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Flow stress behavior and constitutive modeling of 20MnNiMo low carbon alloy

  • Materials, Metallurgy, Chemical and Environmental Engineering
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Abstract

The hot deformation behavior of 20MnNiMo low carbon alloy was investigated by isothermal compression tests over wide ranges of temperature (1223-1523 K) and strain rate (0.01-10 s-1). According to the experimental true stress-true strain data, the constitutive relationships were comparatively studied based on the Arrhenius-type model, Johnson-Cook (JC) model and artificial neural network (ANN), respectively. Furthermore, the predictability of the developed models was evaluated by calculating the correlation coefficient (R) and mean absolute relative error (AARE). The results indicate that the flow stress behavior of 20MnNiMo low carbon alloy is significantly influenced by the strain rate and deformation temperature. Compared with the Arrhenius-type model and Johnson-Cook (JC) model, the ANN model is more efficient and has much higher accuracy in describing the flow stress behavior during hot compressing deformation for 20MnNiMo low carbon alloy.

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References

  1. LIANG Wen-jie, PAN Qing-lin, HE Yun-bin, LI Yun-chun, ZHANG Xiao-gang. Flow stress behavior of Al-Cu-Li-Zr alloy containing Sc during hot compression deformation [J]. Journal of Central South University of Technology, 2008, 15(3): 289–294.

    Article  Google Scholar 

  2. LI Bo, PAN Qing-lin, LI Chen, ZHANG Zhi-ye, YIN Zhi-min. Hot compressive deformation behavior and constitutive relationship of Al-Zn-Mg-Zr alloy with trace amounts of Sc [J]. Journal of Central South University, 2013, 20(11): 2939–2946.

    Article  Google Scholar 

  3. JI Hong-chao, LIU Jin-ping, WANG Bao-yu, ZHANG Zheng-rong, ZHANG Tao, HU Zheng-huan. Numerical analysis and experiment on cross wedge rolling and forging for engine valves [J]. J Mater Process Tech, 2015, 221: 233–242.

    Article  Google Scholar 

  4. LI Xu, WANG Hong-yu, DING Jing-guo, LI Xu, WANG Hong-yu, DING Jing-guo, XU Jiu-jing, ZHANG Dian-hua. Analysis and prediction of fishtail during V-H hot rolling process [J]. Journal of Central South University, 2015, 22(4): 1184–1190.

    Article  Google Scholar 

  5. SAREBANZADEH M, MAHMUDI R, ROUMINA R. Constitutive analysis and processing map of an extruded Mg-3Gd-1Zn alloy under hot shear deformation [J]. Mater Sci Eng A, 2015, 18: 155–161.

    Article  Google Scholar 

  6. WEI Feng, FU You-heng. High temperature deformation behavior and constitutive modeling for 20CrMnTiH steel [J]. Mater Des, 2014, 57: 465–471.

    Article  Google Scholar 

  7. LI Li, LI Hui-zhong, LIANG Xiao-peng, HUANG Lan, HONG Tao. Flow stress behavior of high purity Al-Cu-Mg alloy and microstructure evolution [J]. Journal of Central South University, 2015, 22(3): 815–820.

    Article  Google Scholar 

  8. LIN Yong-cheng, DING Yi, CHEN Ming-song, DENG Jiao. A new phenomenological constitutive model for hot tensile deformation behaviors of a typical Al-Cu-Mg alloy [J]. Mater Des, 2013, 52: 118–127.

    Article  Google Scholar 

  9. ZENG Zhi-peng, JONSSON S, ZHANG Yan-shu. Constitutive equations for pure titanium at elevated temperatures [J]. Mater Sci Eng A, 2009, 505: 116–119.

    Article  Google Scholar 

  10. LI Bo, PAN Qing-lin, YIN Zhi-min. Microstructural evolution and constitutive relationship of Al-Zn-Mg alloy containing small amount of Sc and Zr during hot deformation based on Arrhenius-type and artificial neural network models [J]. J Alloy Compd, 2014, 584: 406–416.

    Article  Google Scholar 

  11. LUO Jiao, LI Miao-quan, LI Xiao-li, SHI Yan-pei. Constitutive model for high temperature deformation of titanium alloys using internal state variables [J]. Mech Mater, 2010, 42: 157–165.

    Article  Google Scholar 

  12. HAN Ying, QIAO Guan-juan, SUN Jia-peng, ZOU De-ning. A comparative study on constitutive relationship of as-cast 904L austenitic stainless steel during hot deformation based on Arrhenius-type and artificial neural network models [J]. Comput Mater Sci, 2013, 67: 93–103.

    Article  Google Scholar 

  13. ZHAO Jing-wei, HUA Ding, ZHAO Wen-juan, HUANG Ming-li, WEI Dong-bin, JIANG Zheng-yi. Modelling of the hot deformation behaviour of a titanium alloy using constitutive equations and artificial neural network [J]. Comput Mater Sci, 2014, 92: 47–56.

    Article  Google Scholar 

  14. LIN Yong-cheng, ZHANG Jun, ZHONG Jue. Application of neural networks to predict the elevated temperature flow behavior of a low alloy steel, Comput [J]. Mater Sci, 2008, 43: 752–758.

