Title :
Intelligent monitoring and decision control system for peripheral milling process
Author :
Vallejo, Antonio J. ; Morales-Menendez, Ruben ; Alique, J.R.
Author_Institution :
Tecnol. de Monterrey, Monterrey
Abstract :
The aeronautic and automotive industries demand high quality products. Different aluminium alloys are used to produce them exploiting high speed machining (HSM) systems. HSM needs intelligent features such as monitoring and decision control. A framework that consists of four modules: data acquisition system, cutting tool monitoring, surface roughness prediction and intelligent planning module is presented. The planning module exploits genetic algorithms and Markov decision processes. This module supports and guides the operator in the operation of the CNC. Early results validate the benefits of this system in peripheral milling process, with a decrease between 18 % and 60 % in the operation costs.
Keywords :
Markov processes; computerised numerical control; cutting tools; data acquisition; decision theory; genetic algorithms; intelligent control; milling; statistical process control; CNC; Markov decision process; aeronautic industry; aluminium alloy; automotive industry; cutting tool monitoring; data acquisition system; decision control system; genetic algorithm; high speed machining system; intelligent monitoring; intelligent planning module; peripheral milling process; surface roughness prediction; Aerospace industry; Aluminum alloys; Automotive engineering; Control systems; Electrical equipment industry; Intelligent systems; Machinery production industries; Machining; Milling; Monitoring; Cutting Tool Wear; High Speed Machining; Intelligent Monitoring and Planning System; Markov Decision Process; Surface Roughness;
Conference_Titel :
Systems, Man and Cybernetics, 2008. SMC 2008. IEEE International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-2383-5
Electronic_ISBN :
1062-922X
DOI :
10.1109/ICSMC.2008.4811519