用小波变换分析非平稳向量场

B. Haus, H. Graber
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引用次数: 5

摘要

快速傅里叶变换(FFT)和经验正交函数(EOF)在海岸带电流测量中得到了广泛的应用。然而,河流潮汐、河口流出和漩涡表现出不稳定的特征,这使这些方法的基本假设无效。小波分析技术可用于确定海流变化在频率尺度范围内的时间演变,从而可以更好地理解事件驱动动力学。为了研究这种分析的特点,模拟了一个涡旋平流通过一个与高频雷达域一致的区域。将Morlet连续小波变换、双正交离散小波变换、fft、EOPs和数字滤波技术应用于仿真域内采集的多向量时间序列。由于能量在整个观测周期内的分布,平稳谱分析方法不能很好地解析涡旋。每个点的带通滤波在模拟涡流之前和之后都产生了虚假的反气旋涡流运动。Morlet小波在空间和时间上都具有涡旋能量的局域化,由于涡旋路径沿顺时针/逆时针旋转对称的轴,具有典型的偶极子模式。然后将Morlet和双正交小波变换应用于1994年5月部署在佛罗里达群岛下游的HP多普勒雷达的测量,当时观测到几个次中尺度涡旋。小波能量表现出模拟中观测到的特征偶极子,尽管实际数据中很少观测到平流。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analysis of non-stationary vector fields using wavelet transforms
Fast Fourier transforms (FFT) and empirical orthogonal functions (EOF) have been widely applied to coastal zone current measurements. However riverine tides, estuarine outflows, and eddies, exhibit non-stationary characteristics which invalidate the basic assumptions of these methods. Wavelet analysis techniques can be used to determine the temporal evolution of ocean current variance over a range of frequency scales and therefore can provide an improved understanding of event-driven dynamics. To investigate the characteristics of this type of analysis, a simulated vortex was advected through a region consistent with a High-Frequency (HF) radar domain. Morlet continuous-wavelet transforms, bi-orthogonal discrete wavelet transforms, FFTs, EOPs and digital filtering techniques were applied to multiple vector time-series collected within the simulation domain. The stationary spectral analysis methods did not resolve the eddy well due to the distribution of the energy throughout the observation period. Band-pass filtering of each point created spurious anti-cyclonic eddy motions both preceding and following the simulated eddy. Morlet wavelets were shown to localize the vortex energy in both space and time, with a characteristic dipole pattern due to the axis of clockwise/counterclockwise rotational symmetry along the eddy path. Morlet and bi-orthogonal wavelet transforms were then applied to measurements from a HP Doppler radar deployed off the lower Florida Keys in May, 1994 when several sub-mesoscale eddies were observed. The wavelet energy demonstrated the characteristic dipole observed in the simulations, although little advection was observed in the real data.
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