Prediction of the True Stress of ZE20 Magnesium Alloy at Different Temperatures and Strain Rates

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BINGOL, Sedat ;MISIOLEK, Wojciech .
Prediction of the True Stress of ZE20 Magnesium Alloy at Different Temperatures and Strain Rates. 
Strojniški vestnik - Journal of Mechanical Engineering, [S.l.], v. 61, n.10, p. 610-617, june 2018. 
ISSN 0039-2480.
Available at: <https://www.sv-jme.eu/article/prediction-of-the-true-stress-of-ze20-magnesium-alloy-at-different-temperatures-and-strain-rates/>. Date accessed: 29 mar. 2024. 
doi:http://dx.doi.org/10.5545/sv-jme.2015.2785.
Bingol, S., & Misiolek, W.
(2015).
Prediction of the True Stress of ZE20 Magnesium Alloy at Different Temperatures and Strain Rates.
Strojniški vestnik - Journal of Mechanical Engineering, 61(10), 610-617.
doi:http://dx.doi.org/10.5545/sv-jme.2015.2785
@article{sv-jmesv-jme.2015.2785,
	author = {Sedat  Bingol and Wojciech  Misiolek},
	title = {Prediction of the True Stress of ZE20 Magnesium Alloy at Different Temperatures and Strain Rates},
	journal = {Strojniški vestnik - Journal of Mechanical Engineering},
	volume = {61},
	number = {10},
	year = {2015},
	keywords = {magnesium; ZE20; compression; true stress; GEP; ANN; prediction},
	abstract = {Compression tests were performed to obtain flow stress curves of a newly developed magnesium ZE20 alloy for automobile applications. The experiments were performed in a temperature range from 200 °C to 425 °C and the strain rates from 0.01 to 15 s-1 to examine the material responses at various processing conditions. Artificial neural network (ANN) and gene expressing programming (GEP) were used for the estimation of the true stress curves obtained from the experimental tests. Recently, a few studies were performed to estimate the true stress of different magnesium alloys by using ANN modelling method. However, this method has not yet been applied for the ZE20 alloy; therefore, it was the subject in this study. Furthermore, this study is the first attempt of using a GEP model to predict the true stress of a magnesium alloy. Both developed ANN and GEP models successfully predicted the true stress of ZE20 alloy.},
	issn = {0039-2480},	pages = {610-617},	doi = {10.5545/sv-jme.2015.2785},
	url = {https://www.sv-jme.eu/article/prediction-of-the-true-stress-of-ze20-magnesium-alloy-at-different-temperatures-and-strain-rates/}
}
Bingol, S.,Misiolek, W.
2015 June 61. Prediction of the True Stress of ZE20 Magnesium Alloy at Different Temperatures and Strain Rates. Strojniški vestnik - Journal of Mechanical Engineering. [Online] 61:10
%A Bingol, Sedat 
%A Misiolek, Wojciech 
%D 2015
%T Prediction of the True Stress of ZE20 Magnesium Alloy at Different Temperatures and Strain Rates
%B 2015
%9 magnesium; ZE20; compression; true stress; GEP; ANN; prediction
%! Prediction of the True Stress of ZE20 Magnesium Alloy at Different Temperatures and Strain Rates
%K magnesium; ZE20; compression; true stress; GEP; ANN; prediction
%X Compression tests were performed to obtain flow stress curves of a newly developed magnesium ZE20 alloy for automobile applications. The experiments were performed in a temperature range from 200 °C to 425 °C and the strain rates from 0.01 to 15 s-1 to examine the material responses at various processing conditions. Artificial neural network (ANN) and gene expressing programming (GEP) were used for the estimation of the true stress curves obtained from the experimental tests. Recently, a few studies were performed to estimate the true stress of different magnesium alloys by using ANN modelling method. However, this method has not yet been applied for the ZE20 alloy; therefore, it was the subject in this study. Furthermore, this study is the first attempt of using a GEP model to predict the true stress of a magnesium alloy. Both developed ANN and GEP models successfully predicted the true stress of ZE20 alloy.
%U https://www.sv-jme.eu/article/prediction-of-the-true-stress-of-ze20-magnesium-alloy-at-different-temperatures-and-strain-rates/
%0 Journal Article
%R 10.5545/sv-jme.2015.2785
%& 610
%P 8
%J Strojniški vestnik - Journal of Mechanical Engineering
%V 61
%N 10
%@ 0039-2480
%8 2018-06-27
%7 2018-06-27
Bingol, Sedat, & Wojciech  Misiolek.
"Prediction of the True Stress of ZE20 Magnesium Alloy at Different Temperatures and Strain Rates." Strojniški vestnik - Journal of Mechanical Engineering [Online], 61.10 (2015): 610-617. Web.  29 Mar. 2024
TY  - JOUR
AU  - Bingol, Sedat 
AU  - Misiolek, Wojciech 
PY  - 2015
TI  - Prediction of the True Stress of ZE20 Magnesium Alloy at Different Temperatures and Strain Rates
JF  - Strojniški vestnik - Journal of Mechanical Engineering
