Multi-objective optimization of partition temperature of steel sheet by NSGA-II using response surface methodology

被引:11
作者
Bao, Li [1 ,2 ,3 ]
Zheng, Minli [1 ]
Zhou, Qiang [2 ]
Gao, Peng [2 ]
Xu, Yulong [2 ]
Jiang, Hui [1 ,3 ]
机构
[1] Harbin Univ Sci & Technol, Sch Mech & Power Engn, Harbin 150020, Heilongjiang, Peoples R China
[2] Qiqihar Univ, Sch Mech & Elect Engn, Qiqihar 161000, Heilongjiang, Peoples R China
[3] Qizhong CNC Co Ltd, Qiqihar 161000, Heilongjiang, Peoples R China
基金
中国博士后科学基金;
关键词
Magnetic conductor parameters; Maximum and minimum temperature; RSM; NSGA-II; Zone induction heating-stamping; HOT; DESIGN; ALLOY;
D O I
10.1016/j.csite.2022.101818
中图分类号
O414.1 [热力学];
学科分类号
摘要
For the manufacturing of automotive B-pillar parts with tailored properties, a multi-objective optimization of partition temperature of steel sheet is conducted to obtain the magnetic conductor parameters corresponding to optimal mechanical properties by using Response Surface Methodology (RSM) and Non-dominated Sorting Genetic Algorithm (NSGA-II). Based on the proposed zone induction heating-stamping, the numerical simulations are implemented to optimize the design variables (width, thickness, spacing of the magnetic conductor) on the objective functions (the maximum Z(1) and minimum temperature Z(2)). The regression model of quadratic polynomial is established, the significance of each item is analyzed by analysis of variance (ANOVA). The Pareto-optimal fronts are obtained by NSGA-II algorithm. The results reveal that the most significant factor for Z(1) and Z(2) is the linear term of width and thickness respectively. On the basis of Pareto optimization solution set, the final optimal solution is selected through decision-making. In other words, the objective functions Z(1) = 950 degrees C and Z(2) = 650 degrees C are obtained, the corresponding magnetic conductor parameters as design variables are Width = 9.05 mm, Thickness = 2.96 mm and Spacing = 2.19 mm. Through the simulation and experimental verification of rectangular steel sheet, the multi-objective optimization of partition temperature of steel sheet by NSGA-II using RSM is effective. The regression model provides theoretical and experimental basis for the customization of steel sheet temperature field under the zone induction heating-stamping.
引用
收藏
页数:12
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