Methods for Selecting Optimal Delay Time Interval and Embedding Dimension in Chaotic Time Series Analysis

This paper provides a comprehensive review of methods for selecting optimal delay time interval and embedding dimension in phase space reconstruction of chaotic time series. It introduces the false nearest neighbors method that simultaneously considers both parameters, along with a minimum prediction error approach for parameter optimization.