Modeling of mechanical properties of as-cast Mg-Li-Al alloys based on PSO-BP algorithm

China Foundry

Volumn 9, Issue 2, 2012, Pages 119-124

  Ming, Li ^a   Hai, Hao ^a   Aimin, Zhang ^a   Yingde, Song ^a   Zhao, Liu ^a   Xingguo, Zhang ^a  

^a DALIAN UNIVERSITY OF TECHNOLOGY   (China)

Author keywords

Artificial neural networks; BP algorithm; Mechanical; Mg Li Al alloys; Particle swarm optimization

Indexed keywords

EID: 84862679968     PISSN: 16726421     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (14)

1. Yu Huashun, Min Guanghui, Chen Xichen. Effects of alloying elements on Mg-Li base alloys. Rare Metal Materials and Engineering, 1996, 25(2):1-5. (in Chinese)
2. Li Hongbin, Yao Guangchun, Ji Haibin, Liu Yihan, Guo Zhiqiang. Effects of Ca on the Microstructures and Mechanical Properties of Mg-Li-Al Alloys. Foundry, 2005, 54(12), 1276-1279. (in Chinese)
3. Sha W and Edwards K L. The use of artificial neural network in materials science based research. Materials and Design, 2007, 28: 1747-1752.
4. Mehmet S O and Sedat K. Artificial neural network approach to predict the mechanical properties of Cu-Sn-Pb-Zn-Ni cast alloys. Materials and Design, 2009, 30: 764-769.
5. Zhou Guwei, Zheng Ziqiao, Li Hai. Predicting properties for secondary aging of 7055 Al alloy based on artificial neural networks. The Chinese Journal of Nonferrous Metals, 2006, 16(9):1583-1588. (in Chinese)
6. Malinov S, Sha W and Mckeown J J. Modeling the correlation between processing parameters and properties in titanium alloys using artificial neural network. Computational Materials Science, 2001, 21: 375-394.
7. Shu Fuhua. Aluminum-zinc alloy squeeze casting technological parameters optimization based on PSO and ANN. China Foundry, 2007, 4(3): 202-205.
8. Zeng Yu, Zhu Yuanzhi, Yin Zhimin. An artificial neural network model for the prediction of ageing properties of ultra high strength Al-Zn-Mg-Cu-Zr-Ag alloy. Rare Metal Materials and Engineering, 2005, 34(5):726-730. (in Chinese)
9. Lu Shiqiang, Zhou Xilin, Wang Kelu, Li Xin, Zhao Weigang. Model of constitutive relationship for 2D70 aluminum alloy based on BP neural network. Forging & Stamping Technology, 2008, 33(1):148-151. (in Chinese)
10. Yu Zongquan, Yu Han. Neural Network Control. Xi'an, China: XiDian University of Science and Technology Press, 2009: 60-64. (in Chinese)
11. James K and Russell E. Particle swarm optimization. In: Proceedings of IEEE International Conference on Neural Networks, Australia: IEEE, 1995: 1942-1948.
12. Wang Ping, Huang Zhenyi, Zhang Mingya, Zhao Xuewu. Mechanical property prediction of strip model based on PSO-BP neural network. Journal of Iron and Steel Research International, 2008, 15(3): 87-91.
13. Gerhard V. Particle swarm optimization. In: Proc. of the 43rd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, Denver, America, 2002: 1-9.
14. Zhang Milin, Elkin F M. Ultra-light magnesium-lithium alloys. Beijing: Science Press, 2010: 172-173.