Application of singular spectrum analysis to nonstationary time series in flow-induced vibrations of a circular cylinder

IF 1.3 4区 工程技术 Q3 MECHANICS
Linwei Shen, Qianyun Zhu
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Abstract

In numerical simulations of flow-induced vibrations (FIV) of a circular cylinder, abundant time series data are available, including cylinder displacement and acting forces. Singular spectrum analysis (SSA) is employed to deal with nonstationary multi-component time series produced in two FIV cases with proper interpretation in physics. In the first case, the cylinder displacement time series is decomposed into two oscillatory components using SSA. The instantaneous frequencies of these two components are obtained by Hilbert transform (HT) and found to be in agreement with the wavelet transform of the cylinder displacement. In the second case, three oscillatory components are extracted from the cylinder displacement time series by SSA. The dominant component is characterized by steady oscillations at the vortex shedding frequency, which suggests a relatively steady vortex shedding process behind the rear cylinder. In contrast, the second component, which is closely associated with the alternate boundary layer separations from the front cylinder, features in the increasing amplitude with time. This implies that the unsteady flow field in the gap might be attributed to the nonstationary cylinder oscillations. This work demonstrates that SSA, in conjunction with HT, enables a comprehensive time-frequency analysis of nonstationary time series obtained in FIV.
奇异谱分析在圆柱体流动诱导振动非稳态时间序列中的应用
在对圆柱体的流动诱导振动(FIV)进行数值模拟时,可以获得丰富的时间序列数据,包括圆柱体位移和作用力。本文采用奇异谱分析(SSA)来处理两种 FIV 情况下产生的非稳态多分量时间序列,并对其进行适当的物理学解释。在第一种情况下,使用单频谱分析法将气缸位移时间序列分解为两个振荡分量。这两个分量的瞬时频率通过希尔伯特变换(HT)得到,并发现与气缸位移的小波变换一致。在第二种情况下,通过 SSA 从气缸位移时间序列中提取出三个振荡分量。主要分量的特征是在涡流脱落频率上的稳定振荡,这表明后气缸后面有一个相对稳定的涡流脱落过程。相比之下,第二个分量与前气缸的交替边界层分离密切相关,其振幅随时间不断增大。这意味着间隙中的不稳定流场可能归因于非稳态气缸振荡。这项工作表明,SSA 与 HT 相结合,可以对 FIV 中获得的非稳态时间序列进行全面的时频分析。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Fluid Dynamics Research
Fluid Dynamics Research 物理-力学
CiteScore
2.90
自引率
6.70%
发文量
37
审稿时长
5 months
期刊介绍: Fluid Dynamics Research publishes original and creative works in all fields of fluid dynamics. The scope includes theoretical, numerical and experimental studies that contribute to the fundamental understanding and/or application of fluid phenomena.
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