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Dimensional reduction applied to the reliability-based robust design optimization of composite structures

机译:尺寸减少应用于复合结构的可靠性鲁棒设计优化

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The need to quantify the uncertainty associated with the main design features and properties of composite laminates has been recognized by the scientific and industrial communities. Recently, robustness and reliability assessment have been combined in a structural design framework called Reliability-based Robust Design Optimization (RBRDO). However, reliability assessment is known to aggravate significantly the efficiency of evolutionary algorithms, in structural design optimization. The problem becomes particularly difficult in the design optimization of composite laminate structures. In this paper, it is proposed the application of an analytical dimensional reduction technique of the uncertainty space associated with reliability assessment, based on the approximate local solution of Sobol' indices. This approach has a negligible computational cost. It is demonstrated that several random mechanical properties of the optimal design solutions are not important for reliability assessment and can be frozen. The proposed methodology allows the RBRDO problem to be solved much more efficiently.
机译:需要量化与复合层压板的主要设计特征和性质相关的不确定性已被科学和工业社区认可。最近,鲁棒性和可靠性评估已在一个可靠性的强大设计优化(RBRDO)的结构设计框架中组合。然而,已知可靠性评估在结构设计优化中显着加剧进化算法的效率。在复合层压结构的设计优化中,问题变得特别困难。在本文中,提出了应用与可靠性评估相关的不确定性空间的分析尺寸减少技术,基于Sobol'指数的近似局部解决方案。这种方法具有可忽略不计的计算成本。结果表明,最佳设计解决方案的几种随机力学性能对于可靠性评估并不重要,并且可以冷冻。所提出的方法允许RBRDO问题更有效地解决。

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