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Integrated multiresponse parameter and tolerance design with model parameter uncertainty

机译:具有模型参数不确定性的集成式多响应参数和公差设计

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摘要

Integrated parameter and tolerance design is a cost-effective method to multiresponse quality improvement. However, previous methods usually ignore model parameter uncertainty, dispersion effect, or correlation among responses. This may lead to the obtained optimal solutions far from the true optimal values of parameters and tolerances. To address the problem, a novel integrated parameter and tolerance design method is proposed to solve correlated multiple response problems under consideration of model parameter uncertainty, the location and dispersion effects of the quality loss, and the tolerance costs simultaneously. As there usually exists uncertainty in the quality loss and tolerance costs, multiobjective optimization is adopted to seek for the robust optimal solutions. The effectiveness and robustness of the proposed method are illustrated with a practical example and a random simulation example. The results show that the proposed method provides more reasonable results in quality improvement and cost reduction than those of the existing methods.
机译:集成的参数和公差设计是提高多响应质量的一种经济有效的方法。但是,先前的方法通常会忽略模型参数的不确定性,分散效应或响应之间的相关性。这可能导致获得的最优解与参数和公差的真实最优值相去甚远。针对这一问题,提出了一种新颖的参数与容差综合设计方法,以解决模型参数不确定性,质量损失的位置和分散效应以及容差成本问题,同时解决了相关的多响应问题。由于质量损失和公差成本通常存在不确定性,因此采用多目标优化来寻求鲁棒的最优解决方案。通过一个实例和一个随机仿真实例说明了该方法的有效性和鲁棒性。结果表明,所提出的方法在质量改进和成本降低方面比现有方法提供了更合理的结果。

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