Investigation of the effect of AWJ drilling parameters for delamination factor and surface roughness on GFRP composite material

被引:10
|
作者
Altin Karatas, Meltem [1 ]
Gokkaya, Hasan [2 ]
Akincioglu, Sitki [3 ]
Biberci, Mehmet Ali [4 ]
机构
[1] Abant Izzet Baysal Univ, Gerede Vocat Sch, Bolu, Turkey
[2] Karabuk Univ, Engn Fac, Mech Engn Dept, Karabuk, Turkey
[3] Duzce Univ, Gumusova Vocat Sch, Dept Machine Design, Duzce, Turkey
[4] Cankiri Karatekin Univ, Engn Fac, Cankiri, Turkey
关键词
Glass fiber-reinforced polymer composite; Abrasive water jet; Taguchi-based gray relational analysis; Artificial neural network (ANN); PREDICTION; OPTIMIZATION; STRENGTH; MODEL;
D O I
10.1108/MMMS-04-2022-0071
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Purpose The purpose of this study is to optimize processing parameters to get the smallest average surface roughness (Ra) and delamination damage (F-d) values during drilling via abrasive water jet (AWJ) of the glass fiber-reinforced polymer composite material produced at [0 degrees/90 degrees](s) fiber orientation angles. Design/methodology/approach Drilling experiments were done via AWJ with three-axis computer numerical control (CNC) control system. Machine processing parameters such as water pressure of 3,600, 4,300, 4,800 and 5,300 bar; stand-off distance of 1, 2, 3 and 4 mm; traverse rate of 750, 1,500, 2,000 and 3,000 mm/min; and hole diameters of 8, 10, 12 and 14 mm have been selected. The effects of processing parameters in drilling experiments were investigated in conformity with the Taguchi L-16 orthogonal array and the data obtained were analyzed using Minitab 17 software. The signal/noise (S/N) ratio was taken as a basis for evaluating the test results. Optimum processing conditions were determined by calculating the S/N ratio for both Ra and F-d in conformity with the "smaller is better" approximation. The effects of processing parameters on Ra and F-d were statistically investigated using analysis of variance, S/N ratio and Taguchi-based gray relational analysis. Ra and F-d were predicted by evaluating with the ANN model and were predicted with the least amount of error. Findings It has been determined that the most effective parameter for Ra and F-d is the water pressure and then the stand-off distance. Originality/value The novel approach is to reduce cost and the time spent by using Taguchi optimization as a result of AWJ drilling the material in this fiber orientation [0 degrees/90 degrees](s).
引用
收藏
页码:734 / 753
页数:20
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