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Stabilizing embedology: Geometry-preserving delay-coordinate maps.

Armin Eftekhari1, Han Lun Yap2, Michael B Wakin3

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Summary
This summary is machine-generated.

Delay-coordinate mapping stably embeds nonlinear system attractors by preserving geometry, not just topology. This stability depends on the system

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Area of Science:

  • Dynamical Systems Theory
  • Nonlinear Dynamics
  • Time-Series Analysis

Background:

  • Delay-coordinate mapping reconstructs system dynamics from time-series data.
  • Takens' embedding theorem guarantees topological reconstruction but not embedding quality.
  • Specific parameters influencing reconstruction quality remain unclear.

Purpose of the Study:

  • Extend Takens' theorem to guarantee stable embeddings.
  • Preserve attractor geometry, not just topology.
  • Provide guidance for selecting delay-coordinate mapping parameters.

Main Methods:

  • Theoretical analysis of delay-coordinate mapping.
  • Extension of Takens' embedding theorem.
  • Investigation of conditions for stable embedding.

Main Results:

  • Delay-coordinate mapping provides a stable embedding if the system's stable rank is proportional to the attractor's dimension.
  • Stable rank relates sampling interval and number of delays.
  • Theoretical guidance for parameter selection is established.

Conclusions:

  • Stable embedding preserves attractor geometry, crucial for accurate analysis.
  • Findings offer theoretical basis for parameter choices in delay-coordinate mapping.
  • Results apply to smooth attractors and are extended to strange attractors.