Transactions of Nonferrous Metals Society of China The Chinese Journal of Nonferrous Metals

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中国有色金属学报(英文版)

Transactions of Nonferrous Metals Society of China

Vol. 24    No. 5    May 2014

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Compositional optimization of glass forming alloys based on critical dimension by using artificial neural network
An-hui CAI1,2, Xiang XIONG2, Yong LIU2, Wei-ke AN1, Guo-jun ZHOU1, Yun LUO1, Tie-lin LI1, Xiao-song LI1, Xiang-fu TAN1

1. College of Mechanical Engineering, Hunan Institute of Science and Technology, Yueyang 414000, China;
2. State Key Laboratory of Powder Metallurgy, Central South University, Changsha 410083, China

Abstract:An artificial neural network (ANN) model was developed for simulating and predicting critical dimension dc of glass forming alloys. A group of Zr-Al-Ni-Cu and Cu-Zr-Ti-Ni bulk metallic glasses were designed based on the dc and their dc values were predicted by the ANN model. Zr-Al-Ni-Cu and Cu-Zr-Ti-Ni bulk metallic glasses were prepared by injecting into copper mold. The amorphous structures and the determination of the dc of as-cast alloys were ascertained using X-ray diffraction. The results show that the predicted dc values of glass forming alloys are in agreement with the corresponding experimental values. Thus the developed ANN model is reliable and adequate for designing the composition and predicting the dc of glass forming alloy.

 

Key words: critical dimension; glass forming alloy; artificial neural network; metallic glasses

ISSN 1004-0609
CN 43-1238/TG
CODEN: ZYJXFK

ISSN 1003-6326
CN 43-1239/TG
CODEN: TNMCEW

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