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EPT: An R package for ensemble patch transform

机译:EPT:用于集合补丁变换的R包

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The primary focus of multiscale analysis is to interpret the temporal characteristics of one-dimensional signals and local spatial patterns of two-dimensional images according to the scale variability. There have been numerous studies for multiscale analysis in the literature, including spectral analysis, wavelet analysis, empirical mode decomposition, synchrosqueezed wavelet transforms, and variational mode decomposition. These methodologies have been widely applied in various areas and can be easily implemented by Matlab and R packages. Recently, ensemble patch transform has been developed for multiscale analysis of one-dimensional signals and two-dimensional images. For researchers and practitioners of multidisciplinary areas, we provide the R packageEPTfor an efficient implementation of the ensemble patch transform. This package flexibly designs various types of filters for identifying local characteristics and scale patterns hidden in a signal and the spatial characteristics of an image. The R packageEPTalso provides an effective tool for visualization and decomposition of signals and images.
机译:多尺度分析的主要焦点是根据比例可变性来解释一维信号的时间特征和二维图像的局部空间模式。文献中有许多研究进行多尺度分析,包括光谱分析,小波分析,经验模式分解,同步仪式的小波变换和变分模式分解。这些方法已广泛应用于各个区域,并且可以通过Matlab和R包装轻松实现。最近,已经开发了集合补丁变换以实现一维信号和二维图像的多尺度分析。对于多学科领域的研究人员和从业者,我们提供了R包的高效实现了集合补丁变换。该包装灵活地设计各种类型的滤波器,用于识别隐藏在信号中隐藏的局部特征和比例模式和图像的空间特征。 R封装型技术为信号和图像的可视化和分解提供了有效的工具。

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