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001-es BibID:BIBFORM048581
Első szerző:Deák Krisztián (gépészmérnök)
Cím:Chatter vibration and image processing with artificial neural networks and support vector machines / Krisztián Deák, Imre Kocsis
Dátum:2013
Megjegyzések:Chatter vibration generally occurs during cutting procesess. Chatter corresponds to the relativemovement between the workpiece and the cutting tool. Vibrations resulted in waves on the machined surface.This affects typical machining processes, such as turning, milling, drilling and grinding as well. It resultsroughness on the surface and enhances the wear of the edge of the tool. The surface can be examined by CCDcameras where images are taken to further analysis. Image filters are described in this paper and the edge of thetool was examined. Artificial neural networks (ANN) is widely used in image processing. Common patterns canbe recognized and it ensures feedback in the machining process. Matlab Image Processing Toolbox consist ofuseful built-in algorithms to make manipulations easier. Support Vector Machine (SVM) is a relatively new wayto detect patterns in machining as it is a powerful statistical methods. It is also suitable to estimate tool wearbesides. The aim of this article to overview the chatter, tool wear estimation possibilities, ANN, SVM techniquesexamined by researchers in the last few years.
ISBN:978-963-473-623-3
Tárgyszavak:Műszaki tudományok Gépészeti tudományok előadáskivonat
könyvrészlet
chatter
vibration
impact
Megjelenés:Proceedings of the 1st International Scientific Conference on Advances in Mechanical Engineering (ISCAME 2013) / szerk. Mankovits Tamás. - p. 20-27. -
További szerzők:Kocsis Imre (1969-) (matematikus, gépészmérnök)
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