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Neurons, the fundamental units of the brain and nervous system, communicate through complex electrochemical signals that underpin all cognitive and bodily functions. This communication is primarily facilitated by a process involving the generation and propagation of an action potential along the axon of the neuron. When the internal electrical charge of a neuron surpasses a certain threshold, an action potential is triggered. This rapid change in voltage travels swiftly along the axon to the...
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Updated: Jul 19, 2025

Computational Modeling of Retinal Neurons for Visual Prosthesis Research - Fundamental Approaches
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Tutorial: using NEURON for neuromechanical simulations.

Chris Fietkiewicz1, Robert A McDougal2,3,4,5, David Corrales Marco1

  • 1Department of Mathematics and Computer Science, Hobart and William Smith Colleges, Geneva, NY, United States.

Frontiers in Computational Neuroscience
|August 16, 2023
PubMed
Summary
This summary is machine-generated.

This tutorial demonstrates integrating brain and body simulations using the NEURON platform. It introduces a framework for neuromechanical modeling, enabling complex adaptive behaviors through coupled neural and biomechanical dynamics.

Keywords:
biomechanicsbodybrainclosed-loopmotor controlneural network

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Area of Science:

  • Computational neuroscience
  • Biophysics
  • Systems biology

Background:

  • Brain and body dynamics are intricately linked, driving complex adaptive behaviors.
  • Existing simulation tools often focus on neural or biomechanical dynamics separately, lacking integrated approaches.
  • Bridging this gap is crucial for understanding brain-body interactions.

Purpose of the Study:

  • To provide a tutorial on using the NEURON simulation platform for integrated neuromechanical modeling.
  • To present a framework for coupling neural (brain) and biomechanical (body) systems within NEURON.
  • To showcase code modularity and integration capabilities using NEURON's pointer construct.

Main Methods:

  • Utilized NEURON's pointer construct to facilitate information sharing between brain and body modules.
  • Developed a framework for bidirectional communication: brain influencing body dynamics and body influencing brain dynamics via sensory feedback.
  • Implemented five computational models of increasing complexity to demonstrate the concepts.

Main Results:

  • Successfully demonstrated the integration of neural and biomechanical models within NEURON.
  • Showcased the utility of NEURON's pointer construct for modular code design and reuse in complex simulations.
  • Presented diverse models, including neuromuscular, oscillator, respiratory control, non-smooth systems, and Aplysia feeding behavior.

Conclusions:

  • NEURON simulation platform effectively supports integrated neuromechanical modeling.
  • The presented framework and pointer construct enable modular and reusable code for brain-body simulations.
  • This approach facilitates the development of a broad range of complex, biologically-inspired neuromechanical models.