Constitutive Equations for Describing the Warm and Hot Deformation Behavior of 20Cr2Ni4A Alloy Steel
Abstract
:1. Introduction
2. Experimental Procedure and Results
3. Constitutive Equation
3.1. The Original Strain-Compensated Arrhenius-Type (osA-type) Equation
3.2. The Modified Strain-Compensated Arrhenius-Type (msA-type) Equation
3.3. The Original Hensel–Spittel (oHS) Equation
3.4. The Modified Hensel–Spittel (mHS) Equation
4. Results
4.1. Establishing the Original Strain-Compensated Arrhenius-Type (osA-type) Equation
4.2. Establishing the Modified Strain-Compensated Arrhenius-Type (msA-type) Equation
4.2.1. Solving the Material Constants
4.2.2. Solving the Equivalent Temperature
4.2.3. Optimizing the Material Parameters and Equivalent Temperatures
4.3. Establishing the Original Hensel–Spittel (oHS) Equation
4.4. Establishing the Modified Hensel–Spittel Constitutive Equation
5. Discussion
6. Conclusions
- (1)
- The new method is proposed by combining multiple linear regression with the iterative method, which can determine the parameters in the msA-type equation and the mHS equation. Moreover, the new method can optimize the parameters to improve the predication accuracy of the two modified constitutive equations;
- (2)
- The two original constitutive equations (namely, the osA-type and oHS equation) had a relatively lower prediction accuracy, with R-value, AARE-value and RMSE-value of 0.925, 10.23% and 1.20 MPa for the original strain-compensated Arrhenius-type (osA-type) equation and of 0.938, 8.46% and 1.07 MPa for the original Hensel–Spittel (oHS) equation;
- (3)
- The prediction accuracy of the modified strain-compensated Arrhenius-type (msA-type) equation is the highest because the msA-type equation has the highest R-value (0.981), the lowest AARE-value (4.70%) and MRSE-value (0.6 MPa). Moreover, the R-value, AARE-value and RMSE-value of the modified Hensel–Spittel (mHS) equation are 0.978, 4.98% and 0.65 MPa, respectively. Therefore, the two modified have similar prediction accuracy and every modified constitutive equation (namely, the msA-type and mHS equation) has higher prediction accuracy than any original constitutive equation (namely, the osA-type and oHS equation);
- (4)
- Regarding the above two modified constitutive equations, there is a smaller difference between AARE under different deformation temperatures and every AARE-valve is relatively small.
Author Contributions
Funding
Conflicts of Interest
References
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Parameter | C | Si | Mn | Cr | Ni | S | P | Fe |
---|---|---|---|---|---|---|---|---|
Value (%) | 0.19 | 0.21 | 0.45 | 1.55 | 3.24 | 0.002 | 0.005 | Bal |
α (MPa−1) | n | Q (kJ·mol−1) | lnA |
---|---|---|---|
α0 = 0.0099 | N0 = 8.1874 | Q0 = 441.1503 | A0 = 42.0394 |
α1 = −0.0159 | N1 = −26.3749 | Q1 = −2274.7592 | A1 = −239.5653 |
α2 = 0.0330 | N2 = 97.1817 | Q2 = 8516.0320 | A2 = 915.6306 |
α3 = −0.0012 | N3 = −199.2349 | Q3 = −16,792.012 | A3 = −1834.8319 |
α4 = −0.0638 | N4 = 214.8862 | Q4 = 16,706.7723 | A4 = 1847.7995 |
α5 = 0.0463 | N5 = −92.8376 | Q5 = −6637.2152 | A5 = −740.3887 |
α (MPa−1) | n | Q (kJ·mol−1) | lnA | T* (K) |
---|---|---|---|---|
α0 = 0.0099 | N0 = 8.1874 | Q0 = 441.1503 | A0 = 42.0394 | d0 = 4839.6758 |
α1 = −0.0159 | N1 = −26.3749 | Q1 = −2274.7592 | A1 = −239.5653 | d1 = −7.7319 |
α2 = 0.0330 | N2 = 97.1817 | Q2 = 8516.0320 | A2 = 915.6306 | d2 = 0.0039 |
α3 = −0.0012 | N3 = −199.2349 | Q3 = −16,792.012 | A3 = −1834.8319 | |
α4 = −0.0638 | N4 = 214.8862 | Q4 = 16,706.7723 | A4 = 1847.7995 | |
α5 = 0.0463 | N5 = −92.8376 | Q5 = −6637.2152 | A5 = −740.3887 |
A | m1 | m2 | m3 | m4 | m5 | m6 |
---|---|---|---|---|---|---|
147.9874 | −0.0044 | −0.4507 | 0.1901 | −0.0313 | 0.0024 | −1.0751 |
α (MPa−1) | A | m1 | m2 | m3 | m4 | m5 | m6 |
---|---|---|---|---|---|---|---|
0.0062 | 99.0968 | −0.0041 | −0.3653 | 0.1716 | −0.0502 | 0.0019 | −1.0019 |
d0 | d1 | d2 |
---|---|---|
2999.7217 | −4.3393 | 0.0024 |
Constitutive Equation | R2 | AARE (%) | RMSE (MPa) | Max of RE (%) | Min of RE (%) | Mean of RE (%) |
---|---|---|---|---|---|---|
osA-type | 0.925 | 10.23 | 1.20 | 22.15 | −27.74 | 0.17 |
oHS | 0.938 | 8.46 | 1.07 | 22.23 | −25.08 | −0.83 |
mHS | 0.978 | 4.98 | 0.65 | −11.87 | −20.08 | 0.44 |
msA-type | 0.981 | 4.70 | 0.60 | −14.52 | 16.64 | −0.11 |
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Wang, H.; Wang, W.; Zhai, R.; Ma, R.; Zhao, J.; Mu, Z. Constitutive Equations for Describing the Warm and Hot Deformation Behavior of 20Cr2Ni4A Alloy Steel. Metals 2020, 10, 1169. https://doi.org/10.3390/met10091169
Wang H, Wang W, Zhai R, Ma R, Zhao J, Mu Z. Constitutive Equations for Describing the Warm and Hot Deformation Behavior of 20Cr2Ni4A Alloy Steel. Metals. 2020; 10(9):1169. https://doi.org/10.3390/met10091169
Chicago/Turabian StyleWang, Haoran, Wei Wang, Ruixue Zhai, Rui Ma, Jun Zhao, and Zhenkai Mu. 2020. "Constitutive Equations for Describing the Warm and Hot Deformation Behavior of 20Cr2Ni4A Alloy Steel" Metals 10, no. 9: 1169. https://doi.org/10.3390/met10091169