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A Genetic Programming Approach for Developing the Machinability Models (CROSBI ID 491367)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Cukor, Goran ; Kuljanić, Elso A Genetic Programming Approach for Developing the Machinability Models // CIM 2003: Computer Integrated Manufacturing and High Speed Machining / 9th International Scientific Conference on Production Engineering / Cebalo, Roko ; Schulz, Herbert (ur.). Zagreb: Hrvatska udruga proizvodnog strojarstva (HUPS), 2003. str. I-031-038-x

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

Povezanost rada

Strojarstvo