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Global modeling for elevated temperature flow behavior of 6013 aluminum alloy during two-pass deformation

  • Gang Xiao , Qinwen Yang , Luoxing Li and Huan He
Published/Copyright: February 26, 2016
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International Journal of Materials Research
From the journal International Journal of Materials Research Volume 107 Issue 3

Abstract

Two-pass hot plane strain compression tests of 6013 aluminum alloy were conducted at different temperatures, strain rates, and holding times. Using the experimental data, four popular metamodel types – Kriging, radial basis function, polynomial regression and artificial neural network – were investigated as potential methods for global modeling of the flow behavior during two-pass deformation. The global model developed from the Kriging method was superior in terms of the accuracy and stability of the prediction. Furthermore, this model was successfully used to predict not only the two-pass deformation behavior beyond the experimental conditions, but also the multipass deformation behavior. It is proved that the Kriging method is an effective and reliable approach to develop a global model for optimization of the hot forming process.

Keywords: Two-pass hot deformation; Flow behavior; Modeling; Metamodel; Kriging method
*Correspondence address, Luoxing Li, State Key Laboratory of Advanced Design and Manufacturing for Vehicle Body, Hunan University, 410082 Changsha, China. Tel./Fax: +86 731 88821571, E-mail:

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Received: 2015-08-06
Accepted: 2015-10-23
Published Online: 2016-02-26
Published in Print: 2016-03-11

© 2016, Carl Hanser Verlag, München

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https://doi.org/10.3139/146.111339
Keywords for this article
Two-pass hot deformation; Flow behavior; Modeling; Metamodel; Kriging method

Articles in the same Issue

  1. Contents
  2. Contents
  3. Original Contributions
  4. Fe–N and Fe–N–C phase equilibria above 853 K studied by nitriding/nitrocarburising and secondary annealing
  5. Microstructural development and crystallographic properties of decomposing Fe–N–C compound layers
  6. Experimental study on phase relationships in the Co-rich portion of the Co–Ti–Zr system
  7. On the role of alloying elements in the formation of serrated grain boundaries in Ni-based alloys
  8. Effect of drawing with shear on structure and properties of low-carbon steel
  9. Experimental study of FLD0 for aluminum alloy using digital image correlation with modified ISO method
  10. Global modeling for elevated temperature flow behavior of 6013 aluminum alloy during two-pass deformation
  11. The relationship between the pore size distribution and the thermo-mechanical properties of high alumina refractory castables
  12. Optimization of the phase composition of high-calcium-content slag for stabilization and the obtaining of hydraulic properties
  13. Short Communications
  14. Dynamic recrystallization kinetics in Mg-3Gd-1Zn magnesium alloy during hot deformation
  15. Original Contributions
  16. Photoluminescence properties of Tb3+-doped stalk-like Al2O3
  17. Effect of deposition parameters on the crystal orientation and growth of Ag nanowires
  18. DGM News
  19. DGM News
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