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Robust topology optimization for structures under bounded random loads and material uncertainties

机译:有界随机负荷和材料不确定性下的结构的鲁棒拓扑优化

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Design optimization considering uncertainties arising from different sources has been one of the hotspots in the area of structural optimization. This paper presents a robust topology optimization method for structures with bounded loads and spatially correlated material uncertainties. We first develop a new model for random structural loads with bounded nature, in which the uncertain load components are assumed to be uniformly distributed within a convex set represented by an ellipsoid model. This model is then combined with the random field discretized by means of the expansion optimized linear estimation to provide uncertainty modelling of structures exhibiting both load and material uncertainties. The robust topological design problem is formulated as a bi-criteria optimization problem for minimizing the mean value and standard deviation of the structural compliance under these uncertainties. The polynomial chaos expansion, in conjunction with the sparse grid quadrature rule, is employed for calculating the statistical moments of the structural responses. The adjoint sensitivity analysis scheme is derived, and a gradient based optimizer is employed for updating the design variables. Numerical examples show that the structural designs obtained by the proposed robust topology optimization method exhibit higher robustness against uncertainties as compared with their deterministic counterpart. (C) 2021 Elsevier Ltd. All rights reserved.
机译:考虑到不同来源产生的不确定性的设计优化是结构优化领域的热点之一。本文介绍了具有有界负载和空间相关材料不确定性的结构的鲁棒拓扑优化方法。首先,首先开发具有有界性质的随机结构载荷的新模型,其中假设不确定的负载分量均匀地分布在由椭圆形模型表示的凸起组内。然后,通过扩展优化的线性估计将该模型与随机场相结合,以提供具有载荷和材料不确定性的结构的不确定性建模。鲁棒拓扑设计问题被制定为双标准优化问题,以最小化这些不确定性下结构依从性的平均值和标准偏差。与稀疏电网正交规则相结合的多项式混沌扩展用于计算结构响应的统计矩。衍生伴随敏感性分析方案,采用梯度基于梯度的优化器来更新设计变量。数值示例表明,通过所提出的鲁棒拓扑优化方法获得的结构设计表现出与其确定性对应物相比的不确定因素更高的鲁棒性。 (c)2021 elestvier有限公司保留所有权利。

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