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Updated: Feb 7, 2026

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Published on: June 3, 2020
Entraining chaotic dynamics: A novel movement sonification paradigm could promote generalization
1Center for Complexity Science (C3), Universidad Nacional Autónoma de México (UNAM), Mexico; Instituto de Neurobiología (INB), Universidad Nacional Autónoma de México (UNAM), Mexico.
Learning to synchronize with chaotic dynamics is possible through interactive feedback. Mutual interaction enables behavioral control and skill acquisition in unpredictable systems, enhancing generalization.
Area of Science:
- Cognitive Science
- Neuroscience
- Motor Control
Background:
- Daily tasks often involve complex dynamics exceeding sensory perception.
- Anticipating non-periodic dynamics is challenging, but synchronization can stabilize chaotic processes.
- Weak input can stabilize a chaotic oscillator if the driver uses oscillator information.
Purpose of the Study:
- Investigate synchronization with predictable and unpredictable stimuli (non-interactive and interactive).
- Assess learning, control, and generalization in a chaotic system through an auditory-motor task.
- Compare performance across different types of stimuli to understand adaptation to complex dynamics.
Main Methods:
- Participants performed an auditory-motor synchronization task with three tutor types: Non-Interactive Predictable (NI-P), Non-Interactive Unpredictable (NI-U), and Interactive Unpredictable (I-U).
- The I-U tutor incorporated weak input from the participant's movement, requiring learning to control the chaotic system.
- Generalization was evaluated using different pre/post-practice stimuli.
Main Results:
- NI-P showed quick improvement.
- Synchronization, dynamic similarity, and causal interaction increased with practice in I-U, but not in NI-U.
- Generalization occurred for few stimuli in NI-P, none in NI-U, and most stimuli in I-U.
Conclusions:
- Synchronization with novel chaotic dynamics is difficult.
- Mutual interaction facilitates behavioral control of chaotic dynamics.
- Interactive feedback is crucial for practicing complex motor skills and generalizing learning to new situations.
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