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Evidence for sparse synergies in grasping actions.
Roberto Prevete1, Francesco Donnarumma2, Andrea d'Avella3,4
1Department of Electric Engineering and Information Technologies (DIETI) Università di Napoli Federico II, Naples, Italy.
Scientific Reports
|January 14, 2018
Summary
Hand actions are controlled by synergies, not single muscles. The double-sparsity hypothesis best explains how the brain uses a limited set of degrees-of-freedom and synergies for diverse hand movements.
Area of Science:
- Neuroscience
- Biomechanics
- Motor Control
Background:
- Hand actions are orchestrated by neural synergies, not individual muscles.
- Synergy-based control offers potential for intrinsic sparsity and shared representations across actions.
Purpose of the Study:
- To evaluate three hypotheses of hand-action optimal-control: sparse-combination (SC), sparse-elements (SE), and double-sparsity (DS).
- To determine the most effective model for representing hand actions based on synergy and degree-of-freedom usage.
Main Methods:
- Analysis of hand kinematic data from six human subjects.
- Subjects performed nine distinct reach-to-grasp actions.
- Evaluation of hypotheses using computational modeling of action representation.
Main Results:
- The double-sparsity (DS) hypothesis was best supported by the experimental data.
- Hand actions are represented by a combination of a substantial number of synergies.
- Each synergy involves a restricted set of degrees-of-freedom, and distinct synergies are employed for different tasks.
Conclusions:
- The findings support a double-sparsity model for optimal hand-action control.
- This suggests a neural strategy that balances the number of synergies with the complexity of their constituent degrees-of-freedom.
- This representation allows for efficient and adaptable control of diverse hand movements.
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