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Updated: Jan 18, 2026

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Published on: February 13, 2018
Topological modes of variability of the wind-driven ocean circulation
Gisela D Charó1,2,3, Denisse Sciamarella2,4, Juan Ruiz2,5
1CONICET-Universidad de Buenos Aires, Centro de Investigaciones del Mar y la Atmósfera (CIMA), C1428EGA Ciudad Autónoma de Buenos Aires, Argentina.
Topological modes of variability (TMVs) link abstract topology to system dynamics. This study introduces TMVs, revealing new insights into complex system variability beyond linear modes.
Area of Science:
- Complex Systems Dynamics
- Topology in Physics
- Oceanography
Background:
- Templexes are topological objects representing flow organization in phase space.
- Understanding variability in complex systems often requires methods beyond linear dynamics.
Purpose of the Study:
- Introduce topological modes of variability (TMVs) as dynamical manifestations of topological cycles (generatexes).
- Link abstract topological invariants to time-dependent behavior in models and observations.
- Provide a new framework for analyzing variability in complex systems.
Main Methods:
- Building upon the concept of templexes.
- Defining topological modes of variability (TMVs) from generatexes.
- Applying the approach to a low-order wind-driven ocean circulation model.
Main Results:
- Demonstrated the emergence and vanishing of TMVs in response to periodic and aperiodic forcing.
- Showcased TMVs as dynamical manifestations of algebraic cycles within templexes.
- Illustrated a concrete link between topological invariants and time-dependent behavior.
Conclusions:
- TMVs offer a qualitatively new understanding of variability in complex systems.
- This approach is particularly valuable where linear modes are insufficient for nonlinear dynamics.
- TMVs provide a powerful tool for analyzing complex system behavior in nonautonomous settings.
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