DO  - 10.5545/sv-jme.2015.2785
KW  - magnesium; ZE20; compression; true stress; GEP; ANN; prediction
N2  - Compression tests were performed to obtain flow stress curves of a newly developed magnesium ZE20 alloy for automobile applications. The experiments were performed in a temperature range from 200 °C to 425 °C and the strain rates from 0.01 to 15 s-1 to examine the material responses at various processing conditions. Artificial neural network (ANN) and gene expressing programming (GEP) were used for the estimation of the true stress curves obtained from the experimental tests. Recently, a few studies were performed to estimate the true stress of different magnesium alloys by using ANN modelling method. However, this method has not yet been applied for the ZE20 alloy; therefore, it was the subject in this study. Furthermore, this study is the first attempt of using a GEP model to predict the true stress of a magnesium alloy. Both developed ANN and GEP models successfully predicted the true stress of ZE20 alloy.
UR  - https://www.sv-jme.eu/article/prediction-of-the-true-stress-of-ze20-magnesium-alloy-at-different-temperatures-and-strain-rates/
@article{{sv-jme}{sv-jme.2015.2785},
	author = {Bingol, S., Misiolek, W.},
	title = {Prediction of the True Stress of ZE20 Magnesium Alloy at Different Temperatures and Strain Rates},
	journal = {Strojniški vestnik - Journal of Mechanical Engineering},
	volume = {61},
	number = {10},
	year = {2015},
	doi = {10.5545/sv-jme.2015.2785},
	url = {https://www.sv-jme.eu/article/prediction-of-the-true-stress-of-ze20-magnesium-alloy-at-different-temperatures-and-strain-rates/}
}
TY  - JOUR
AU  - Bingol, Sedat 
AU  - Misiolek, Wojciech 
PY  - 2018/06/27
TI  - Prediction of the True Stress of ZE20 Magnesium Alloy at Different Temperatures and Strain Rates
JF  - Strojniški vestnik - Journal of Mechanical Engineering; Vol 61, No 10 (2015): Strojniški vestnik - Journal of Mechanical Engineering
DO  - 10.5545/sv-jme.2015.2785
KW  - magnesium, ZE20, compression, true stress, GEP, ANN, prediction
N2  - Compression tests were performed to obtain flow stress curves of a newly developed magnesium ZE20 alloy for automobile applications. The experiments were performed in a temperature range from 200 °C to 425 °C and the strain rates from 0.01 to 15 s-1 to examine the material responses at various processing conditions. Artificial neural network (ANN) and gene expressing programming (GEP) were used for the estimation of the true stress curves obtained from the experimental tests. Recently, a few studies were performed to estimate the true stress of different magnesium alloys by using ANN modelling method. However, this method has not yet been applied for the ZE20 alloy; therefore, it was the subject in this study. Furthermore, this study is the first attempt of using a GEP model to predict the true stress of a magnesium alloy. Both developed ANN and GEP models successfully predicted the true stress of ZE20 alloy.
UR  - https://www.sv-jme.eu/article/prediction-of-the-true-stress-of-ze20-magnesium-alloy-at-different-temperatures-and-strain-rates/
Bingol, Sedat, AND Misiolek, Wojciech.
"Prediction of the True Stress of ZE20 Magnesium Alloy at Different Temperatures and Strain Rates" Strojniški vestnik - Journal of Mechanical Engineering [Online], Volume 61 Number 10 (27 June 2018)

Authors

Affiliations

  • Dicle University, Department of Mechanical Engineering, Turkey 1
  • Lehigh University, Institute for Metal Forming, USA 2

Paper's information

Strojniški vestnik - Journal of Mechanical Engineering 61(2015)10, 610-617
© The Authors, CC-BY 4.0 Int. Change in copyright policy from 2022, Jan 1st.

https://doi.org/10.5545/sv-jme.2015.2785

Compression tests were performed to obtain flow stress curves of a newly developed magnesium ZE20 alloy for automobile applications. The experiments were performed in a temperature range from 200 °C to 425 °C and the strain rates from 0.01 to 15 s-1 to examine the material responses at various processing conditions. Artificial neural network (ANN) and gene expressing programming (GEP) were used for the estimation of the true stress curves obtained from the experimental tests. Recently, a few studies were performed to estimate the true stress of different magnesium alloys by using ANN modelling method. However, this method has not yet been applied for the ZE20 alloy; therefore, it was the subject in this study. Furthermore, this study is the first attempt of using a GEP model to predict the true stress of a magnesium alloy. Both developed ANN and GEP models successfully predicted the true stress of ZE20 alloy.

magnesium; ZE20; compression; true stress; GEP; ANN; prediction