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Pregled bibliografske jedinice broj: 305511

Časopis

Autori: Bajić, Dražen; Celent, Luka; Jozić, Sonja
Naslov: Modeling of the influence of cutting parameters on the surface roughness, tool wear and the cutting force in face milling in off-line process control
Izvornik: STROJNISKI VESTNIK-JOURNAL OF MECHANICAL ENGINEERING (0039-2480) 58 (2012), 11; 673-682
Vrsta rada: članak
Ključne riječi: Off-line process control; Surface roughness; Cutting force; Tool wear; Regression Analysis; Radial basis function neural network
Sažetak:
Off-line process control improves process efficiency. This paper examines the influence of three cutting parameters on the surface roughness, tool wear and the cutting force components in face milling as part of the off-line process control. The experiments were carried out in order to define a model for process planning. Cutting speed, feed per tooth and depth of cut were taken as influential factors. Two modeling methodologies, namely regression analysis and neural networks have been applied to experimentally determined data. Results obtained by the models have been compared. Both models have a relative prediction error below 10%. The research has shown that when the training dataset is small neural network modeling methodologies are comparable with regression analysis methodology and furthermore can even offer better results, in this case an average relative error of 3, 35%. Advantages of off-line process control which utilizes process models by using these two modeling methodologies are explained in theory.
Projekt / tema: 023-0692976-1742
Izvorni jezik: ENG
Rad je indeksiran u
bazama podataka:
Scopus
SCI-EXP, SSCI i/ili A&HCI
Science Citation Index Expanded (SCI-EXP) (sastavni dio Web of Science Core Collectiona)
Kategorija: Znanstveni
Znanstvena područja:
Strojarstvo
Puni text rada: 305511.Paper_Bajic_Celent_Jozic_FINAL_VERSION.docx
Broj citata:
Altmetric:
DOI: 10.5545/sv-jme.2012.456
URL cjelovitog teksta:
Časopis izlazi u samo elektroničkom izdanju: NE
Google Scholar: Modeling of the influence of cutting parameters on the surface roughness, tool wear and the cutting force in face milling in off-line process control
Upisao u CROSBI: Dražen Bajić (dbajic@fesb.hr), 18. Ruj. 2007. u 08:37 sati



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