A Genetic Programming Approach for Developing the Machinability Models (CROSBI ID 491367)
Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija
Podaci o odgovornosti
Cukor, Goran ; Kuljanić, Elso
engleski
A Genetic Programming Approach for Developing the Machinability Models
According to the International Organization for Standardization (ISO), an ordinary least squares (OLS) linear regression analysis is used for developing the machinability models. However, a possible new approach is worthwhile to be explored from the view of the advanced manufacturing systems and technology. In this paper a non-conventional approach using genetic programming (GP) originally inspired by Darwinian findings about the evolution of the biological species and the survival of the fittest organisms (i.e. natural selection) is proposed. It is illustrated with an example of the tool life modeling at longitudinal hard turning. Also, the proposed approach is found to be efficient and robust, and can be promptly integrated into an intelligent manufacturing system as a powerful tool for machinability modeling.
machinability; modeling; genetic programming (GP)
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Podaci o prilogu
I-031-038-x.
2003.
objavljeno
Podaci o matičnoj publikaciji
CIM 2003: Computer Integrated Manufacturing and High Speed Machining / 9th International Scientific Conference on Production Engineering
Cebalo, Roko ; Schulz, Herbert
Zagreb: Hrvatska udruga proizvodnog strojarstva (HUPS)
Podaci o skupu
CIM 2003 Computer Integrated Manufacturing and High Speed Machining, 9th International Scientific Conference on Production Engineering
predavanje
05.06.2003-06.06.2003
Lumbarda, Hrvatska