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Spiking Neural P Systems with Astrocytes Producing Calcium.

Bogdan Aman1,2, Gabriel Ciobanu2

  • 1Institute of Computer Science, Romanian Academy, Iaşi, Romania.

International Journal of Neural Systems
|November 20, 2020
PubMed
Summary
This summary is machine-generated.

This study introduces spiking neural P systems with astrocytes, enhancing neuron communication via calcium ions. These novel systems are proven to be Turing universal for computation.

Keywords:
Spiking neural P systemsastrocytecomputational powernormal forms

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Area of Science:

  • Computational Biology
  • Neuroscience
  • Theoretical Computer Science

Background:

  • Astrocytes play a crucial role in neuronal function by regulating calcium ions.
  • The bidirectional communication between astrocytes and neurons via calcium is key to neural networks.
  • Existing spiking neural P systems lack astrocyte-neuron calcium signaling dynamics.

Purpose of the Study:

  • To introduce and define a new variant of spiking neural P systems incorporating astrocytes that produce calcium.
  • To model the influence of astrocyte-produced calcium on neuron firing rules.
  • To investigate the computational power of this new model.

Main Methods:

  • Defining spiking neural P systems with astrocytes producing calcium.
  • Representing the system's topological structure as a directed graph with specific synaptic connections.
  • Analyzing the computational universality of the proposed systems.

Main Results:

  • The firing condition in the new system depends on both neuron spikes and astrocyte-derived calcium.
  • The systems are shown to be Turing universal as number generating and accepting devices.
  • Normal forms are obtained by removing forgetting rules and delays without losing computational power.

Conclusions:

  • Spiking neural P systems with astrocytes offer a more biologically plausible model for neural computation.
  • The proposed model demonstrates significant computational power, achieving Turing universality.
  • The research provides insights into formalizing astrocyte-neuron interactions in computational models.