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FUZZY MULTI-OBJECTIVE OPTIMIZATION OF AN AUTOMOTIVE SEAT USING RESPONSE SURFACE MODEL AND RELIABILITY METHOD

机译:响应面模型和可靠性方法对汽车座椅的模糊多目标优化

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摘要

The statistical technique based on design of experiments and response surface model is one of the emerging ways to solve the multi-objective optimization and multidisciplinary design optimization. A procedure for a multi-objective optimization based on response surface model and fuzzy decision-making algorithm is proposed. The fuzzy product operator, the so-called geometric mean in fuzzy set theory, is proposed for the fuzzy decision-making algorithm. Design of experiments is utilized for exploring the design space and for constructing the regression models to facilitate the effective solution of multi-objective optimization problems. Response surface models provide an efficient measure to rapidly model the trade-off among many conflicting goals within given probabilistic constraints. Among the MPP (Most Probable failure Point) based probabilistic methods, FORM (First-Order Reliability Method) is used to accurately calculate the value and sensitivity of probabilistic constraints for the multi-objective optimization of an automotive seat. The SQP (sequential quadratic programming) algorithm with fuzzy product operator is successfully integrated for reliability-based multi-objective optimization of an automotive seat. Finally, the results from deterministic, MVFO (Mean Value First Order Second Moment) and FORM reliability method are provided.
机译:基于实验设计和响应面模型的统计技术是解决多目标优化和多学科设计优化的新兴途径之一。提出了一种基于响应面模型和模糊决策算法的多目标优化方法。针对模糊决策算法,提出了模糊积算子,即模糊集理论中的几何均值。实验设计用于探索设计空间和构建回归模型,以帮助有效地解决多目标优化问题。响应面模型提供了一种有效的措施,可以在给定的概率约束下快速模拟许多相互冲突的目标之间的权衡。在基于MPP(最高可能失效点)的概率方法中,FORM(一阶可靠性方法)用于精确计算概率约束的值和灵敏度,以实现汽车座椅的多目标优化。具有模糊乘积运算符的SQP(顺序二次规划)算法已成功集成到汽车座椅基于可靠性的多目标优化中。最后,提供了确定性,MVFO(均值一阶第二矩)和FORM可靠性方法的结果。

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