首页> 外文会议>Biennial Conference on Mechanical Vibration and Noise >MONTE CARLO VERIFICATION OF MULTIVARIATE DELTA METHOD VARIANCE ESTIMATION OF HARMONIC DYNAMIC RESPONSE COEFFICIENTS
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MONTE CARLO VERIFICATION OF MULTIVARIATE DELTA METHOD VARIANCE ESTIMATION OF HARMONIC DYNAMIC RESPONSE COEFFICIENTS

机译:蒙特卡罗对谐波动态响应系数的多元化Δ方法方差估算

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Time series response data from harmonic tests can be resolved into real and imaginary components. In comparing two signals, one phased relative to the other, the real and imaginary model coefficients of the relative signal represent components that are in phase with the reference signal and 90° out-of-phase, respectively. Obtaining these real and imaginary components is a well understood process. However, determining the quality of the component estimates requires the use of a statistical technique known at the multiple multivariate delta method. In this paper, the delta method is described in the context of estimating real and imaginary components to response signals. This development includes a brief review of the multiple linear regression techniques used to analyze the excitation and response signals individually. Additionally, the delta method is verified by comparing estimated variances with variances obtained in a Monte Carlo simulation. The results of this analysis can be applied to experimental structural dynamics modeling and to the problem of updating finite element models. In both of these cases, use of the delta method provides statistically optimal weightings to the least-squares formulations used in these modeling techniques.
机译:来自谐波测试的时间序列响应数据可以解析为真实和虚部。在比较两个信号时,一个相对于另一个相控,相对信号的实部和虚构模型系数分别表示与参考信号和90°外相同相的组件。获得这些真实和虚部的组件是一个很好的过程。然而,确定组件估计的质量需要使用在多变量Δ方法处知道的统计技术。在本文中,在估计真实和假想组件以响应信号的上下文中描述了Δ方法。该开发包括简要介绍用于分析激励和响应信号的多元线性回归技术。另外,通过将估计的差异与在蒙特卡罗模拟中获得的差异进行比较来验证Delta方法。该分析的结果可以应用于实验结构动力学建模和更新有限元模型的问题。在这两种情况下,使用Delta方法为这些建模技术中使用的最小二乘配方提供统计上最佳的权重。

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