Prediction of flow stress in isothermal compression of Ti60 alloy using an adaptive network-based fuzzy inference system

Materials and Design

Volumn 32, Issue 10, 2011, Pages 4676-4683

  Jia, Weiju ^a   Zeng, Weidong ^a   Han, Yuanfei ^a   Liu, Jianrong ^b   Zhou, Yigang ^a   Wang, Qingjiang ^b  

^a NORTHWESTERN POLYTECHNICAL UNIVERSITY   (China)

^b INSTITUTE OF METAL RESEARCH   (China)

Author keywords

A. Non ferrous metals and alloys; C. Forging; H. Material property databases

Indexed keywords

ADAPTIVE NETWORK BASED FUZZY INFERENCE SYSTEM; ANFIS MODEL; AVERAGE DIFFERENCE; C. FORGING; COMPARATIVE EVALUATIONS; DEFORMATION TEMPERATURES; H. MATERIAL PROPERTY DATABASE; HEIGHT REDUCTION; HOT DEFORMATION PROCESS; ISOTHERMAL COMPRESSIONS; NONFERROUS METALS AND ALLOYS; REGRESSION METHOD;

ALLOYS; DEFORMATION; FORECASTING; FUZZY INFERENCE; FUZZY SYSTEMS; INTELLIGENT CONTROL; METALLURGY; PLASTIC FLOW; STRAIN RATE; TITANIUM;

TITANIUM ALLOYS;

EID: 79960922544     PISSN: 02641275     EISSN: 18734197     Source Type: Journal    
DOI: 10.1016/j.matdes.2011.06.053     Document Type: Article

References (29)

