均值对随机场POD分解影响机理

张军锋 葛耀君 任鹏杰

振动与冲击 ›› 2012, Vol. 31 ›› Issue (13) : 46-52.

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PDF(2323 KB)
振动与冲击 ›› 2012, Vol. 31 ›› Issue (13) : 46-52.
论文

均值对随机场POD分解影响机理

  • 张军锋 葛耀君 任鹏杰
作者信息 +

Influence mechanism of mean values on the application of POD for random fields

  • ZHANG Jun-feng, GE Yao-jun, REN Peng-jie
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文章历史 +

摘要


摘 要:基于POD方法的理论基础与数学矩阵分析,通过引入随机场均值的相关矩阵及对均值相关矩阵的POD分解,阐述均值对随机场完整信号和脉动信号POD分解的影响机理。以双曲冷却塔模型和闭口箱梁模型的断面风压场POD分解实例,分析风压均值的影响,并验证上述理论解释的合理性。尽管随机场均值并不影响POD方法对随机场的分解和重建,但两种信号分解得到的各阶参数如本征值、本征模态及主坐标都只是所采用信号特性的反映而不能相互混淆。以完整信号分解得到的各阶参数都将受到随机场均值的影响,尤其是低阶参数。由于实际使用中对随机场的信号均值和脉动信号多分别对待,因此在POD分解中应使用脉动信号构建相关矩阵以完全反映脉动信号的特性,从而避免信号均值的影响。


Abstract

Abstract: Based on the theories of Proper Orthogonal Decomposition(POD) and matrix analysis, the cross-correlation function matrix(CORM) of the mean values is introduced and decomposed, with which to demonstrate the influence mechanism of mean values on the application of POD for random fields with the whole signals or just the fluctuating signals(without the mean values included) concerned. With the section wind pressure fields of a cooling tower model and a box girder model, POD method is applied using the whole signals and just the fluttering signals. According to the POD results from two signals, the influence mechanism of mean values is illustrated, which is also a verification for the theoretical explanation obtaine. The mean values have no effects on the decomposition or reconstruction of random fields, but the POD results such as spatial modes, eigenvalues and principle coordinates got form the two signals are quite different because they are reflections of their original signals and shouldn’t be confused. If POD is applied on the cross-correlation function matrix of whole signals, POD results of all modes will be distorted by the mean values, especially the POD results of low order modes. As the mean values and fluctuating signals are always treaded separately, CORM should be formed by the fluctuating signals for POD application to reflect the characteristics genuinely and avoid the distortion of mean values.

关键词

POD / 均值 / 完整信号 / 脉动信号 / 本征模态 / 本征值 / 主坐标

Key words

POD / mean values / whole signals / fluctuating signals / spatial modes / eigenvalues / principle coordinates

引用本文

导出引用
张军锋 葛耀君 任鹏杰. 均值对随机场POD分解影响机理[J]. 振动与冲击, 2012, 31(13): 46-52
ZHANG Jun-feng;GE Yao-jun;REN Peng-jie. Influence mechanism of mean values on the application of POD for random fields[J]. Journal of Vibration and Shock, 2012, 31(13): 46-52

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