학술논문

Similarities of inter-point distance distributions on original and reconstructed attractors
Document Type
Journal Article
Source
Nonlinear Theory and Its Applications, IEICE. 2022, 13(2):385
Subject
Jensen-Shannon divergence
delay coordinate system
inter-point distances
nonlinear time series analysis
state space reconstruction
Language
English
ISSN
2185-4106
Abstract
State space reconstruction using time-delay coordinate systems is the most effective and significant technique for analyzing complex time series generated by nonlinear dynamical systems. In this study, we investigated the relationships between reconstruction parameters and the similarity of the structural properties of original and reconstructed attractors. In particular, we investigated the similarities between inter-point distance distributions on original and reconstructed attractors, while varying the reconstruction parameters for reconstructing a dynamical system using a time-delay coordinate system. The results show that the product of the reconstruction dimension and the time-delay should be constant to obtain high similarity.