Khrouf, F. ; Tebassi, Hamid ; Yallese, M.A. ; Chaoui, Kamel ; Haddad, A.
An experimental investigation is carried out to examine the effects of various cutting parameters on the response criteria when turning EN-AW-1350 aluminum alloy under dry cutting conditions. The experiments related to the analysis of the influence of turning parameters on the surface roughness (Ra) and material removal rate (MRR) were carried out according to the Taguchi L27 orthogonal array approach. ; The analysis of variance (ANOVA) was applied to characterizing the main elements affecting response parameters. Finally, the desirability function (DP) was applied for a bi-objective optimization of the machining parameters with the objective of achieving a better surface finish (Ra) and a higher productivity (MRR). ; The results showed that the cutting speed is the most dominant factor affecting Ra followed by the feed rate and the depth of cut. Moreover, the Artificial Neural Network (ANN) approach is found to be more reliable and accurate than its Response Surface methodology (RSM) counterpart in terms of predicting and detecting the non-linearity of the surface roughness and material removal rate mathematical models. ; ANN provided prediction models with a precision benefit of 8.21% more than those determined by RSM. The latter is easier to use, and provides more information than ANN in terms of the impacts and contributions of the model terms.
Zielona Góra: Uniwersytet Zielonogórski
IJAME, volume 27, number 2 (2022)
Biblioteka Uniwersytetu Zielonogórskiego
Oct 30, 2023
Feb 3, 2023
96
https://www.zbc.uz.zgora.pl/publication/77385
Edition name | Date |
---|---|
Modeling and optimization of cutting parameters when turning EN-AW-1350 aluminum alloy | Oct 30, 2023 |
Berkas, Khaoula Chaoui, Kamel Jurczak, Paweł - red.
Gharaibeh, Mohammad A. Jurczak, Paweł - red.
Hanumanthaiah, Abhishek Hanumanthanaik, Vijayakumar Chitrahalli Lingaraju, Mahesh Kumar Kotagi Girisha, Shwetha Kuczyński, Tadeusz - red.
Ardakani, Mostafa Kamali Noorossana, Rassoul Niaki, Seyed Taghi Akhavan Lahijanian, Homayoun Korbicz, Józef (1951- ) - ed.
Stojanovic, Nadica Jweeg, Muhsin Jaber Grujic, Ivan Petrovic, Miroslav Muhsen, Sami Abdullah, Oday I. Jurczak, Paweł - red.
Kaliszuk, Joanna Greinert, Andrzej - red.
Kryazhimskii, Arkadii Triggiani, Roberto- ed. Maksimov, Vyacheslav I. - ed.
Ali, Mohammed Sultan Saffar, Iman Q. Al Jurczak, Paweł - red.