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Boundary transformation representation of attractor shape deformation
1Department of Mechanical Engineering, Bucknell University, Lewisburg, Pennsylvania 17837, USA.
Chaos (Woodbury, N.Y.)
|September 2, 2021
Summary
We developed a new method to detect parameter changes in chaotic systems by analyzing strange attractor geometry. This technique compares attractor boundaries using shape context analysis, offering a novel way to understand system dynamics.
Area of Science:
- Nonlinear Dynamics
- Chaos Theory
- Geometric Analysis
Background:
- Characterizing strange attractors is crucial for detecting parameter changes in chaotic systems.
- Existing methods may not fully capture the geometric deformations of attractors.
Purpose of the Study:
- To introduce a novel method for comparing the geometry of two attractors.
- To quantify attractor deformation using shape context analysis of their boundaries.
Main Methods:
- Poincaré sections of attractors are sampled along their outer limits.
- A boundary transformation is computed to warp one set of points into another.
- Shape context analysis is applied to the boundary points.
Main Results:
- The boundary transformation effectively describes attractor deformation.
- This transformation is approximately proportional to system parameter changes.
- The method demonstrates effectiveness on both simulated and experimental data with noise.
Conclusions:
- The proposed shape context analysis of attractor boundaries offers a robust method for detecting parameter variations in chaotic systems.
- This technique provides a new geometric descriptor for understanding attractor deformation and system dynamics.
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