Simulation of Logic Circuits Using Bursting Neuron Models

A neuron can be perceived as analog circuit in terms of voltage-time characteristics. Sometimes, at function level, it can be rather considered a logic circuit. This later approach is not so indefensible because the neuron membrane always works between two voltage levels, immediately associated by a binary logic. These levels are changing at a certain group of pulses on its exciting or inhibiting input synapses. Being hard to describe exactly the neural calculus processes inside the human brain we create some models able to mimic these processes. In this paper we proposed some neuronal models able to implement logic gates. The envelope signal shelters the pulses train that stimulate any neuron, and this envelope signal ensure the digital function, as a main element of originality.

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Publication Details

Published
2024-10-09
DOI
https://doi.org/10.1109/cas62834.2024.10736729
Citations
2
Primary Topic
Advanced Memory and Neural Computing
Type
article
Field-Weighted Citation Impact
0.42
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article

Simulation of Logic Circuits Using Bursting Neuron Models

Avireni Srinivasulu, Roxana Elena Doncu, Cristian Ravariu, Hascsi Zoltan et al.
2 citations
Advanced Memory and Neural Computing
0.42
article

Simulation of Logic Circuits Using Bursting Neuron Models

Avireni Srinivasulu, Roxana Elena Doncu, Cristian Ravariu, Hascsi Zoltan, Mihai Popescu
article en
2 citations

Abstract

A neuron can be perceived as analog circuit in terms of voltage-time characteristics. Sometimes, at function level, it can be rather considered a logic circuit. This later approach is not so indefensible because the neuron membrane always works between two voltage levels, immediately associated by a binary logic. These levels are changing at a certain group of pulses on its exciting or inhibiting input synapses. Being hard to describe exactly the neural calculus processes inside the human brain we create some models able to mimic these processes. In this paper we proposed some neuronal models able to implement logic gates. The envelope signal shelters the pulses train that stimulate any neuron, and this envelope signal ensure the digital function, as a main element of originality.

University of Science and Technology (YE), Carol Davila University of Medicine and Pharmacy (RO), Universitatea Națională de Știință și Tehnologie Politehnica București (RO)
Affordable and clean energy
Openalex Percentile: Top 37%
Advanced Memory and Neural Computing
0.42
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