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Reliability-based design optimization using convex linearization and sequential optimization and reliability assessment method

机译:基于凸线性化的可靠性设计优化和序贯优化及可靠性评估方法

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摘要

In this study, an effective method for reliability-based design optimization (RBDO) is proposed enhancing sequential optimization and reliability assessment (SORA) method by convex linearization. In SORA, reliability estimation and deterministic optimization are performed sequentially. And the sensitivity and function value of probabilistic constraint at the most probable point (MPP) are obtained in the process of finding reliability information. In this study, the convex linearization is constructed by utilizing the sensitivity and function value of the probabilistic constraint at the MPP. So no additional evaluation of the probabilistic constraint is required in the deterministic optimization in SORA. The proposed RBDO method is applied to numerical examples and compared to various RBDO methods. It is shown that the proposed method is very efficient with similar accuracy.
机译:在这项研究中,提出了一种有效的基于可靠性的设计优化(RBDO)方法,通过凸线性化来增强顺序优化和可靠性评估(SORA)方法。在SORA中,顺序执行可靠性估计和确定性优化。在寻找可靠性信息的过程中,获得了概率约束在最可能点(MPP)的敏感性和函数值。在这项研究中,通过利用MPP上概率约束的敏感性和函数值来构造凸线性化。因此,在SORA的确定性优化中,不需要对概率约束进行额外评估。提出的RBDO方法应用于数值示例,并与各种RBDO方法进行了比较。结果表明,所提出的方法非常有效,并且具有相似的精度。

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