Title :
Intelligent system for inspection and selection of parts in a manufacturing cell
Author :
Islas, J. C. Gonzalez ; Cano Tejeda, D. de J. ; Suarez Cansino, J. ; Lopez Morales, V.
Author_Institution :
Electromech. & Ind. Dept., Technol. Univ. of Tulancingo, Tulancingo, Mexico
fDate :
Oct. 30 2013-Nov. 1 2013
Abstract :
This paper addresses the design and implementation of an artificial vision system implemented in a manufacturing cell. The vision system recognizes and selects in an intelligent manner the manufactured parts through a feedforward artificial neural network and the decisions are completely based on the part´s color and its geometry. A simple digital camera is used as an image acquisition device. This image is then processed by an artificial neural network, which is able to identify the part´s color. Then a Programmable Logic Controller (PLC) drives an electropneumatic system, in order to store the identified part into a corresponding repository. An interface based on power electronic devices and a Data Acquisition Card (DAQ) system implements the communication between the PLC and the computer. The proposed system is completely implemented and tested in a real Flexible Manufacturing System (FMS) of FESTO© showing good results.
Keywords :
cameras; cellular manufacturing; computer vision; data acquisition; feedforward neural nets; flexible manufacturing systems; inspection; production engineering computing; programmable controllers; FESTO; PLC drives; artificial vision system; data acquisition card; digital camera; electropneumatic system; feedforward artificial neural network; flexible manufacturing system; image acquisition device; intelligent system; manufacturing cell; parts inspection; parts selection; power electronic devices; programmable logic controller; Color; Computer architecture; Image color analysis; Machine vision; Manufacturing; Microprocessors; Neural networks;
Conference_Titel :
Information, Communication and Automation Technologies (ICAT), 2013 XXIV International Symposium on
Conference_Location :
Sarajevo
DOI :
10.1109/ICAT.2013.6684074