Using Topological Data Analysis to Visualize Instrument Output

Q4 Computer Science Scientific Visualization Pub Date : 2023-06-01 DOI:10.26583/sv.15.2.02
S. N. Chukanov, I. S. Chukanov
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引用次数: 0

Abstract

The article discusses Takens embedding for 2D and 3D visualization of 1D time series data. The paper considers the use of topological data analysis in conjunction with Takens embedding to analyze the output information of a dynamic system - a rigid body. 3D images of curves constructed from three components of the angular velocity vector of a rigid body for various values of the main moments of inertia are constructed. Three-dimensional images of the curves constructed on the basis of the Takens embedding for the component of the angular velocity of a rigid body for various values of the principal moments of inertia are constructed. Distances between 3D images of curves are determined by constructing persistent landscape functions. Using the method of topological data analysis in conjunction with Takens embedding for image comparison allows you to classify and identify images and output information of the instrumental composition.
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使用拓扑数据分析可视化仪器输出
本文讨论了用于一维时间序列数据二维和三维可视化的Takens嵌入。本文考虑将拓扑数据分析与Takens嵌入相结合来分析动态系统-刚体的输出信息。构造了由刚体角速度矢量的三个分量在不同主转动惯量值下构造的三维曲线图像。在刚体角速度分量的Takens嵌入的基础上,对不同的主转动惯量值构造了曲线的三维图像。曲线的三维图像之间的距离是通过构造持久的景观函数来确定的。使用拓扑数据分析方法结合Takens嵌入图像比较,您可以对图像进行分类和识别,并输出仪器组成的信息。
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来源期刊
Scientific Visualization
Scientific Visualization Computer Science-Computer Vision and Pattern Recognition
CiteScore
1.30
自引率
0.00%
发文量
20
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