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Real time astrocyte in spiking neural network

Astrocytes, one type of glial cells, are considered to be an active partner to neurons in processing information of Central Nervous System (CNS). Therefore, studying the interaction between the astrocytes and neurons is important to create a novel model for Artificial Neuron-Glial Networks (ANGN)....

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Main Authors: Abdul-Rahman Abed, Bassam, Ismail, Amelia Ritahani, Abdul Aziz, Normaziah
Format: Conference or Workshop Item
Language:English
English
Published: 2015
Subjects:
QA75 Electronic computers. Computer science
Online Access:http://irep.iium.edu.my/47026/1/40726.pdf
http://irep.iium.edu.my/47026/4/47026_Real%20time%20astrocyte%20in%20spiking%20neural%20network_scopus.pdf
http://irep.iium.edu.my/47026/
http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7361196&filter=AND(p_Publication_Number:7347192)
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spelling my.iium.irep.470262017-09-18T09:08:03Z http://irep.iium.edu.my/47026/ Real time astrocyte in spiking neural network Abdul-Rahman Abed, Bassam Ismail, Amelia Ritahani Abdul Aziz, Normaziah QA75 Electronic computers. Computer science Astrocytes, one type of glial cells, are considered to be an active partner to neurons in processing information of Central Nervous System (CNS). Therefore, studying the interaction between the astrocytes and neurons is important to create a novel model for Artificial Neuron-Glial Networks (ANGN). In this paper, a novel model for (ANGN) is proposed to model the real time interaction between Astrocytes and neurons by using Spiking Neural Networks (SNNs) and mathematical models for astrocyte-neuron interaction. How could this proposed model will be biologically inspired to model the real time interaction between astrocytes and neurons and to improve the performance of the SNN? However, these mathematical models are generalized and simplified to be used in the proposed network. The performance of the proposed network was compared with standard SNN and the simulation results showed that the proposed model evoked more spikes to fire whenever astrocytes were activating in a time window. This indicates that astrocytes are playing significant roles in processing information of the ANGN. 2015-11-10 Conference or Workshop Item REM application/pdf en http://irep.iium.edu.my/47026/1/40726.pdf application/pdf en http://irep.iium.edu.my/47026/4/47026_Real%20time%20astrocyte%20in%20spiking%20neural%20network_scopus.pdf Abdul-Rahman Abed, Bassam and Ismail, Amelia Ritahani and Abdul Aziz, Normaziah (2015) Real time astrocyte in spiking neural network. In: 2015 SAI Intelligent Systems Conference (IntelliSys 2015), 10th-11th Nov. 2015, London, United Kingdom. http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7361196&filter=AND(p_Publication_Number:7347192)
institution Universiti Islam Antarabangsa Malaysia
building IIUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider International Islamic University Malaysia
content_source IIUM Repository (IREP)
url_provider http://irep.iium.edu.my/
language English
English
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Abdul-Rahman Abed, Bassam
Ismail, Amelia Ritahani
Abdul Aziz, Normaziah
Real time astrocyte in spiking neural network
description Astrocytes, one type of glial cells, are considered to be an active partner to neurons in processing information of Central Nervous System (CNS). Therefore, studying the interaction between the astrocytes and neurons is important to create a novel model for Artificial Neuron-Glial Networks (ANGN). In this paper, a novel model for (ANGN) is proposed to model the real time interaction between Astrocytes and neurons by using Spiking Neural Networks (SNNs) and mathematical models for astrocyte-neuron interaction. How could this proposed model will be biologically inspired to model the real time interaction between astrocytes and neurons and to improve the performance of the SNN? However, these mathematical models are generalized and simplified to be used in the proposed network. The performance of the proposed network was compared with standard SNN and the simulation results showed that the proposed model evoked more spikes to fire whenever astrocytes were activating in a time window. This indicates that astrocytes are playing significant roles in processing information of the ANGN.
format Conference or Workshop Item
author Abdul-Rahman Abed, Bassam
Ismail, Amelia Ritahani
Abdul Aziz, Normaziah
author_facet Abdul-Rahman Abed, Bassam
Ismail, Amelia Ritahani
Abdul Aziz, Normaziah
author_sort Abdul-Rahman Abed, Bassam
title Real time astrocyte in spiking neural network
title_short Real time astrocyte in spiking neural network
title_full Real time astrocyte in spiking neural network
title_fullStr Real time astrocyte in spiking neural network
title_full_unstemmed Real time astrocyte in spiking neural network
title_sort real time astrocyte in spiking neural network
publishDate 2015
url http://irep.iium.edu.my/47026/1/40726.pdf
http://irep.iium.edu.my/47026/4/47026_Real%20time%20astrocyte%20in%20spiking%20neural%20network_scopus.pdf
http://irep.iium.edu.my/47026/
http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7361196&filter=AND(p_Publication_Number:7347192)
_version_ 1643613109781266432
score 13.211869

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