Title :
Research on CNC integrated manufacturing condition analysis model and its application based on visual multi-feature fusion
Author :
Liu, Libing ; Chen, Yingshu ; Li, Jiahang ; Li, Xiankai ; Tian, Dawei
Author_Institution :
Sch. of Mech. Engeering, Hebei Univ. of Technol., Tianjin, China
Abstract :
A visual diagnosis method for flexible CNC manufacturing condition monitoring is proposed based on multi-feature space mapping. First, the generalized sensor space and the observable feature vector are analyzed and extracted. Second, based on image processing technologies, the method for establishing clustering fusion model of complex condition is developed. At last, the visual multi-feature clustering fusion model is established. The model works quickly and accurately.
Keywords :
computerised numerical control; condition monitoring; fault diagnosis; image processing; integrated manufacturing systems; pattern clustering; sensor fusion; CNC integrated manufacturing condition analysis model; flexible CNC manufacturing condition monitoring; generalized sensor space; image processing; multifeature space mapping; observable feature vector; visual diagnosis; visual multifeature clustering fusion model; visual multifeature fusion; Computer numerical control; Condition monitoring; Employee welfare; Feature extraction; Histograms; Image recognition; Production; Signal processing; Space technology; Virtual manufacturing; Analysis Model; CNC Integrated Manufacturing; Complex Condition; Multi-Feature Clustering Fusion;
Conference_Titel :
Control and Decision Conference (CCDC), 2010 Chinese
Conference_Location :
Xuzhou
Print_ISBN :
978-1-4244-5181-4
Electronic_ISBN :
978-1-4244-5182-1
DOI :
10.1109/CCDC.2010.5498817
