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Prediction of Thermodynamic Equilibrium Temperature of Cu-Based Shape-Memory Smart Materials

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Abstract

The thermodynamic equilibrium temperature (T 0) is an important factor in the austenite and martensitic phases. In this study, the effects of alloying elements and heat treatments on T 0 temperature were investigated using Genetic Programming (GP) which has become one of the tools used in the study of condensed matter. Due to the changes in T 0, it is possible to analyze the changes in the entropy of the phase transitions. The data patterns of the GP formulation are based on well-established experimental results from the literature. The results of the GP-based formulation were compared with experimental results and found to be reliable with a very high correlation (R 2 = 0.965 for training and R 2 = 0.952 for testing).

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References

  1. ADIGUZEL O.: Journal of Materials Processing Technology 185 (2007), 120–124.

    Article  Google Scholar 

  2. Tatar, C., Thermochimica Acta, 2005, 437, 121–125.

    Article  Google Scholar 

  3. Ong, C.S. Huang, J.J. Tzeng, G.H.: Expert Systems with Applications, 2005 29 (1) 41.

    Article  Google Scholar 

  4. Davidson, J.V., Savic D.A., Walters, G.A.: Information Sciences,2003 150 (1/2) 95.

    Article  Google Scholar 

  5. Güneyisi E., Gesoğlu M., Özturan T., Özbay E.: Construction and Building Materials, 2009 23, 1, 469-481.

    Article  Google Scholar 

  6. M. Eskil: M.S. Thesis, Firat University, Graduate School of Natural and Applied Sciences, 2000.

  7. J.M. Guilemany, J. Fernandez, and R. Franch: Intermetallics, 1998, vol. 6, pp. 15–19.

    Article  Google Scholar 

  8. Canbay C. A., Aydoğdu A., Aydoğdu Y., J Supercond Nov Magn.,2011 24, 871–877.

    Article  Google Scholar 

  9. Zengin R., Ceylan M.: Thermochimica Acta, 2004, 414, 155–158.

    Article  Google Scholar 

  10. Zengin R., Yakuphanoglu F.,: Materials Letters, 2003, 57, 3107– 3110.

    Article  Google Scholar 

  11. B. Baksan: Ph.D. Thesis, Osmangazi University, Institute of Science, 2004.

  12. Cuniberti A., Castro M. L.: Phase Transitions: A Multinational Journal, 2004, 77:11, 911-920.

    Article  Google Scholar 

  13. Lelatko J., Morawiec N., Koval Y. N., Kolomyttsev V. I.: Metal Science and Heat Treatment, 1999, 41:8, 351-353.

    Article  Google Scholar 

  14. Lam C.W.H., Chung C.Y., Zou W.H., Lai J.K.L.: Metallurgical and Materials Transactions A, 1997, 28A, 2765-2767.

    Article  Google Scholar 

  15. Zou W., Gui J., Wang R., Tang C., Xiang M., Zhang D., Sun W., Yang D.: Journal of Materials Science,1997, 32, 5279-5286.

    Article  Google Scholar 

  16. Bai Y.J., Liu Y.X., Geng G.L., Bian X.F., Sun D.S.: Journal of Materials Science Letters, 2001, 20, 11-13.

    Article  Google Scholar 

  17. Zou W.H., Lam C.W.H., Chungand C.Y., Lai J.K.L.: Scripta Materialia, 1997, 36:8, 955-960.

    Article  Google Scholar 

  18. Gui J., Zou W.H., Wang R., Zhang D., Tang C.H., Xiang M.Z., Yang D.Z.: Scripta Materialia, 1996, 35: 3, 435-440.

    Article  Google Scholar 

  19. Lelatko J., Morawiec H., Materials Chemistry and Physics, 2003, 81, 472–475.

    Article  Google Scholar 

  20. N. Sel: M.S. Thesis, Firat University, Graduate School of Natural and Applied Sciences, 2009.

  21. N. Gökdemir: M.S. Thesis, Gazi University, Institute of Science and Technology, 2006.

  22. ASM: Metals Handbook, vol. 08. American Society for Material (ASM), Materials Park, 1973.

  23. Cahn R.W., Haasen P., Kramer E.J.: Mat. Sci. Techn., 1996, 8, 746–748.

    Google Scholar 

  24. Lojen G., Anzel I., Kneissl A., Krizman A., Unterweger E., Kosec B., Bizjak M.: Journal of Materials Processing Technology, 2005, 162–163, 220–229.

    Article  Google Scholar 

  25. Zhang M.R., Yang D.Z., Tadaki T., Hirotsu Y.: Scripta Materialia, 1997, 36:2, 247-252.

    Article  Google Scholar 

  26. Kannarpadya G. K., Bhattacharyya A., Wolvertona M., Brown D. W., Vogel S. C., Pulnev S.: Acta Materialia 2008, 56, 4724–4738.

    Article  Google Scholar 

  27. Ahlers M.: Materials Science and Engineering: A 349, 2003 1-2, 120-131.

    Article  Google Scholar 

  28. Nakata Y., Yamamoto O.: Mater. Trans. JIM 1993, 34,(5), 429.

    Article  Google Scholar 

  29. Zak G., Kneissl A.C., Zatulskij G.: Scripta Materialia, 1996, 34:3, 363-367.

    Google Scholar 

  30. Chung C.Y., Lam C.W.H., Tan S.S.: Materials Letters, 1998, 33, 291–296.

    Article  Google Scholar 

  31. Hurtado I., Ratchev P., Humbeeck J. V., Delaey L.: Acta mater. 1996, 44:8, 3299-3306.

    Article  Google Scholar 

  32. Stanciu S., Bujoreanu L.G.: Materials Science and Engineering A 2008, 481–482, 494–499.

    Article  Google Scholar 

  33. Duerig T.W., Melton K.N., Stöckel D., Wayman C.M.: Engineering Aspects of Shape Memory Alloys, Butterworth-Heinemann, New York, 1990, 69–88.

    Google Scholar 

  34. Zhou L., Mingpu W., Mingxing G., Lingfei C., Xianliang J.: Journal of Materials Science, 2005, 40, 123– 127.

    Article  Google Scholar 

  35. Dagdelen F., Gokhan T., Aydogdu A., Aydogdu Y., Adigüzel O.: Materials Letters 2003, 57, 1079– 1085.

    Article  Google Scholar 

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Acknowledgments

This research was supported by the Aksaray University BAP 2014/10 Research Development Council.

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Authors and Affiliations

  1. Physics Department, Faculty of Science and Literature, Aksaray University, 68100, Aksaray, Turkey

    Murat Eskİl (Assistant Professor)

  2. Mechanical Engineering Department, Engineering Faculty, Aksaray University, 68100, Aksaray, Turkey

    Kemal Aldaş (Associate Professor) & İskender Özkul (Ph.D. Candidate)

Authors
  1. Murat Eskİl
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  2. Kemal Aldaş
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  3. İskender Özkul
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Corresponding author

Correspondence to İskender Özkul.

Additional information

Manuscript submitted February 7, 2014.

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Eskİl, M., Aldaş, K. & Özkul, İ. Prediction of Thermodynamic Equilibrium Temperature of Cu-Based Shape-Memory Smart Materials. Metall Mater Trans A 46, 134–142 (2015). https://doi.org/10.1007/s11661-014-2639-9

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  • DOI: https://doi.org/10.1007/s11661-014-2639-9

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