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Geophysical Applications of Multidimensional Filtering with Wavelets

机译:小波多维滤波的地球物理应用

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We present imaging results in geophysics based on using multidimensional Gaussian wavelets as a filter in a 2-D Cartesian domain. besides decomposing the field into various distinct lengthscales, we have also constructed the 2-D maps describing the spatial distributions of the maximum of the wavelet-transformed L_2-norm E_(max) (x,y)and its corresponding local wavenumber k_(max) (x,y), where x and y are the Cartesian coordinates. For geoid anomalies, using a wavelet filter extending to 90 degrees, we have discerned the distinct outlines of convergent and divergent tectonic zones and have conducted a quantitative comparison of the short-wavelength gravitational anomalies at those wavelengths between two different geographical locations. We have also compared the wavelet results with a nonlinear bandpass filter in the spectral domain where a Gaussian filter with the logarithm of the degree/acting as the argument has been employed. A wavelet solution, with a length-scale corresponding to 256 degrees, would need a filter with over 400 spherical harmonics centering around l = 157 for an optimal spatial fit. The computational effort with the bandpass filter technique greatly exceeds those associated with wavelets. We have also shown the ability of the wavelets to analyze the vastly different scales present in high Rayleigh number convection and the mixing of passive heterogeneities driven by thermal convection.Wavelets will be a useful tool for rapid analyzing of the large multidimensional fields to be captured in many other geophysical endeavors, such as the upcoming gravity satellite missions and satellite radar interferometry images.
机译:我们基于二维多维笛卡尔域中使用多维高斯小波作为滤波器,提出了地球物理学中的成像结果。除了将场分解为各种不同的长度尺度外,我们还构建了二维图,描述了小波变换后的L_2-范数E_(max)(x,y)的最大值及其对应的局部波数k_(max )(x,y),其中x和y是笛卡尔坐标。对于大地水准面异常,使用扩展到90度的小波滤波器,我们可以辨别会聚和发散构造带的轮廓,并对两个不同地理位置之间在那些波长处的短波长重力异常进行定量比较。我们还将小波结果与频谱域中的非线性带通滤波器进行了比较,其中采用了度/作用对数作为参数的高斯滤波器。对于小波解,其长度尺度对应于256度,将需要一个具有超过400个球谐函数的滤波器,以l = 157为中心,以获得最佳的空间拟合。带通滤波器技术的计算工作量大大超过了与小波相关的工作量。我们还展示了小波分析高瑞利数对流和热对流驱动的被动非均质混合中存在的尺度差异的能力,小波将成为快速分析要捕获的大型多维场的有用工具。许多其他地球物理方面的工作,例如即将进行的重力卫星飞行任务和卫星雷达干涉测量图像。

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