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使用小波变换和递归图对自然褶皱进行非线性分析。

Nonlinear analysis of natural folds using wavelet transforms and recurrence plots.

作者信息

Ord Alison, Hobbs Bruce, Dering Greg, Gessner Klaus

机构信息

Centre for Exploration Targeting, School of Earth Sciences, University of Western Australia, 35 Stirling Highway, Crawley, Western Australia 6009, Australia

School of Resources and Environmental Engineering, Hefei University of Technology, Hefei 230009, People's Republic of China.

出版信息

Philos Trans A Math Phys Eng Sci. 2018 Aug 13;376(2126). doi: 10.1098/rsta.2017.0257.

Abstract

Three-dimensional models of natural geological fold systems established by photogrammetry are quantified in order to constrain the processes responsible for their formation. The folds are treated as nonlinear dynamical systems and the quantification is based on the two features that characterize such systems, namely their multifractal geometry and recurrence quantification. The multifractal spectrum is established using wavelet transforms and the wavelet transform modulus maxima method, the generalized fractal or Renyi dimensions and the Hurst exponents for longitudinal and orthogonal sections of the folds. Recurrence is established through recurrence quantification analysis (RQA). We not only examine natural folds but also compare their signals with synthetic signals comprising periodic patterns with superimposed noise, and quasi-periodic and chaotic signals. These results indicate that the natural fold systems analysed resemble periodic signals with superimposed chaotic signals consistent with the nonlinear dynamical theory of folding. Prediction based on nonlinear dynamics, in this case through RQA, takes into account the full mechanics of the formation of the geological system.This article is part of the theme issue 'Redundancy rules: the continuous wavelet transform comes of age'.

摘要

通过摄影测量法建立自然地质褶皱系统的三维模型,以便确定其形成过程。褶皱被视为非线性动力系统,量化基于表征此类系统的两个特征,即其多重分形几何和递归量化。使用小波变换和小波变换模极大值方法、广义分形或雷尼维数以及褶皱纵向和正交截面的赫斯特指数来建立多重分形谱。通过递归量化分析(RQA)建立递归。我们不仅研究自然褶皱,还将它们的信号与包含叠加噪声的周期性模式、准周期性和混沌信号的合成信号进行比较。这些结果表明,所分析的自然褶皱系统类似于叠加有混沌信号的周期性信号,这与褶皱的非线性动力学理论一致。基于非线性动力学的预测,在这种情况下通过RQA,考虑了地质系统形成的完整力学。本文是主题问题“冗余规则:连续小波变换成熟了”的一部分。

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