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A modified stochastic perturbation algorithm for closely-spaced eigenvalues problems based on surrogate model

机译:基于代理模型的密切间隔特征值问题改良随机扰动算法

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摘要

Aiming at uncertainty propagation and dynamic reanalysis of closely-spaced eigenvalues, with consideration of uncertainties in design variables, a modified stochastic perturbation method is proposed. Concerning quasi-symmetric or partial-symmetric structures that frequently appear, one of their primary features is closely-distributed natural frequencies. For structure with closely-spaced eigenvalues, due to its instability and sensitivity to the changes of design variables and its excessively concentrated adjacent eigenvalues, conventional uncertainty analysis or dynamic reanalysis methods for distinct eigenvalue are no longer available. Initially, the spectral decompositions of stiffness and mass matrices are provided; by transfer technique, the eigen-problem of closely-spaced eigenvalues is converted to that of repeated eigenvalues with two perturbation parts appended; then the perturbed closely-spaced eigenvalue is rewritten as the sum of original closely-spaced eigenvalues' mean value and surrogate model which approximates the first-order perturbation term by polynomial chaos expansions. According to this method, statistical quantities of perturbed closely-spaced eigenvalues are calculated directly and accurately, which contributes to its uncertainty analysis and dynamic reanalysis. Furthermore, the capability of proposed method in dealing with relatively large uncertainties and complex engineering structure is demonstrated. The accuracy and efficiency of proposed method have been verified sufficiently by numerical examples.
机译:旨在考虑到设计变量的不确定性,提出了一种改进的随机扰动方法。关于频繁出现的准对称或部分对称结构,其主要特征之一是密切分布的自然频率。对于具有紧密间隔的特征值的结构,由于其对设计变量的变化及其过度集中的相邻特征值的不稳定性和敏感性,因此不再可用了不同特征值的常规不确定性分析或动态再分析方法。最初,提供了刚度和质量基质的光谱分解;通过转移技术,将紧密间隔的特征值的特征问题转化为附加两种扰动部分的重复特征值;然后将扰动的紧邻间隔的特征值被重写为原始的紧密间隔的特征值的平均值和代理模型,其通过多项式混沌扩张来近似于一阶扰动项。根据该方法,直接且准确地计算出扰动的紧密间隔的特征值的统计量,这有助于其不确定性分析和动态再分析。此外,证明了在处理相对较大的不确定性和复杂工程结构中的提出方法的能力。通过数值例子已经足够验证了所提出的方法的准确性和效率。

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