TY - JOUR
T1 - Multi-objective optimization of cavity design for GH4738 superalloy profile ring rolling process based on FEM and RSM
AU - Hu, Yang
AU - Liu, Dong
AU - Yang, Yanhui
AU - Wang, Jianguo
AU - Liu, Yijia
AU - Zhu, Xinglin
N1 - Publisher Copyright:
© 2022, The Author(s), under exclusive licence to Springer-Verlag London Ltd., part of Springer Nature.
PY - 2022/12
Y1 - 2022/12
N2 - During the rolling process of profile ring, the design of the rolling cavity directly affects the forming quality of the final ring and the production cost of the rolling process. To improve the cavity filling rate and reduce the production cost, the response surface method (RSM) is combined with a verified three-dimensional thermodynamic coupled finite element model to optimize the design of the rolling cavity for the profile ring rolling process. Firstly, a universally applicable design method for profile ring rolling cavity is proposed, and based on the description of the rolling cavity, three design variables and two corresponding response objectives are defined to achieve multi-objective optimization. Secondly, a verified finite element model is established to simulate the rolling process. Based on the simulation results, a response model is developed and modified by significance analysis and analysis of variance (ANOVA). Then through this response model, the effects of different variables on the optimization objectives are studied comprehensively. Finally, the optimal rolling cavity size is determined by combining the response optimization diagram, and the effectiveness of the optimization method is verified by forming experiments.
AB - During the rolling process of profile ring, the design of the rolling cavity directly affects the forming quality of the final ring and the production cost of the rolling process. To improve the cavity filling rate and reduce the production cost, the response surface method (RSM) is combined with a verified three-dimensional thermodynamic coupled finite element model to optimize the design of the rolling cavity for the profile ring rolling process. Firstly, a universally applicable design method for profile ring rolling cavity is proposed, and based on the description of the rolling cavity, three design variables and two corresponding response objectives are defined to achieve multi-objective optimization. Secondly, a verified finite element model is established to simulate the rolling process. Based on the simulation results, a response model is developed and modified by significance analysis and analysis of variance (ANOVA). Then through this response model, the effects of different variables on the optimization objectives are studied comprehensively. Finally, the optimal rolling cavity size is determined by combining the response optimization diagram, and the effectiveness of the optimization method is verified by forming experiments.
KW - Cavity design
KW - FEM
KW - GH4738 superalloy
KW - Multi-objective optimization
KW - Profile ring rolling
KW - RSM
UR - http://www.scopus.com/inward/record.url?scp=85141424328&partnerID=8YFLogxK
U2 - 10.1007/s00170-022-10364-3
DO - 10.1007/s00170-022-10364-3
M3 - 文章
AN - SCOPUS:85141424328
SN - 0268-3768
VL - 123
SP - 2929
EP - 2940
JO - International Journal of Advanced Manufacturing Technology
JF - International Journal of Advanced Manufacturing Technology
IS - 7-8
ER -