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Published on: May 8, 2021
Adaptive Regulation of Motor Variability
Ashesh K Dhawale1, Yohsuke R Miyamoto2, Maurice A Smith2
1Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA; Center for Brain Science, Harvard University, Cambridge, MA 02138, USA.
The brain dynamically adjusts movement variability based on recent performance and task uncertainty. This adaptive regulation optimizes reward accumulation and promotes motor learning.
Area of Science:
- Neuroscience
- Motor Control
- Computational Neuroscience
Background:
- Movement variability plays a dual role in motor control, facilitating learning while potentially hindering expert performance.
- Context-specific regulation of motor variability is crucial for optimizing task outcomes.
Purpose of the Study:
- To investigate how the brain regulates trial-to-trial motor variability in response to performance feedback and task demands.
- To elucidate the neural mechanisms underlying adaptive motor variability control.
Main Methods:
- Training rats to perform ballistic forelimb movements for reward.
- Analyzing large-scale behavioral datasets comprising millions of movement trials.
- Developing computational models to simulate and understand the observed regulation strategies.
Main Results:
- Motor variability is regulated by two distinct processes: a fast process responding to immediate trial outcomes and a slower process adjusting to reward landscape uncertainty.
- The fast process increases variability after poor performance and decreases it after good performance.
- The slower process modulates the sensitivity of the fast process based on environmental uncertainty.
Conclusions:
- The brain employs a sophisticated, adaptive algorithm to regulate motor variability, balancing exploration and exploitation for optimal performance.
- This adaptive regulation strategy enhances reward accumulation and facilitates motor learning across different time scales.
- Understanding these mechanisms provides insights into neural control of movement and learning.
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