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Reliability-Based Topology Optimization Using Stochastic Response Surface Method with Sparse Grid Design

机译:利用具有稀疏网格设计的随机响应曲面法的可靠性基础拓扑优化

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摘要

A mathematical framework is developed which integrates the reliability concept into topology optimization to solve reliability-based topology optimization (RBTO) problems under uncertainty. Two typical methodologies have been presented and implemented, including the performance measure approach (PMA) and the sequential optimization and reliability assessment (SORA). To enhance the computational efficiency of reliability analysis, stochastic response surface method (SRSM) is applied to approximate the true limit state function with respect to the normalized random variables, combined with the reasonable design of experiments generated by sparse grid design, which was proven to be an effective and special discretization technique. The uncertainties such as material property and external loads are considered on three numerical examples: a cantilever beam, a loaded knee structure, and a heat conduction problem. Monte-Carlo simulations are also performed to verify the accuracy of the failure probabilities computed by the proposed approach. Based on the results, it is demonstrated that application of SRSM with SGD can produce an efficient reliability analysis in RBTO which enables a more reliable design than that obtained by DTO. It is also found that, under identical accuracy, SORA is superior to PMA in view of computational efficiency.
机译:开发了一种数学框架,它将可靠性概念集成到拓扑优化中,以解决不确定性下的基于可靠性的拓扑优化(RBTO)问题。已经提出和实施了两种典型的方法,包括性能测量方法(PMA)和顺序优化和可靠性评估(Sora)。为了提高可靠性分析的计算效率,随机响应表面方法(SRSM)应用于相对于归一化随机变量的真限状态功能,与稀疏网格设计产生的合理设计相结合,这被证明是一种有效和特殊的离散化技术。在三个数值示例中考虑了材料性质和外部载荷等不确定性:悬臂梁,装载的膝盖结构和导热问题。还执行Monte-Carlo模拟以验证所提出的方法计算的故障概率的准确性。基于结果,证明SRSM与SGD的应用可以在RBTO中产生有效的可靠性分析,其能够比DTO获得更可靠的设计。还发现,考虑到计算效率,因此在相同的精度下,Sora优于PMA。

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