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https://doi.org/10.17559/TV-20140211234150

Multi-objective optimization of cut quality characteristic in CO2 laser cutting stainless steel

Miloš Madić   ORCID icon orcid.org/0000-0002-2310-2590 ; Faculty of Mechanical Engineering, University of Niš, Aleksandra Medvedeva 14, 18000 Niš, Serbia
Miroslav Radovanović ; Faculty of Mechanical Engineering, University of Niš, Aleksandra Medvedeva 14, 18000 Niš, Serbia
Bogdan Nedić   ORCID icon orcid.org/0000-0002-4236-3833 ; Faculty of Engineering, University of Kragujevac, Sestre Janjić 6, 34000 Kragujevac, Serbia
Vlatko Marušić ; Mechanical Engineering Faculty in Slavonski Brod, J. J. Strossmayer University of Osijek, Trg Ivane Brlić Mažuranić 2, 35000 Slavonski Brod, Croatia

Puni tekst: engleski, pdf (450 KB) str. 885-892 preuzimanja: 738* citiraj
APA 6th Edition
Madić, M., Radovanović, M., Nedić, B. i Marušić, V. (2015). Multi-objective optimization of cut quality characteristic in CO2 laser cutting stainless steel. Tehnički vjesnik, 22 (4), 885-892. https://doi.org/10.17559/TV-20140211234150
MLA 8th Edition
Madić, Miloš, et al. "Multi-objective optimization of cut quality characteristic in CO2 laser cutting stainless steel." Tehnički vjesnik, vol. 22, br. 4, 2015, str. 885-892. https://doi.org/10.17559/TV-20140211234150. Citirano 01.03.2021.
Chicago 17th Edition
Madić, Miloš, Miroslav Radovanović, Bogdan Nedić i Vlatko Marušić. "Multi-objective optimization of cut quality characteristic in CO2 laser cutting stainless steel." Tehnički vjesnik 22, br. 4 (2015): 885-892. https://doi.org/10.17559/TV-20140211234150
Harvard
Madić, M., et al. (2015). 'Multi-objective optimization of cut quality characteristic in CO2 laser cutting stainless steel', Tehnički vjesnik, 22(4), str. 885-892. https://doi.org/10.17559/TV-20140211234150
Vancouver
Madić M, Radovanović M, Nedić B, Marušić V. Multi-objective optimization of cut quality characteristic in CO2 laser cutting stainless steel. Tehnički vjesnik [Internet]. 2015 [pristupljeno 01.03.2021.];22(4):885-892. https://doi.org/10.17559/TV-20140211234150
IEEE
M. Madić, M. Radovanović, B. Nedić i V. Marušić, "Multi-objective optimization of cut quality characteristic in CO2 laser cutting stainless steel", Tehnički vjesnik, vol.22, br. 4, str. 885-892, 2015. [Online]. https://doi.org/10.17559/TV-20140211234150
Puni tekst: hrvatski, pdf (450 KB) str. 885-892 preuzimanja: 481* citiraj
APA 6th Edition
Madić, M., Radovanović, M., Nedić, B. i Marušić, V. (2015). Višekriterijska optimizacija karakteristika kvalitete reza kod CO2 laserskog rezanja nehrđajućeg čelika. Tehnički vjesnik, 22 (4), 885-892. https://doi.org/10.17559/TV-20140211234150
MLA 8th Edition
Madić, Miloš, et al. "Višekriterijska optimizacija karakteristika kvalitete reza kod CO2 laserskog rezanja nehrđajućeg čelika." Tehnički vjesnik, vol. 22, br. 4, 2015, str. 885-892. https://doi.org/10.17559/TV-20140211234150. Citirano 01.03.2021.
Chicago 17th Edition
Madić, Miloš, Miroslav Radovanović, Bogdan Nedić i Vlatko Marušić. "Višekriterijska optimizacija karakteristika kvalitete reza kod CO2 laserskog rezanja nehrđajućeg čelika." Tehnički vjesnik 22, br. 4 (2015): 885-892. https://doi.org/10.17559/TV-20140211234150
Harvard
Madić, M., et al. (2015). 'Višekriterijska optimizacija karakteristika kvalitete reza kod CO2 laserskog rezanja nehrđajućeg čelika', Tehnički vjesnik, 22(4), str. 885-892. https://doi.org/10.17559/TV-20140211234150
Vancouver
Madić M, Radovanović M, Nedić B, Marušić V. Višekriterijska optimizacija karakteristika kvalitete reza kod CO2 laserskog rezanja nehrđajućeg čelika. Tehnički vjesnik [Internet]. 2015 [pristupljeno 01.03.2021.];22(4):885-892. https://doi.org/10.17559/TV-20140211234150
IEEE
M. Madić, M. Radovanović, B. Nedić i V. Marušić, "Višekriterijska optimizacija karakteristika kvalitete reza kod CO2 laserskog rezanja nehrđajućeg čelika", Tehnički vjesnik, vol.22, br. 4, str. 885-892, 2015. [Online]. https://doi.org/10.17559/TV-20140211234150

Sažetak
In this paper, multi-objective optimization of the cut quality characteristics in CO2 laser cutting of AISI 304 stainless steel was discussed. Three mathematical models for the prediction of cut quality characteristics such as surface roughness, kerf width and heat affected zone were developed using the artificial neural networks (ANNs). The laser cutting experiment was planned and conducted according to the Taguchi’s L27 orthogonal array and the experimental data were used to train single hidden layer ANNs using the Levenberg-Marquardt algorithm. The ANN mathematical models were developed considering laser power, cutting speed, assist gas pressure, and focus position as the input parameters. Multi-objective optimization problem was formulated using the weighting sum method in which the weighting factors that are used to combine cut quality characteristics into the single objective function were determined using the analytic hierarchy process method.

Ključne riječi
analytic hierarchy process; artificial neural networks; CO2 laser cutting; cut quality characteristics; genetic algorithm; multi-objective optimization

Hrčak ID: 143116

URI
https://hrcak.srce.hr/143116

[hrvatski]

Posjeta: 1.663 *