Multi-objective optimization for bus body with strength and rollover safety constraints based on surrogate models

被引:0
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作者
Ruiyi Su
Liangjin Gui
Zijie Fan
机构
[1] Tsinghua University,State Key Laboratory of Automotive Safety and Energy, Department of Automotive Engineering
关键词
Bus body; Finite element analysis; Surrogate model; Multi-objective optimization;
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学科分类号
摘要
It is important to consider the performances of lightweight, stiffness, strength and rollover safety when designing a bus body. In this paper, the finite element (FE) analysis models including strength, stiffness and rollover crashworthiness of a bus body are first built and then validated by physical tests. Based on the FE models, the design of experiment is implemented and multiple surrogate models are created with response surface method and hybrid radial basis function according to the experimental data. After that, a multi-objective optimization problem (MOP) of the bus body is formulated in which the objective is to minimize the weight and maximize the torsional stiffness of the bus body under the constraints of strength and rollover safety. The MOP is solved by employing multi-objective evolutionary algorithms to obtain the Pareto optimal set. Finally, an optimal solution of the set is chosen as the final design and compared with the original design.
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页码:431 / 441
页数:10
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