    Google Scholar 

  15. LIN Yong-cheng, CHEN Xiao-min. A critical review of experimental results and constitutive descriptions for metals and alloys in hot working [J]. Mater Des, 2011, 32: 1733–1759.

    Article  Google Scholar 

  16. SUN Yu, ZENG Wei-dong, HAN Yuan-fei, MA Xiong, ZHAO Yong-qing, GUO Ping, WANG Gui, DARGUSCH M S. Determination of the influence of processing parameters on the mechanical properties of the Ti-6Al-4V alloy using an artificial neural network [J]. Comput Mater Sci, 2012, 60: 239–244.

    Article  Google Scholar 

  17. GUPTA A K, SINGH S K, REDDY S, HARIHARAN G. Prediction of flow stress in dynamic strain aging regime of austenitic stainless steel 316 using artificial neural network [J]. Mater Des, 2012, 35: 589–595.

    Article  Google Scholar 

  18. MANDAL S, SIVAPRASAD P V, VENUGOPAL S, MURTHY K P N, RAJ B. Artificial neural network modeling of composition process property correlations in austenitic stainless steels [J]. Mat Sci Eng A, 2008, 485: 571–580.

    Article  Google Scholar 

  19. WANG Meng-han, LI Yu-feng, WANG Wen-hao, ZHOU Jie, AKIHIKO C. Quantitative analysis of work hardening and dynamic softening behavior of low carbon alloy steel based on the flow stress [J]. Mater Des, 2013, 45: 384–392.

    Article  Google Scholar 

  20. KIM M C, PARK S G, LEE K H, LEE B S. Comparison of fracture properties in SA508 Gr.3 and Gr.4N high strength low alloy steels for advanced pressure vessel materials [J]. Inter J Pres Ves Pip, 2015, 131: 60–66.

    Article  Google Scholar 

  21. MING Hong-liang, ZHANG Zhi-ming, WANG Jian-qiu, HAN En-hou, KE Wei. Microstructural characterization of an SA508-309L/308L-316L domestic dissimilar metal welded safe end joint [J]. Mater Charact, 2014, 97: 101–115.

    Article  Google Scholar 

  22. LEE K H, KIM M C, YANG W J, LEE B S. Evaluation of microstructural parameters controlling cleavage fracture [J]. Mater Sci Eng A, 2013, 565: 158–164.

    Article  Google Scholar 

  23. ZHANG Chi, ZHANG Li-wen, SHEN Wei-fei, LI Meng-fei, GU Sen-dong. Characterization of hot deformation behavior of Hastelloy C-276 using constitutive equation and processing map [J]. J Mater Eng Perform, 2014, 24: 149–157.

    Article  Google Scholar 

  24. CAI Jun, WANG Kuai-she, ZHAI Peng, LI Fu-guo, YANG Jie. A modified Johnson-cook constitutive equation to predict hot deformation behavior of Ti-6Al-4V alloy [J]. J Mater Eng Perform, 2014, 24: 32–44.

    Article  Google Scholar 

  25. ZENER C, HOLLOMON J. Effect of strain rate upon plastic flow of steel [J]. J Appl Phys, 1944, 15: 22–32.

    Article  Google Scholar 

  26. LIN Yong-cheng, CHEN Ming-song, ZHONG Jue. Constitutive modeling for elevated temperature flow behavior of 42CrMo steel [J]. Computational Materials Science, 2008, 42: 470–477.

    Article  Google Scholar 

  27. SPIGARELLI S, EL MEHTEDI M. A new constitutive model for the plastic flow of metals at elevated temperatures [J]. J Mater Eng Perform, 2013, 23: 658–665.

    Article  Google Scholar 

  28. ABBASI-BANI A, ZAREI-HANZAKI A, PISHBIN M H, HAGHDADI N. A comparative study on the capability of Johnson-Cook and Arrhenius-type constitutive equations to describe the flow behavior of Mg-6Al-1Zn alloy [J]. Mech Mater, 2014, 71: 52–61.

    Article  Google Scholar 

  29. CHEN Liang, ZHAO Guo-qun, YU Jun-quan. Hot deformation behavior and constitutive modeling of homogenized 6026 aluminum alloy [J]. Mater Des, 2015, 74: 25–35.

    Article  Google Scholar 

  30. LIN Yong-cheng, LI Qi-fei, XIA Yu-chi, LI Lei-ting. A phenomenological constitutive model for high temperature flow stress prediction of Al-Cu-Mg alloy [J]. Mater Sci Eng A, 2012, 534: 654–662.

    Article  Google Scholar 

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Correspondence to Meng-han Wang  (王梦寒).

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Foundation item: Project(CDJZR14130006) supported by the Fundamental Research Funds for the Central Universities, China

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Wang, Mh., Wang, Gt. & Wang, R. Flow stress behavior and constitutive modeling of 20MnNiMo low carbon alloy. J. Cent. South Univ. 23, 1863–1872 (2016). https://doi.org/10.1007/s11771-016-3241-7

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  • DOI: https://doi.org/10.1007/s11771-016-3241-7

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