Author:
Khadra F. A.,El-Morsy A. W.
Abstract
This paper addresses the use of the kriging approach to predict the springback in the air bending process. The materials and the geometrical parameters, which significantly affect the springback, were considered as inputs, and the springback angle was considered as the response. A verified nonlinear finite element model was used to generate the training data required to create the kriging metamodel. The training examples were selected based on computer-generated D-optimal designs. A comparison between the kriging approaches and the response surface methodology is conducted and discussed. The results showed that kriging accurately predicts the finite element springback results. Comparing the accuracy of kriging with a response surface methodology shows that kriging with a 2nd degree polynomial and exponential correlation function predicts the springback more accurately than the response surface methodology.
Publisher
Engineering, Technology & Applied Science Research
Reference51 articles.
1. M. Osman, M. Shazly, A. El-Mokaddem, A. Wifi, “Springback prediction in V-die bending: modelling and experimentation”, J. Achiev. Mater. Manufac. Eng., Vol. 38, pp. 179-186, 2010
2. T. Botelho, E, Bayraktar, G. Inglebert, “Comparison of experimental and simulation results of 2D-draw-bend spring-back”, J. Achiev. Mater. Manufac. Eng., Vol. 18, pp. 275-278, 2006
3. I. Ragai, D. Lazim, J. Nemes, “Anisotropy and springback in draw-bending of stainless steel 410: experimental and numerical study”, J. Mater. Proc. Techno., Vol. 166, pp. 116–127, 2005
4. M. Sitar, F. Kosel, M. Brojan, “Numerical and experimental analysis of elastic–plastic pure bending and springback of beams of asymmetric cross-sections”, Int. J. Mech. Sci., Vol. 90, pp. 77-88, 2015
5. F. Kosel, T. Videnic, T. Kosel, M. Brojan, “Elasto-plastic springback of beams subjected to repeated bending/unbending histories”, J. Mater. Eng. Perform., Vol. 20, pp. 846–854, 2011
Cited by
3 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献