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Kantorovich-Rubinstein-Wasserstein distance between overlapping attractor and repeller
Vladimir Chigarev1, Alexey Kazakov1, Arkady Pikovsky1
1National Research University Higher School of Economics, 25/12 Bolshaya Pecherskaya Ulitsa, 603155 Nizhny Novgorod, Russia.
This study introduces controllable dissipation into chaotic and non-chaotic dynamical systems to explore overlapping attractors and repellers. The Kantorovich-Rubinstein-Wasserstein distance quantifies differences between these states based on dissipation levels.
Area of Science:
- Dynamical Systems and Chaos Theory
- Nonlinear Dynamics
- Statistical Mechanics
Background:
- Overlapping attractors and repellers are key features in complex dynamical systems.
- Understanding their behavior is crucial for predicting system evolution.
- Controllable dissipation offers a novel approach to study these phenomena.
Purpose of the Study:
- To investigate the emergence and characteristics of overlapping attractors and repellers.
- To analyze the influence of controllable dissipation on these dynamical structures.
- To quantify the distinction between attractors and repellers using a robust metric.
Main Methods:
- Introduction of controllable dissipation into prototypic chaotic models (Anosov cat map, Chirikov standard map, ABC-flow).
- Analysis of ergodic non-chaotic behavior using the skew-shift map.
- Application of the Kantorovich-Rubinstein-Wasserstein distance for characterization.
Main Results:
- Demonstration of overlapping attractor-repeller pairs in various dynamical systems.
- Quantification of the difference between attractors and repellers as a function of dissipation.
- Systematic analysis across chaotic and non-chaotic models.
Conclusions:
- Controllable dissipation effectively generates overlapping attractor-repeller scenarios.
- The Kantorovich-Rubinstein-Wasserstein distance provides a sensitive measure of attractor-repeller separation.
- Findings offer insights into the fundamental dynamics of complex systems.
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