Low carbon design of automobile front-end structure based on Pareto mining

被引:0
|
作者
Li, Shuhua [1 ]
Bei, Jing [1 ]
Wu, Zongyang [1 ]
Wu, Bofu [1 ]
Zhu, Zhongwen [2 ]
机构
[1] Hefei Univ Technol, Sch Automot & Transportat Engn, Hefei 230009, Peoples R China
[2] Hefei Univ Technol, Automot Res Inst, Hefei 230009, Peoples R China
关键词
lightweight; integrated design; front-end structure; investment casting; RBF-RSM surrogate model; MIGA; multi-island genetic algorithm; EW-TOPSIS; entropy-weight technique for order preference by similarity to an ideal solution; LCA; life cycle assessment; LIGHTWEIGHT DESIGN;
D O I
10.1504/IJVD.2024.137836
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
In order to improve the energy saving and emission reduction effect of vehicle front-end structure, the entropy-weight technique for order preference by similarity to an ideal solution (EW-TOPSIS) method is proposed to mine the optimal solution in the non-dominated Pareto solution sets. The automobile front-end structure is designed by adopting the integrated optimisation design method with ZL205A aluminium alloy by using vacuum investment casting. A finite element model is established to construct a radial basis function (RBF) - response surface methodology (RSM) hybrid surrogate model with specific energy absorption and mass as the optimisation objectives, and a multi-objective optimisation is carried out jointly with a multi-island genetic algorithm (MIGA). The 148 Pareto solution sets are scored and ranked using the EW-TOPSIS method, and the optimal solutions are assessed for their life cycle. The results show that the optimised cast aluminium structure reduces the mass by 49.82%, improves the energy absorption by 37.70%, and reduces the energy consumption by 4776.674 MJ and greenhouse gas emissions (GHG) emission by 176.207 kg over the 300,000 km driving range.
引用
收藏
页码:114 / 136
页数:24
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