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Biomechanical and Sensory Feedback Regularize the Behavior of Different Locomotor Central Pattern Generators
Kaiyu Deng1, Alexander J Hunt2, Nicholas S Szczecinski3
1Department of Mechanical and Aerospace Engineering, Case Western Reserve University, Cleveland, OH 44106, USA.
Biomimetics (Basel, Switzerland)
|December 22, 2022
Summary
This study numerically investigates a two-layer central pattern generator (CPG) for mammalian walking. Biomechanical factors, not just neural parameters, are crucial for stable locomotion.
Area of Science:
- Computational Neuroscience
- Biophysics
- Robotics
Background:
- Mammalian locomotion is controlled by central pattern generators (CPGs).
- The specific roles of certain CPG parameters, like weak cross-excitatory connections and inter-layer synapse strength, remain under-explored.
- Understanding these parameters is key to developing accurate neuromechanical models.
Purpose of the Study:
- To numerically investigate a two-layer CPG model for mammalian walking.
- To analyze the impact of specific CPG parameters (cross-excitatory connectivity, inter-layer synapse strength) on locomotion.
- To determine if CPG phase response curves predict model stability.
Main Methods:
- In-depth numerical simulations of a two-layer CPG model.
- Sensitivity analysis of deafferented CPG and combined neuromechanical models.
- Systematic variation of CPG parameters and locomotion frequency.
Main Results:
- Weak cross-excitatory connections increase CPG sensitivity to perturbations.
- Increased inter-layer synapse strength creates a trade-off between phase locking and phase delay.
- Parameter-dependent differences in CPGs diminish in the full neuromechanical model.
Conclusions:
- Precise neural parameters are not essential for stable walking.
- Biomechanical entrainment and sensory feedback significantly influence locomotor behavior.
- Integrating biomechanical models is vital for computational neuroscience of locomotion.
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