Zuckerwatte (zcwt):一个开源的c++库,用于标准化连续小波变换的计算和后处理

Nicolai Spicher, M. Kukuk
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引用次数: 0

摘要

在这项工作中,我们介绍了开源的c++库zcwt - Zuckerwatte(德语为棉花糖),以方便处理连续小波变换的过零。该软件库允许全自动i)计算高斯小波的连续小波变换高达8阶,ii)在所有计算尺度的过零检测,以及iii)连接过零以形成跨越所有尺度的连续线。这允许以标准化和透明的方式计算零交叉线,具有明确定义的参数,从而实现可重复的研究。此外,作为演示这些线使用的示例应用程序,我们提供了iv)多尺度参数估计方法的实现,并将其应用于现实世界的问题。该库是基于线性代数软件库Armadillo,除此之外,只有很少的依赖,很容易扩展;例如,我们提供了一个类来方便地定义其他小波。我们提供了一个CMake文件,以便在所有操作系统上进行简单安装。图书馆可以免费访问:https://github.com/nspi/zcwt。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Zuckerwatte (zcwt): An open-source C++ library for standardizing computation and post-processing of the continuous wavelet transform
In this work we introduce the open-source C++ library zcwt - Zuckerwatte (german for cotton candy) for facilitating working with zero-crossings of the continuous wavelet transform. The software library allows for fully automatic i) computation of the continuous wavelet transform with Gaussian wavelets up to order 8, ii) zero-crossing detection in all calculated scales, and iii) concatenation of zero-crossings to form continuous lines across all scales. This allows to compute zero-crossing lines in a standardized and transparent way with well-defined parameters, enabling reproducible research. Furthermore, as an example application demonstrating the use of these lines we provide an implementation of the iv) multi-scale parameter estimation method and apply it to real-world problems. The library is based on the linear algebra software library Armadillo and has, apart from that, only little dependencies and is easily extensible; e.g., we provide a class for easy definition of other wavelets. We provide a CMake file for simple installation across all operating systems. The library is freely available at: https://github.com/nspi/zcwt.
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