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首页> 外文期刊>Measurement Science & Technology >Multiscale proper orthogonal decomposition (mPOD) of TR-PIV data-a case study on stationary and transient cylinder wake flows
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Multiscale proper orthogonal decomposition (mPOD) of TR-PIV data-a case study on stationary and transient cylinder wake flows

机译:TR-PIV数据的MultiScale适当正交分解(MPOD) - 一种静止和瞬态缸唤醒流的案例研究

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摘要

Data-driven decompositions of particle image velocimetry (PIV) measurements are widely used for a variety of purposes, including the detection of coherent features (e.g. vortical structures), filtering operations (e.g. outlier removal or random noise mitigation), data reduction and compression. This work presents the application of a novel decomposition method, referred to as multiscale proper orthogonal decomposition (mPOD, Mendezet al2019) to time-resolved PIV (TR-PIV) measurement. This method combines multiresolution analysis and standard proper orthogonal decomposition (POD) to achieve a compromise between decomposition convergence and spectral purity of the resulting modes. The selected test case is the flow past a cylinder in both stationary and transient conditions, producing a frequency-varying Karman vortex street. The results of the mPOD are compared to the standard POD, the discrete Fourier transform and the dynamic mode decomposition. The mPOD is evaluated in terms of decomposition convergence and time-frequency localization of its modes. The multiscale modal analysis allows for revealing beat phenomena in the stationary cylinder wake, due to the three-dimensional nature of the flow, and to correctly identify the transition from various stationary regimes in the transient test case.
机译:数据驱动的粒子图像速度分解(PIV)测量被广泛用于各种目的,包括检测相干特征(例如涡流结构),过滤操作(例如,异常删除或随机噪声缓解),数据减少和压缩。这项工作提出了一种新型分解方法的应用,称为MultiScale适当的正交分解(MPod,Mendezet Al2019)到时间分辨的PIV(TR-PIV)测量。该方法结合了多分辨率分析和标准正交分解(POD),以在所得模式的分解收敛和光谱纯度之间实现折衷。所选择的测试案例是静止和瞬态条件的圆柱体的流动,产生频率变化的Karman涡流街。将MPOD的结果与标准POD相比,离散的傅里叶变换和动态模式分解进行比较。在其模式的分解收敛和时频定位方面评估MPOD。 MultiScale模态分析允许由于流量的三维性质,并且正确地识别瞬态测试用例中的各种静止制度的过渡,允许在固定缸唤醒中揭示击败现象。

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