Artificial neural network approach to predict the flow stress in the isothermal compression of as-cast TC21 titanium alloy

Computational Materials Science

Volumn 50, Issue 5, 2011, Pages 1785-1790

  Zhu, Yanchun ^a   Zeng, Weidong ^a   Sun, Yu ^a   Feng, Fei ^a   Zhou, Yigang ^a  

^a NORTHWESTERN POLYTECHNICAL UNIVERSITY   (China)

Author keywords

As cast TC21 titanium alloy; BP neural network; Flow stress; Isothermal compression

Indexed keywords

ARTIFICIAL NEURAL NETWORK APPROACH; ARTIFICIAL NEURAL NETWORK MODELS; AS-CAST; AS-CAST TC21 TITANIUM ALLOY; AVERAGE ERRORS; BACKPROPAGATION LEARNING ALGORITHM; BP NEURAL NETWORKS; DEFORMATION TEMPERATURES; EXPERIMENTAL DATA; FLOW STRESS; GLEEBLE; HEIGHT REDUCTION; ISOTHERMAL COMPRESSIONS; MAXIMUM ERROR; REGRESSION METHOD; RELATIVE ERRORS; THERMO-MECHANICAL;

ALLOYS; BACKPROPAGATION ALGORITHMS; CERIUM ALLOYS; DEFORMATION; FORECASTING; LEARNING ALGORITHMS; NEURAL NETWORKS; PLASTIC FLOW; REGRESSION ANALYSIS; STRAIN RATE; TITANIUM;

TITANIUM ALLOYS;

EID: 79952003627     PISSN: 09270256     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.commatsci.2011.01.015     Document Type: Article

References (35)

1. S. Malinov, W. Sha, and J.J. McKeown Computational Materials Science 21 2001 375 394
2. W.D. Zeng, and Y.G. Zhou Materials Science Engineering A 290 2000 33 38
3. S. Mandal, V. Rakesh, P.V. Sivaprasad, S. Venugopal, and K.V. Kasiviswanathan Materials Science Engineering A 500 2009 114 121
4. J. Luo, M.Q. Li, and W.X. Yu Materials and Design 31 2010 3078 3083
5. R. Ramesh, and R. Gnanamoorthy Journal of Materials Engineering and Performance 16 2007 703 709
6. S. Mandal, P.V. Sivaprasad, and R.K. Dube Journal of Materials Engineering and Performance 16 2007 672 679
7. S. Malinov, and W. Sha Materials Science Engineering A 365 2004 202 211
8. Z. Guo, S. Malinov, and W. Sha Computational Materials Science 32 2005 1 12
9. Y.C. Lin, X.L. Fang, and Y.P. Wang Journal of Materials Science 43 2008 5508 5515
10. S. Pernot, and C.H. Lamarque Neural Network 12 1999 371 392
11. Y. Sun, W.D. Zeng, S.L. Wang, Y.G. Zhou, and B. Xu Journal of Plasticity Engineering 16 2009 126 129 (in Chinese)
12. Y.F. Han, W.D. Zeng, Y.Q. Zhao, Y. Sun, and X. Ma Materials and Design 31 2010 4380 4385
13. N.S. Reddy, Y.H. Lee, C.H. Park, and C.S. Lee Materials Science and Engineering A 492 2008 276 282
14. Y.Q. Zhao, H.L. Qu, L. Feng, H.Y. Yang, H. Li, Y.N. Zhang, H.C. Guo, and D.K. Huang Titanium Industry Progress 21 2004 22 24 (in Chinese)
15. Y.Q. Zhao, X.M. Cao, and Z.P. Xi Rare Metal Materials and Engineering 36 2007 1145 1148 (in Chinese)
16. L. Feng, H.L. Qu, Y.Q. Zhao, H. Li, Y.N. Zhang, and W.D. Zeng Journal of Aeronautical Materials 24 2004 11 13 (in Chinese)
17. H.L. Qu, Y.G. Zhou, L. Zhou, Y.Q. Zhao, W.D. Zeng, L. Feng, Y.Q. Yang, J. Chen, H.Q. Yu, H. Li, Y.N. Zhang, and H.C. Guo Transactions of Nonferrous Metals Society of China 15 2005 1120 1124 (in Chinese)
18. J. Chen, Y.G. Zhou, and W.D. Zeng Transactions of Nonferrous Metals Society of China 17 2007 s93 s98
19. X.L. Wang, Y.Q. Zhao, M. Hagiwara, H.L. Hou, and T. Suzuki Journal of Alloys and Compounds 490 2010 531 536
20. X.L. Wang, Y.Q. Zhao, Y.Q. Wang, H.L. Hou, and W.D. Zeng Journal of Alloys and Compounds 490 2010 562 567
21. M.S. Ozerdema, and S. Kolukisab Journal of Materials Processing Technology 199 2008 437 439
22. S. Mandal, P.V. Sivaprasad, and S. Venugopal Transactions of the ASME 129 2007 242 247
23. S. Mandal, P.V. Sivaprasad, S. Venugopal, and K.P.N. Murthy Applied Soft Computing 9 2009 237 244
24. P.A. Lucon, and R.P. Donovan Composites Part B: Engineering 38 2007 817 823
25. W.D. Zeng, Y. Shu, X.M. Zhang, Y.G. Zhou, Y.Q. Zhao, H. Wu, Y. Dai, J. Yang, and L. Zhou Materials Science and Technology 24 2008 1222 1299
26. J.J. Jonas Acta Metallurgica 17 1969 397 405
27. J.J. Jonas, M.C. Somani, and W.J. McTegart Metallurgical Reviews 14 1969 1 24
28. Y.C. Zhu, W.D. Zeng, F. Feng, Y. Sun, Y.F. Han, and Y.G. Zhou Materials Science and Engineering A 528 2011 1757 1763
29. Y. Sun, W.D. Zeng, Y.Q. Zhao, Y.L. Qi, X. Ma, and Y.F. Han Computational Materials Science 48 2010 686 691
30. W. Sha Materials Science and Engineering A 372 2004 334 335
31. W.D. Zeng, Y. Shu, and Y.G. Zhou Rare Metal Materials and Engineering 33 2004 1041 1044 (in Chinese)
32. S. Mandal, P.V. Sivaprasad, K.P.N. Murthy, and B. Raj Materials Science and Engineering A 485 2008 571 580
33. Y. Sun, W.D. Zeng, X.M. Zhang, Y.Q. Zhao, X. Ma, Y.F. Han, Journal of Materials Engineering and Performance, 2010; doi:10.1007/s11665-010-9695-0.
34. G.M. Carlos, C. Carlos, G.C. Francisca, and G.A. Carlos Journal of Materials Science 42 2007 5391 5397
35. G.L. Ji, F.G. Li, Q.H. Li, H.Q. Li, and Z. Li Computational Materials Science 48 2010 626 632