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Multiobjective engineering design optimization problems: a sensitivity analysis approach

机译:多目标工程设计优化问题:敏感性分析方法

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This paper proposes two new approaches for the sensitivity analysis of multiobjective design optimization problems whose performance functions are highly susceptible to small variations in the design variables and/or design environment parameters. In both methods, the less sensitive design alternatives are preferred over others during the multiobjective optimization process. While taking the first approach, the designer chooses the design variable and/or parameter that causes uncertainties. The designer then associates a robustness index with each design alternative and adds each index as an objective function in the optimization problem. For the second approach, the designer must know, a priori, the interval of variation in the design variables or in the design environment parameters, because the designer will be accepting the interval of variation in the objective functions. The second method does not require any law of probability distribution of uncontrollable variations. Finally, the authors give two illustrative examples to highlight the contributions of the paper.
机译:本文提出了两种新方法,用于多目标设计优化问题的敏感性分析,这些问题的性能函数极易受到设计变量和/或设计环境参数的微小变化的影响。在这两种方法中,在多目标优化过程中,较不敏感的设计替代方案都比其他方案更可取。在采用第一种方法时,设计人员选择会引起不确定性的设计变量和/或参数。然后,设计人员将鲁棒性指数与每个设计备选方案相关联,并将每个指数添加为优化问题中的目标函数。对于第二种方法,设计人员必须先验地知道设计变量或设计环境参数的变化间隔,因为设计人员将接受目标函数的变化间隔。第二种方法不需要任何不可控制变化的概率分布定律。最后,作者举了两个说明性的例子来突出论文的贡献。

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