer numerical control; Control systems; Data mining; Feedback; Principal component analysis; Redundancy; Safety devices; Servomechanisms; Software performance; Velocity control; Encoder; Fault data mining; Numeric control; Principle component analysis; Velocity redundancy;
fLanguage
English
Publisher
ieee
Conference_Titel
Machine Learning and Cybernetics, 2007 International Conference on
Conference_Location
Hong Kong
Print_ISBN
978-1-4244-0973-0
Electronic_ISBN
978-1-4244-0973-0
Type
conf
DOI
10.1109/ICMLC.2007.4370202
Filename
4370202
Link To Document