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Updated: Jan 9, 2026

Inter-Brain Synchrony in Open-Ended Collaborative Learning: An fNIRS-Hyperscanning Study
Published on: July 21, 2021
Heterogeneity induces emergent functional networks for synchronization.
Francesco Scafuti1, Takaaki Aoki2, Mario di Bernardo1,3
1Department of Electrical Engineering and Information Technology, University of Naples Federico II, via Claudio 21, 80125, Naples, Italy.
Heterogeneity in oscillator networks drives functional architecture. Increasing node diversity creates hubs, enabling solutions for synchronization and control problems in complex systems.
Area of Science:
- Complex systems
- Network science
- Nonlinear dynamics
Background:
- Oscillator networks are fundamental to many natural and engineered systems.
- Understanding how network structure emerges and influences function is crucial.
- Heterogeneity in node dynamics can significantly impact network behavior.
Purpose of the Study:
- To investigate the role of heterogeneity in organizing functional networks of oscillators.
- To explore how state-dependent interconnection rules influence network evolution.
- To develop a generic local evolutionary strategy for synchronization and control.
Main Methods:
- Studying heterogeneous networks of phase oscillators.
- Employing a state-dependent interconnection rule.
- Utilizing a distributed local network adaptation strategy in an evolutionary manner.
Main Results:
- Node heterogeneity is key to organizing functional network architecture.
- Increased heterogeneity differentiates link activation probabilities.
- Hubs form, associated with nodes distant from the average frequency.
Conclusions:
- Heterogeneity is a critical factor in the self-organization of complex oscillator networks.
- The proposed evolutionary strategy effectively drives network differentiation and hub formation.
- This approach offers a versatile framework for addressing synchronization and control challenges.
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