1. Leyens C., Peters M. Titanium and Titanium alloys 2003, Wiley-VCH, Weinheim, p. 513.
2. Blenkinsop PA. Developments in high temperature alloys. In: Lütjering G, Zwicker U, Bunk W, editors. Proceedings of the fifth international conference on titanium. Oberursel, West Germany, Deutsche Gesellschaft fuer Metallkunde: Munich, West Germany; 1985. p. 2323-38.
3. Bania PJ, Ti-1100: A new high temperature titanium alloy. In: Lacombe P, Tricot R, Béranger G, editors. Sixth world conference on titanium. Les Editions de Physique: Cannes, France; 1988. p. 825-30.
4. Wanjara P., Jahazi M., Monajati H., Yue S., Immarigeon J.P. Hot working behavior of near-alpha alloy IMI834. Mater Sci Eng A 2005, 396:50-60.
5. Jia W.J., Zeng W.D., Zhou Y.G., Liu J.R., Wang Q.J. High-temperature deformation behavior of Ti60 titanium alloy. Mater Sci Eng A 2011, 528(12):4068-4074.
6. Zhu Y.C., Zeng W.D., Feng F., Sun Y., Han Y.F., Zhou Y.G. Characterization of hot deformation behavior of as-cast TC21 titanium alloy using processing map. Mater Sci Eng A 2011, 528(3):1757-1763.
7. Seshacharyulu T., Medeiros S.C., Frazier W.G., Prasad Y.V.R.K. Hot working of commercial Ti-6Al-4V with an equiaxed alpha-beta microstructure: materials modeling considerations. Mater Sci Eng A 2000, 284(1-2):184-194.
8. Han Y.F., Zeng W.D., Shu Y., Zhou Y.G., Yu H.Q. Prediction of the mechanical properties of forged Ti-10V-2Fe-3Al titanium alloy using FNN. Comput Mater Sci 2011, 50(3):1009-1015.
9. Sha W., Edwards K.L. The use of artificial neural networks in materials science based research. J Mater Des 2007, 28(6):1747-1752.
10. Malinov S., Sha W., McKeown J.J. Modelling the correlation between processing parameters and properties in titanium alloys using artificial neural network. Comput Mater Sci 2001, 21(3):375-394.
11. Han Y., Zeng W., Zhao Y., Zhang X., Sun Y., Ma X. Modeling of constitutive relationship of Ti-25V-15Cr-0.2Si alloy during hot deformation process by fuzzy-neural network. J Mater Des 2010, 31(9):4380-4385.
12. Geethanjali M., Raja Slochanal S.M. A combined adaptive network and fuzzy inference system (ANFIS) approach for overcurrent relay system. Neurocomputing 2008, 71(4-6):895-903.
13. Kalaichelvi V., Sivakumar D., Karthikeyan R., Palanikumar K. Prediction of the flow stress of 6061 Al-15% SiC - MMC composites using adaptive network based fuzzy inference system. J Mater Des 2009, 30(4):1362-1370.
14. Abbod M.F., Linkens D.A., Zhu Q., Mahfouf M. Physically based and neuro-fuzzy hybrid modelling of thermomechanical processing of aluminium alloys. Mater Sci Eng A 2002, 333(1-2):397-408.
15. Jang J.S. ANFIS: adaptive-network-based fuzzy inference systems. IEEE Trans Syst Man Cybern 1993, 23:665-685.
16. Sugeno M., Yasukawa T. A fuzzy-logic-based approach to qualitative modeling. IEEE Trans Fuzzy Syst 1993, 1:7-31.
17. Du H., Zhang N. Application of evolving Takagi-Sugeno fuzzy model to nonlinear system identification. Appl Soft Comput 2008, 8(1):676-686.
18. Chen H.Q., Cao C.X., Guo L., Lin H. Hot deformation mechanism and microstructure evolution of TC11 titanium alloy in [beta] field. Trans Nonferrous Met Soc China 2008, 18(5):1021-1027.
19. Ding R., Guo Z.X., Wilson A. Microstructural evolution of a Ti-6Al-4V alloy during thermomechanical processing. Mater Sci Eng A 2002, 327(2):233-245.
20. Zong Y.Y., Shan D.B., Lu Y. Microstructural evolution of a Ti-4.5Al-3Mo-1V alloy during hot working. J Mater Sci 2006, 41(12):3753-3760.
21. Li L.X., Lou Y., Yang L.B., Peng D.S., Rao K.P. Flow stress behavior and deformation characteristics of Ti-3Al-5V-5Mo compressed at elevated temperatures. Mater Des 2002, 23(5):451-457.
22. Weiss I., Semiatin S.L. Thermomechanical processing of beta titanium alloys-an overview. Mater Sci Eng A 1998, 243(1-2):46-65.
23. Philippart I., Rack H.J. High temperature dynamic yielding in metastable Ti-6.8Mo-4.5F-1.5Al. Mater Sci Eng A 1998, 243(1-2):196-200.
24. Robertson D.G., McShane H.B. Isothermal hot deformation behaviour of (α+β) titanium alloy Ti-4Al-4Mo-2Sn-0.5Si (IMI 550). Mater Sci Technol 1997, 13(6):459-468.
25. Zeng W.D., Shu Y., Zhang X.M., Zhou Y.G., Zhao Y.Q., Wu H., et al. Hot workability and microstructure evolution of highly beta stabilised Ti-25V-15Cr-0.2Si alloy. Mater Sci Technol 2008, 24(10):1222-1229.
26. Huang L.J., Geng L., Li A.B., Cui X.P., Li H.Z., Wang G.S. Characteristics of hot compression behavior of Ti-6.5Al-3.5Mo-1.5Zr-0.3Si alloy with an equiaxed microstructure. Mater Sci Eng A 2009, 505:136-143.
27. Seshacharyulu T., Medeiros S.C., Frazier W.G., Prasad Y.V.R.K. Unstable flow during supratransus working of Ti-6Al-4V. Mater Lett 2001, 47(3):133-139.
28. Sellars C.M., McTegart W.J. On the mechanism of hot deformation. Acta Metall 1966, 14(9):1136-1138.
29. YL Q. Study on hot deformation behavior and processing map of high temperature titanium alloy Ti600. In: School of material science and engineering. Northwestern Polytechnical University: Xi'an; 2007.