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Multi-objective robust design of energy-absorbing components using coupled process-performance simulations

机译:能量吸收组件的多目标鲁棒设计,结合过程-性能模拟

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摘要

The stochastic uncertainties associated with the material, process and product are represented and propagated to process and performance responses. A finite element-based sequential coupled process-performance framework is used to simulate the forming and energy absorption responses of a thin-walled tube in a manner that both material properties and component geometry can evolve from one stage to the next for better prediction of the structural performance measures. Metamodelling techniques are used to develop surrogate models for manufacturing and performance responses. One set of metamodels relates the responses to the random variables whereas the other relates the mean and standard deviation of the responses to the selected design variables. A multi-objective robust design optimization problem is formulated and solved to illustrate the methodology and the influence of uncertainties on manufacturability and energy absorption of a metallic double-hat tube. The results are compared with those of deterministic and augmented robust optimization problems.
机译:表示与材料,过程和产品相关的随机不确定性,并将其传播到过程和性能响应。基于有限元的顺序耦合过程-性能框架用于模拟薄壁管的形成和能量吸收响应,以使材料特性和组件几何形状都可以从一个阶段发展到下一阶段,从而更好地预测结构性能指标。使用元建模技术来开发制造和性能响应的替代模型。一组元模型将响应与随机变量相关联,而另一组将响应的平均值和标准偏差与所选设计变量相关联。提出并解决了多目标鲁棒设计优化问题,以说明方法论和不确定性对金属双帽管的可制造性和能量吸收的影响。将结果与确定性和增强鲁棒优化问题的结果进行比较。

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