Naslov
A Genetic Programming Approach for Developing the Machinability Models

Autori
Cukor, Goran ; Kuljanić, Elso

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
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), 2003

Skup
CIM 2003: Computer Integrated Manufacturing and High Speed Machining / 9th International Scientific Conference on Production Engineering

Mjesto i datum
Lumbarda, Hrvatska, 05.06.2003. - 06.06.2003

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
machinability; modeling; genetic programming (GP)

Sažetak
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.

Izvorni jezik
Engleski

Znanstvena područja
Strojarstvo

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