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Reliability Based Structural Design using Continuum Sensitivity Analysis

机译:基于可靠性的结构设计使用连续敏感性分析

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Reliability based design of structural systems is necessary to account for the randomness in loads, structural geometry, material properties, manufacturing processes, and operational environment. Probabilistic methods are commonly used for reliability based design. Gradients of the objective and limit state functions that are required during stochastic optimization procedure are almost always calculated using finite difference method. However, calculating gradients in this way is very computationally expensive. In this paper, we propose a stochastic optimization procedure, which makes use of continuum sensitivity analysis for obtaining gradients. It is expected that this would not only result in significant savings in computational efforts, but also accurate design derivatives than those obtained with other numeric design sensitivity analysis methods. Another part of the current work is to investigate the most appropriate polynomial family and order of expansion to use for polynomial chaos expansion. The use of Jacobi and Hermite polynomials is compared. It is seen that if the input variables follow a beta distribution, then second order Jacobi polynomials give the best stochastic optimization result.
机译:基于可靠性的结构系统的设计是必须考虑负载,结构几何形状,材料特性,制造过程和操作环境的随机性。概率方法通常用于基于可靠性的设计。随机优化过程中所需的目标和限制状态函数的梯度几乎始终使用有限差分法计算。但是,以这种方式计算梯度非常昂贵。在本文中,我们提出了一种随机优化程序,它利用连续敏感性分析来获得梯度。预计这不仅会导致计算努力的显着节省,而且可以高于使用其他数字设计敏感性分析方法获得的设计衍生物。目前的工作的另一部分是调查最合适的多项式家庭和扩展顺序以用于多项式混沌扩张。比较了jacobi和hermite多项式的使用。可以看出,如果输入变量遵循β发行版,则二阶Jacobi多项式提供最佳随机优化结果。

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