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Stochastic optimal feedforward-feedback control determines timing and variability of arm movements with or without
Bastien Berret1,2,3, Adrien Conessa1,2, Nicolas Schweighofer4
1Université Paris-Saclay CIAMS, Orsay, France.
Plos Computational Biology
|June 11, 2021
Summary
This study introduces a new computational model for human arm movements, capturing timing and variability better than previous methods. The model suggests the brain optimizes movement by predicting noise and using visual feedback for corrections.
Area of Science:
- Neuroscience
- Computational Biology
- Motor Control
Background:
- Existing computational models inadequately represent human movement timing and variability.
- Understanding motor control requires accurate prediction of movement dynamics.
Purpose of the Study:
- Introduce a novel stochastic optimal feedforward-feedback control (SFFC) model.
- Predict nominal timing and trial-by-trial variability in self-paced arm reaching movements.
- Investigate the role of online visual feedback in motor control.
Main Methods:
- Developed the SFFC model incorporating effort and variance minimization.
- Utilized data from reaching arm movements with and without visual feedback.
- Tested the model's predictive capabilities against experimental data.
Main Results:
- The SFFC model accurately predicts movement timing and variability.
- Online visual feedback significantly influences movement timing and variability.
- Model demonstrates the brain's predictive processing of sensorimotor noise.
Conclusions:
- The SFFC model offers a more comprehensive understanding of human motor control.
- The central nervous system actively predicts and compensates for motor noise.
- Optimal feedback control strategies are employed for error correction during movements.
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