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Templex for Lagrangian dynamics in the Southwestern Atlantic
Juan Cruz Bonel1,2, Nicolás Bodnariuk2,3, Gisela D Charó2,4
1CONICET - Universidad de Buenos Aires, Centro de Investigaciones del Mar y la Atmósfera (CIMA), C1428EGA CABA, Argentina.
This study applies the novel templex approach to oceanographic data, revealing distinct patterns in fluid flow dynamics. The findings differentiate between regular and chaotic regions in the Southwestern Atlantic Ocean.
Area of Science:
- Oceanography
- Topological Data Analysis
- Fluid Dynamics
Background:
- Topological data analysis methods often lack flow information.
- Traditional methods struggle to capture complex dynamics in observational datasets.
- Understanding fluid flow organization is crucial for oceanographic research.
Purpose of the Study:
- To introduce and apply the templex approach to observational oceanographic data.
- To analyze Lagrangian trajectories and characterize fluid flow dynamics in the Southwestern Atlantic.
- To distinguish between regular and chaotic dynamics in oceanic particle sets.
Main Methods:
- Application of the templex approach, a topological construct encoding phase space structure and flow organization.
- Analysis of Lagrangian trajectories derived from satellite altimetry.
- Comparison with metric methods and chlorophyll-a concentration data.
Main Results:
- The templex approach successfully characterized Lagrangian finite-time dynamics.
- Identified distinct regions of non-mixing (regular) islands and chaotic seas.
- Lagrangian dynamics were related to a nonautonomous meandering jet model.
- Seasonal variability of chaotic dynamics was observed.
Conclusions:
- The templex approach offers a novel way to analyze flow dynamics in observational datasets.
- This method provides insights into the spatial organization and transport properties of oceanic flows.
- The study highlights the interplay between regular and chaotic dynamics in the ocean.
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